Journal Articles

  1. [2018] Nair M, Manchan Kannimoola J, Jayaraman B, Nair B, Diwakar S. (2018) Temporal constrained objects for modelling neuronal dynamics. PeerJ Computer Science 4:e159 https://doi.org/10.7717/peerj-cs.159
  2. [2018]Achuthan K, Kolil VK, Diwakar S, Using Virtual Laboratories in Chemistry Classrooms as Interactive Tools Towards Modifying Alternate Conceptions in Molecular Symmetry, Educ Inf Technol (2018) https://doi.org/10.1007/s10639-018-9727-1
  3. [2018] Rajendran A, Vijayan A, Chaitanya M, Nair B, Diwakar S., Computational Modelling of Cerebellum Granule Neuron Temporal Responses for Auditory and Visual Stimuli, International Journal of Advanced Intelligence Paradigms, 2018, 10.1504/IJAIP.2018.10011493.
  4. [2018] Parasuram H, Nair B, Naldi G, D’Angelo E, Diwakar S, Understanding Cerebellum Granular Layer Network Computations through Mathematical Reconstructions of Evoked Local Field Potentials. Ann Neurosci 2018; 25:11-24
  5. [2017] Chellaiah P, Achuthan K, Nair B, DIwakar S. Using Theme-based Narrative Construct of Images as Passwords: Implementation and Assessment of Remembered Sequences International Journal of Online Engineering (iJOE), 13 (11), pg 77-93, November, 2017.
  6. [2017] Sasidharakurup H, Melethadathil N, Nair B, Diwakar S. "A Systems Model of Parkinson's Disease Using Biochemical Systems Theory", OMICS: A Journal of Integrative Biology 2017 21 8 , 454 -464.
  7. [2017] Achuthan, K., Francis, S.P. & Diwakar, S. Augmented reflective learning and knowledge retention perceived among students in classrooms involving virtual laboratories, Educ Inf Technol (2017) 22: 2825. https://doi.org/10.1007/s10639-017-9626-x
  8. [2017] Radhamani R, Kumar D, Nizar N, Achuthan K, Nair B, Diwakar S. Implementation of ICT-based Virtual Labs for Sustainable Laboratory Education in Universities, CSI journal of Computing, Vol. 3(2), 67-75, July, 2017..
  9. [2017] Rajendran AG, Nutakki C, Sasidharakurup H, Bodda S, Nair B, Diwakar S (2017) Cerebellum in Neurological Disorders: A Review on the Role of Inter-Connected Neural Circuits. J Neurol Stroke 6(2): 00196. DOI: 10.15406/jnsk.2017.06.00196
  10. [2017] Vijayan A, Nutakki C, Kumar D, Achuthan K, Nair B, Diwakar S. Enabling a Freely Accessible Open Source Remotely Controlled Robotic Articulator with a Neuro-Inspired Control Algorithm, International Journal of Online Engineering (iJOE), pp: 61-75, vol 13, no 1, Jan, 2017, ISSN: 1861-2121
  11. [2016] Parasuram H, Nair B, D‘Angelo E, Hines M, Naldi G and Diwakar S (2016). Computational Modeling of Single Neuron Extracellular Electric Potentials and Network Local Field Potentials using LFPsim. Front. Comput. Neurosci. 10:65. doi: 10.3389/fncom.2016.00065
  12. [2016] Diwakar S, Kumar D, Radhamani R, Sasidharakurup H, Nizar N, Achuthan K, Nedungadi P, Raman R, Nair B. Complementing Education via Virtual Labs: Implementation and Deployment of Remote Laboratories and Usage Analysis in South Indian Villages, International Journal of Online Engineering (iJOE), Vol 12, No 3, pp 8-15, 2016.
  13. [2015] Ray S, Srivastava S, Nair B, Diwakar S, E-learning resources and virtual labs, Nature India Special Issue: Proteomics Research in India, Nature, August 27, 2015, doi:10.1038/nindia.2015.114
  14. [2015] Edward S. Dove, İ. Ömer Barlas,Kean Birch,Catharina Boehme, Alexander Borda-Rodriguez, William M. Byne, Florence Chaverneff, Yavuz Coşkun, Marja-Liisa Dahl, Türkay Dereli, Shyam Diwakar, Levent Elbeyli, Laszlo Endrenyi, Belgin Eroğlu-Kesim, Lynnette R. Ferguson, Kıvanç Güngör, Ulvi Gürsoy, Nezih Hekim, Farah Huzair, Kabeer Kaushik, Ilona Kickbusch, Olcay Kıroğlu, Eugene Kolker, Eija Könönen, Biaoyang Lin, Adrian Llerena, Faruk Malhan, Bipin Nair, George P. Patrinos, Semra Şardaş, Özlem Sert, Sanjeeva Srivastava, Lotte M.G. Steuten, Cengiz Toraman, Effy Vayena, Wei Wang,40,41 Louise Warnich, Vural Özdemir, An Appeal to the Global Health Community for a Tripartite Innovation: An “Essential Diagnostics List,” “Health in All Policies,” and “See-Through 21st Century Science and Ethics” OMICS: A Journal of Integrative Biology. doi:10.1089/omi.2015.0075.
  15. [2015] Sasidharakurup H., Radhamani R., Kumar D., Nizar N., Achuthan K., Nair B., Diwakar S., Using Virtual Laboratories as Interactive Textbooks: Studies on Blended Learning in Biotechnology Classrooms,EAI Endorsed Transactions on e-Learning 15(6): e4, ICST, DOI: 10.4108/el.2.6.e4, July 2015.
  16. [2014] Diwakar S, Parasuram H, Medini C, Raman R, Nedungadi P, Wiertelak E, Srivastava S, Achuthan K, Nair B, Complementing Neurophysiology Education for Developing Countries via Cost-Effective Virtual Labs: Case Studies and Classroom Scenarios, The Journal of Undergraduate Neuroscience Education (JUNE), 12(2):A130-A139, March 15, 2014.
  17. [2014] Raman, R.; Achuthan, K.; Nedungadi, P.; Diwakar, S.; Bose, R., "The VLAB OER Experience: Modeling Potential-Adopter Student Acceptance," Education, IEEE Transactions on , vol.PP, no.99, pp.1,1, doi: 10.1109/TE.2013.2294152
  18. [2013] Srivastava S, Özdemir V, Ray S, Panga JR, Noronha S, Nair B, Diwakar S. E-learning booster in developing world. Nature, 2013, 501, 316.
  19. [2013] Malhotra D, Diwakar S,Nair B, Srivastava S, BIOQUEST India: A Global Biotechnology Forum for Knowledge-Based Innovation and Sustainable Development, Current Pharmacogenomics and Personalized Medicine (CPPM), 11:8-11, 2013.
  20. [2013] Vijayan A, Nutakki C, Medini C, Singanamala H, Nair B, Achuthan K, Diwakar S, Classifying Movement Articulation for Robotic Arms via Machine Learning, Journal of Intelligent Computing, Vol 4(3), 123-134, September, 2013.
  21. [2012] Medini C, Nair B, D'Angelo E, Naldi G, Diwakar S, Modeling Spike-train Processing in the Cerebellum Granular Layer and Changes in Plasticity Reveals Single Neuron Effects in Neural Ensembles, Computational Intelligence and Neuroscience, vol. 2012, Article ID 359529, 17 pages, 2012. doi:10.1155/2012/359529
  22. [2012] Bipin Nair, Remya Krishnan, Nijin Nizar, Rakhi Radhamani, Karthika Rajan, Afila Yoosef, Gopika Sujatha, Vijilamole Radhamony, Krishnashree Achuthan, Shyam Diwakar, Role of ICT-enabled visualization-oriented virtual laboratories in Universities for enhancing biotechnology education – VALUE initiative: Case study and impacts, FormaMente, Vol. VII (2012), n. 1-2, ISSN 1970-7118.
  23. [2012] Ray S, Koshy N, Diwakar S, Nair B, Srivastava S. Sakshat Labs: India's Virtual Proteomics Initiative, PLoS Biol 10(7): e1001353. doi:10.1371/journal.pbio.1001353
  24. [2011] Raman R, Nedungadi P, Achuthan K, Diwakar S. Integrating Collaboration and Accessibility for Deploying Virtual Labs using VLCAP, International Transaction Journal of Engineering, Management, & Applied Sciences & Technologies. Volume 2 No.5 (Special Issue), Dec 2011, ISSN 2228-9860. eISSN 1906-9642.
  25. [2011] Harilal Parasuram, Bipin Nair, Giovanni Naldi, Egidio D’Angelo, Shyam Diwakar, A modeling based study on the origin and nature of evoked post-synaptic local field potentials in granular layer, Journal of Physiology-Paris, Volume 105, Issues 1-3, January-June 2011, Pages 71-82, ISSN 0928-4257, 10.1016/j.jphysparis.2011.07.011
  26. [2011] Shyam Diwakar, Paola Lombardo, Sergio Solinas, Giovanni Naldi, Egidio D’Angelo. Local Field Potential Modeling Predicts Dense Activation in Cerebellar Granule Cells Clusters under LTP and LTD Control. PLoS ONE 6(7): e21928. doi:10.1371/journal.pone.0021928.
  27. [2011] Shyam Diwakar, Krishnashree Achuthan, Prema Nedungadi and Bipin Nair, “Enhanced Facilitation of Biotechnology Education in Developing Nations via Virtual Labs: Analysis, Implementation and Case-studies ,” International Journal of Computer Theory and Engineering vol. 3, no. 1, pp. 1-8, 2011.
  28. [2009] Diwakar S, Magistretti J, Goldfarb M, Naldi G, D’Angelo E. Axonal Na+ channels ensure fast spike activation and back-propagation in cerebellar granule cells. J Neurophysiol. 2009 Feb;101(2):519-32. Epub 2008 Dec 10.
  29. [2008] Prestori F, Rossi P, Bearzatto B, Lainé J, Necchi D, Diwakar S, Schiffmann SN, Axelrad H, D’Angelo E. Altered neuron excitability and synaptic plasticity in the cerebellar granular layer of juvenile prion protein knock-out mice with impaired motor control. J Neurosci. 2008 Jul 9;28(28):7091-103. (suppl)
  30. [2007] Goldfarb M, Schoorlemmer J, Williams A, Diwakar S, Wang Q, Huang X, Giza J, Tchetchik D, Kelley K, Vega A, Matthews G, Rossi P, Ornitz DM, D’Angelo E. Fibroblast growth factor homologous factors control neuronal excitability through modulation of voltage-gated sodium channels. Neuron. 2007 Aug 2;55(3):449-63. (suppl)

In Media (News)

  1. Podcast - Audio interview, Indian uses mathematics for disease detection, Indian Science Journal, April 9, 2016.
  2. Times of India - Indian scientist develops computer models to map brain disorders, April 9, 2016.
  3. Business Standard - Indian scientist develops computer models to map brain disorders, April 9, 2016.
  4. Indian Science Journal, Indian scientist develops computer models to map brain disorders, April 9, 2016.
  5. Sify News - Indian scientist develops computer models to map brain disorders, April 9, 2016.  
  6. Free Press Journal - Indian scientist develops computer models to map brain disorders, April 9, 2016.
  7. ANI News - Indian scientist develops computer models to map brain disorders, April 9, 2016.    
  8. NVIDIA publishes a tech report on GPUs for modeling brain circuits.
  9.  Computer World India - How Amrita advanced neurological disorders' prediction using GPUs, March 17, 2016
  10. CIO report - How Amrita advanced neurological disorders' prediction using GPUs, March 17, 2016
  11. The Hindu Business Line - Nvidia eyes India opportunities as digitisation picks up pace, April1, 2016.
  12. Express Pharma Interview - "The Tesla Platform includes comprehensive system management tools", April 1, 2016
  13. MIS Asia - How Amrita advanced neurological disorders' prediction using GPUs, June 28. 2016.
  14. Lifeboat Blog - Link to MIS Asia post, June 28, 2016.
  15. Social Discussion: How GPU Tech Is Bringing A Paradigm Shift In Healthcare Research And Cure, HPC Asia, July 18, 2016.
  16. Exploring the Science of Meditation – Does Meditation Aid Brain and Mental Health? Indian Science Journal, Oct 21, 2016
  17. Scientists identify mechanism that regulates rhythmic brain waves – the rhythm that makes memories permanent, Indian Science Journal, Jan 5, 2017

Modeldb

  1. A systems model of Parkinson’s disease using biochemical systems theory, Reference: Sasidharakurup H, Melethadathil N, Nair B, Diwakar S (2017) A Systems Model of Parkinson's Disease Using Biochemical Systems Theory. OMICS 21:454-464
  2. Modeling single neuron LFPs and extracellular potentials with LFPsim. Reference: Parasuram H, Nair B, D‘Angelo E, Hines M, Naldi G and Diwakar S (2016). Computational Modeling of Single Neuron Extracellular Electric Potentials and Network Local Field Potentials using LFPsim. Front. Comput. Neurosci. 10:65. doi: 10.3389/fncom.2016.00065

  3. ReConv Algorithm to generate evoked LFP in cerebellar granular layer. Reference: Diwakar S, Lombardo P, Solinas S, Naldi G, D’Angelo E (2011) Local Field Potential Modeling Predicts Dense Activation in Cerebellar Granule Cells Clusters under LTP and LTD Control. PLoS ONE 6(7): e21928. doi:10.1371/journal.pone.0021928 [PubMed]
  4. A detailed multicompartmentalmodel was used to study neuronal electroresponsiveness of cerebellar granule cells in rats. For details check article.
    Reference: Diwakar S, Magistretti J, Goldfarb M, Naldi G, D`Angelo E (2009) Axonal Na+ channels ensure fast spike activation and back-propagation in cerebellar granule cells J Neurophysiol 101(2):519-32 [PubMed]

 

Books

In Book

  1. Diwakar S, Nutakki C, Bodda S, Rajendran A, Vijayan A, Nair B. Mathematical Modeling of Cerebellar Granular Layer Neurons and Network Activity: Information Estimation, Population Behaviour and Robotic Abstractions, Mathematical and Theoretical Neuroscience -Cell, Network and Data Analysis, in Naldi G, Nieus T (Eds), Springer INdAM series, vol. 24, 2017, 10.1007/978-3-319-68297-6.
  2. Diwakar S, Moustafa AA. Cerebellum and its disorders: A Review of Perspectives from Computational Neuroscience, in A. Moustafa (Ed), Computational Models of Brain and Behavior, John Wiley & Sons, Ltd, Chichester, UK. doi: 10.1002/9781119159193.ch22, pp-303-319, 11 Sep 2017
  3. Diwakar S, Medini C, Nair M, Parasuram H, Vijayan A, Nair B, Computational Neuroscience of Timing, Plasticity and Function in Cerebellar Microcircuits, in Computational Neurology and Psychiatry, Volume 6, Springer Series in Bio-/Neuroinformatics, pp 343-371, 02 Feb 2017.
  4. Ray S, Srivasatava S, Diwakar S, Nair B, Ozdemir V, Delivering on the Promise of Bioeconomy in the Developing World: Link It with Social Innovation and Education, in Biomarker Discovery in the Developing World: Dissecting the Pipeline for Meeting the Challenges, Ed. Srivastava S, (Springer, ISBN: 978-81-322-2835-6 (Print) 978-81-322-2837-0 (Online), 2016.
  5. Nair M, Nair B, Diwakar S, “GPGPU Implementation of a Spiking Neuronal Circuit Performing Sparse Recoding” in Lecture notes in Computer Science : Computational Intelligence Methods for Bioinformatics and Biostatistics (Springer), 285–297, 2015.
  6. Invited Chapter - Shyam Diwakar, Computational Modeling of Neuronal Dysfunction at Molecular Level Validates the Role of Single Neurons in Circuit Functions in Cerebellum Granule Layer, in "Validating Neuro-Computational Models of Neurological and Psychiatric Disorders", Eds. Bhattacharya B & Chouwdhury F, Springer Series in Computational Neuroscience, XVIII, pp 189-220, ISBN: 978-3-319-20036-1, 2015.
  7. Invited Chapter - Shyam Diwakar, RakhiRadhamani, Gopika Sujatha, HemalathaSasidharakurup, Akhila  Shekhar,  Krishnashree Achuthan   Prema  Nedungadi, Raghu Raman and Bipin Nair (2014).  Usage and Diffusion of Biotechnology Virtual Labs for Enhancing University education in India’s Urban and Rural Areas, E-learning as a Socio-Cultural System: A Multidimensional Analysis, Zuzevičiūtė  V, Butrimė E ,  Vitkutė-Adžgauskienė  D, FominVV  and  Kikis-Papadakis K(Ed.), Available from: http://www.igi-global.com/book/learning-socio-cultural-system/102189
  8. Invited Chapter – Shyam Diwakar, Krishnashree Achuthan, Prema Nedungadi and Bipin Nair (2012). Biotechnology Virtual Labs: Facilitating Laboratory Access Anytime-Anywhere for Classroom Education, Innovations in Biotechnology, Eddy C. Agbo (Ed.), ISBN: 978-953-51-0096-6, InTech, Available from: http://www.intechopen.com/articles/show/title/biotechnology-virtual-labs-facilitating-laboratory-access-anytime-anywhere-for-classroom-education
     

Talks

  1. Invited Talk - Cerebellum: Modeling, Dynamics and Motor learning, The 5th Bangalore Cognition Workshop - Where Minds meet the brain, Indian Institute of Science, Bengaluru, June 17-29, 2018.
  2. Invited Talk - Modeling the Brain - Cerebellum, Motor Control and Neurological Predictions, Amrita Institute of Medical Sciences, May 4, 2018.
  3. Invited Talk - Cerebellum, motor learning and neurological conditions: biophysics of single neurons to microcircuits abstractions, Dept of Biosciences, IIT Bombay, April 16, 2018.
  4. Invited Talk - Modeling, OER and Open Models - Work at Amrita, RIKILT, Ministry of Economic Affairs and the Netherlands Food and Consumer Product Safety Authority (NVWA), Wageningen, The Netherlands, March 26, 2018.
  5. Invited Talk - Challenges for OER and Open Medical Models - Case studies from big data and virtual laboratory environments at National Conference on Open Data and Data Repositories (NCODDR), organized by Cochin University of Science And Technology (CUSAT), March 6, 2018.
  6. Talk - Using Learning Theory for Assessing Effectiveness of Laboratory Education Delivered via a Web-based Platform , International Conference on Remote Engineering and Virtual experimentation (REV 2018), Dusseldorf, Germany, March 21-24, 2018.
  7. Invited Talk - Modeling of neurovascular coupling, neural activity and BOLD, From cell physiology to integrated signals and emerging brain functions, School of Brain Cells & Circuits "Camillo Golgi", Nov 29- Dec 3, 2017, Erice, Italy.
  8. Talk and conference workshop - Computational Neuroscience of cerebellum and interconnected circuits, Workshop on Bioinspired modeling and Computational Neuroscience - From neurons, circuits to models and devices (BioCompNeuro'17) (Organiser and Workshop Chair), co-affiliated with Sixth International Conference on Advances in Computing, Communications and Informatics (ICACCI-2017), Sept 16-19, 2017, Manipal, India. 
  9. Talk - Computations and cerebellum: Modeling Cerebellar Neurons and their behavioral dynamics, Aug 23, 2017, Indian Institute of Technology Madras, Chennai, India.
  10. Talk - Computational neuroscience of cerebellum: cellular and circuit roles, timing and plasticity, Aug 17, 2017, Indian Institute of Technology Hyderabad, Hyderabad, India.
  11. Talk - Connecting Data to Clinical Predictions: Using Computational Neuroscience for bridging Modern Medicine to Ayurvedic explorations, Amrita Samyogam 2017- International Conference on Integrative Ayurveda and Modern Medicine, Aug 6-7, 2017, Amrita Institute of Medical Sciences and Research, Kochi, India.
  12. Talk - From Data to Models and onto Robotics, Robotsavam 2017, techfest on robotics organized by Department of Electronics and Communication Engineering, Amrita School of Engineering, July 30, 2017, Amrita Vishwa Vidyapeetham, Amritapuri campus, Kollam, India.
  13. Talk - From our Present to a better Future, One-day Workshop for Young Faculty Research Fellow under Visvesvaraya PhD scheme organized by Medial Labs Asia and MeitY, Government of India at Indian Institute of Science, Bengaluru, India, July 28, 2017.
  14. Invited Talk - Computational Neurosciences of Cerebellar Circuit Disorders: Interpretations in the cerebellar granular layer microcircuit, School of Brain Cells & Circuits "Camillo Golgi", Dec 1-5, 2016, Erice, Italy.
  15. Talk - Computational Neuroscience of Circuit Function and Dysfunction: a Cerebellum Perspective, Symposium 8, Neurocognitive networks in health, disease and recovery, XXXIV Annual Meeting of Indian Academy of Neurosciences (IAN), National Brain Research Center, Manesar, India, Oct 19-21, 2016.
  16. Talk - Using Cerebellar Architecture to Control Low-Cost Robotic Arms, International Symposium on the Neuromechanics of Human Movement, 4th – 6th October 2016, Heidelberg, Germany
  17. Invited Talk -Computations in the cerebellar granular layer microcircuit: from Population responses to robotic abstractions, INdAM  Meeting  “NeuroMath, Mathematical and Computational Neuroscience: cell, network and data analysis”, Sept 11- 17, 2016, Cortona, Italy.
  18. Invited Talks - On the Exploratory Roles of a Computational Engineer (IT Association), What do Brain Circuits predict Future Electronics to be (ECE Association), Inauguration events, Sri Ramakrishna Engineering College, Coimbatore, Aug 3, 2016. 
  19. Talk - Erasmus Mundus India4EU II contributions (As Indian Coordinator), India4EU II Final meeting organized by Politecnico di Torino (EU coordinator) at Univ of Porto, Portugal from May 23-25, 2016. 
  20. Organizer Talk - Virtual Labs in India: Implementation and Case studies, National Nodal Center Conference, Amrita Vishwa Vidyapeetham, Amritapuri, Kollam, Kerala, India, May 6, 2016.  
  21. Invited Talk - Virtual Labs in India, Online Labs workshop organized by International Association of Online Engineering (IAOE) and the Global Online Laboratory Consortium (GOLC), Third International Conference on Transformations in Engineering Education, College of Engineering, Pune, Jan 10, 2016.
  22. Invited Talk: From Network Models to Applications and Vice-versa: Cerebellum Network Models and their Abstractions, School of Brain Cells and Circuits "Camillo Golgi", Nov 29-Dec 3, 2015, Ettore Majorana Foundation and Centre for Scientific Culture, Erice, Sicily, Italy.
  23. Invited Talk: Experiential Learning and Sustainable Development Goals - Case Stories from Amrita's Live In Labs on How Professors and Students are bringing Immediate Societal Impact, Department of Mathematics, University of Milan, Nov 23, 2015, Milan, Italy.
  24. Talk: Mobile Learning and Biotechnology Education via Remote Labs: Deployment-based study on Real Time Shared Resources, 9th International Conference on Interactive Mobile and Communication Technologies and Learning 2015, 19-20 November 2015, Mediterranean Palace Hotel, Thessaloniki, Greece.
  25. Talk: Role of Biotechnology Simulation and Remotely Triggered Virtual labs in Complementing University Education, 9th International Conference on Interactive Mobile and Communication Technologies and Learning 2015, 19-20 November 2015, Mediterranean Palace Hotel, Thessaloniki, Greece
  26. Talk: Role of ICT enabled Virtual Laboratories in Biotechnology Education: Case studies on blended and remote learning, Proceedings of 18th International Conference on Interactive Collaborative Learning, 2015 World Engineering Education Forum, Florence, Italy, September 20-24, 2015.
  27. Invited Talk: Cerebellum-like spatial-temporal pattern recognition circuits using spiking neurons and their role in bio-robotics, International Symposium on Emerging Topics in Circuits and Systems (SET-CAS'15), Special session at the fourth International Conference on Advances in Computing, Communications and Informatics (ICACCI-2015), Aug 10-13, 2015, Kochi, India.
  28. Talk and Session chair: Exploiting Point Source Approximation on Detailed Neuronal Models to Reconstruct Single Neuron Electric Field and Population LFP,  IEEE International Joint Conference on Neural Networks (IJCNN) 2015, Killarney, Ireland, July 12-17, 2015. 
  29. Talk: Computational Neuroscience of Cerebellar Disorders – Studies of plasticity, timing and dysfunction from a cerebellar granular layer perspective, Computational Neurology and Psychiatry: do we need it? Workshop W04 at International Joint Conference on Neural Networks IJCNN 2015, Killarney, Ireland, 2015. 
  30. Computational Modeling of Cerebellar Information Processing – Is my cerebellum a pattern recognition circuit?, Engineering hub, University of Lincoln, Lincoln, UK. June 30, 2014.
  31. Large-Scale Simulations of Cerebellar Microcircuit Relays using Spiking Neuron on GPUs, Presentation at the  Eleventh International Meeting on Computational Intelligence Methods for Bioinformatics and Biostatistics, University of Cambridge, Cambridge, UK, June 26-28, 2014.
  32. Invited Talk –Modeling Brain circuits and role of bioinspired computing, Malakara Catholic College, Kanyakumari Dt., TN. March 10, 2014.
  33. Invited Talk: Computational Modeling of Cerebellar Disorders – Studies of plasticity, timing and dysfunction from a cerebellar granular layer perspective. APSN Neuroscience School and International Conference on Neurochemistry of Ageing Brain, CSIR-IICB, Kolkata, Jan 27-Feb 1, 2014.
  34. Invited Talk: Using machine learning towards Neuroinformatics: Analyzing structure-function relationships in data, National Conference on ‘Data Mining Applications in Genomics and Proteomics’, Bharathiar University, Coimbatore, January 24, 2014.
  35. Invited Talk: On the Effectiveness of Virtual Labs in Universities - Case studies from an Indian National Mission Project, VI International GUIDE Conference 2013: The Global Economic Crisis and its consequences on the national educational systems: Can online education contribute to overcoming the crisis?, Athens, Oct 3-4, 2013.
  36. Organizer Talk: Population activity in the Brain: Abstractions and Applications, DELSA workshop, Amrita Bio Quest 2013: International Conference on Biotechnology for Innovative Applications, Amritapuri, Kollam, Kerala, India, Aug 12, 2013.
  37. Organizer Talk: Computational Neuroscience of Single Neuron and Population activity in the Brain: Abstractions and Applications, Amrita Bio Quest 2013: International Conference on Biotechnology for Innovative Applications, Amritapuri, Kollam, Kerala, India, Aug 10-14, 2013.
    Talk: Population activity in the Brain: Abstractions and Applications, International workshop –“From Cellular to Circuit and Brain Functions: Passing through Mathematical Models”, Amrita Institute of Medical Sciences, Kochi, Kerala, India, Aug 10, 2013.
  38. Invited talk. Modeling single neuron and population activity in the brain: A perspective from scientific computing, 21 June 2013, National Seminar on Scientific Computing, IIITMK, Trivandrum, Kerala, India.
  39. Invited talk. Estimation of Information Flow in Neural Circuits using Mutual Information and Related Techniques, 21 May 2013, Faculty Development Program, SCMS School of Engineering and Technology, Karukuttu, Ernakulam, Kerala, India.
  40. Invited talk. Computational Neuroscience of Cerebellar Disorders –Studies of plasticity, timing and dysfunction from a cerebellar granular layer perspective, International Conference on Advances in Molecular Mechanisms of Neurological Disorders, 21-23 February 2013, AIIMS, New Delhi, India.
  41. Invited talk. Computations in the cerebellar granular layer microcircuit: Timing, plasticity and extracellular field reconstructions, School of Computer and Systems Sciences and School of Computational and Integrative Sciences Jawaharlal Nehru University New Delhi -67, India, Jan 14, 2013
  42. Invited talk. Computations in the cerebellar granular layer: Timing, plasticity and extracellular field reconstructions, Moreno Bote Lab, Foundation Sant Joan de Deu, Barcelona, Spain, Nov 6, 2012
  43. Invited keynote lecture. “Communication analogies and computing via neuromorphic engineering – a perspective from bio-inspired robotics“, 2012 International Conference on Advances in Computing, Communications and Informatics (ICACCI-2012), Chennai, India, Aug 3-5, 2012.
  44. Invited lecture. “Superman’s changing room – Virtualization and virtual labs”, International Conference on technology Enhanced Education, Amritapuri, Kerala, India, Jan 3-5, 2012.
  45. “A modeling based study on the origin and nature of evoked post-synaptic local field potentials in granular layer”, Department of Mathematics ‘Federigo Enriques’, University of Milan, Dec 6, 2011.
  46. “Virtual Labs: Pervasive education & scenes from an ICT perspective”, Proceedings of the 5TH GUIDE INTERNATIONAL CONFERENCE 2011, “E-learning innovative models for the integration of education, technology and research”, Università degli Studi “Guglielmo Marconi”, Rome, 18 – 19 November 2011.
  47. Shyam Diwakar and Bharat Jayaraman, Constrained Objects for Neuronal Modeling and Simulation, International symposium on `Recent Trends in Neurosciences & XXIX Annual Conference of Indian Academy of Neurosciences, Oct 30-Nov 1, 2011.
  48. Demo presentation: Virtual labs and computational neuroscience – Education and pedagogies. Bernstein Conference 2011, Bernstein Center Freiburg . Hansastraße 9A . D-79104 Freiburg, October 4-6, 2011.
  49. Demo presentation, Virtual Labs – Pervasive education and future scenes from an ICT scenario, International Conference on Advances in Computing and Communications (ACC-2011), Kochi, India, July 22-24, 2011.
  50. Invited lecture, Department of Mathematics, University of Milan, Milano, Italy, Dec 9, 2010. Title: Mathematics, virtualization and technical education – An Amrita case study into understanding neuroscience via virtual labs and mathematical models.
  51. Neurotalk 2010,Track 2-3: Neuromathematics, Neurophysics, Neuroinformatics and Computation Neurobiology, Singapore EXPO, Singapore, June 25, 2010, Title: Neuronal Models and Exploration of Network Properties: A Case Study into Cerebellar Granular Layer Models and Local Field Potential Modeling.TKK, Helsinki, India and EU, Organized by TKK University, Oct 5, 2009.
  52. LFP workshop: Modeling and interpretation of extracellular field potentials, January 15-16, 2009 at Oslo, Norway organized by INCF-Norway.
     

Peer - Reviewed Conferences

  1. [Comp Neuro] Balachandran A., Nutakki C., Bodda S., Nair B., Diwakar S., Experimental Recording and Assessing Gait Phases Using Mobile Phone Sensors and EEG, Proceedings of the Seventh International Conference on Advances in Computing, Communications and Informatics (ICACCI-2018), Bangalore, Karnataka, India, Sept 19-22, 2018 (accepted).
  2. [Comp Neuro] Ramachandran N. P., Kurup R. R., Alphonse J, Chellaiah P., Nair M, Nair B., Diwakar S., Design and Implementation of an Open-Source Browser-based Laboratory Platform for EEG Data Analysis, Proceedings of the Seventh International Conference on Advances in Computing, Communications and Informatics (ICACCI-2018), Bangalore, Karnataka, India, Sept 19-22, 2018 (accepted).
  3. [Comp Neuro] Krishnan M.,Edison L., Radhamani R., Nizar N, Kumar D, Nair M, Nair B., Diwakar S., Experimental Recording and Computational Analysis of EEG signals for a Squeeze Task:Assessments and Impacts for Applications,Proceedings of the Seventh International Conference on Advances in Computing, Communications and Informatics (ICACCI-2018), Bangalore, Karnataka, India
  4. [Virtual Lab] Radhamani R., Divakar A., Nair A. A., Sivadas A., Mohan G, Nizar N, Nair B., Achuthan K., Diwakar S., Virtual Laboratories in Biotechnology are Significant Educational Informatics Tools, Proceedings of the Seventh International Conference on Advances in Computing, Communications and Informatics (ICACCI-2018), Bangalore, Karnataka, India, Sept 19-22, 2018 (accepted).
  5. [Comp Neuro] Radhakrishnan S., Nutakki C., Nair B., Diwakar S., Modeling Nitric Oxide Induced Neural Activity and Neurovascular Coupling in a Cerebellum Circuit, Proceedings of the Seventh International Conference on Advances in Computing, Communications and Informatics (ICACCI-2018), Bangalore, Karnataka, India, Sept 19-22, 2018 (accepted).
  6. [Comp Neuro] Nutakki C., Edakkepravan H., Gunasekaran S., Ramachandran L. P., Sasi V., Nair B., Diwakar S., Torque Analysis of Male-Female Gait and Identification using Machine Learning, Proceedings of the Seventh International Conference on Advances in Computing, Communications and Informatics (ICACCI-2018), Bangalore, Karnataka, India, Sept 19-22, 2018 (accepted).
  7. [Virtual Lab] Nutakki C., Edakkepravan H., Gunasekaran S., Ramachandran L. P., Sasi V., Nair B., Diwakar S., Mathematical Models as Bioscience Educational Informatics Tools, Proceedings of the Seventh International Conference on Advances in Computing, Communications and Informatics (ICACCI-2018), Bangalore, Karnataka, India, Sept 19-22, 2018 (accepted).
  8. [Comp Neuro] Presannan A., Rajendran A., Nair B., Diwakar S., Reproducing the firing properties of a cerebellum deep cerebellar nucleus with a multi compartmental morphologically realistic biophysical model, Proceedings of the Seventh International Conference on Advances in Computing, Communications and Informatics (ICACCI-2018), Bangalore, Karnataka, India, Sept 19-22, 2018 (accepted).
  9. [Comp Neuro] Rajendran A., Abdulsalam A., Mohan D., Thazepurayil J., Prabhat S., Nair B., Diwakar S., Trajectory tracking using a Bio-inspired neural network for a low cost robotic articulator, Proceedings of the Seventh International Conference on Advances in Computing, Communications and Informatics (ICACCI-2018), Bangalore, Karnataka, India, Sept 19-22, 2018 (accepted).
  10. [Comp Neuro] Sasidharakurup H., Pradeep M., Bhaskaran M., Priya A., Pradeep E., Kadavath S., Nair B., Diwakar S., Modeling of Glutamate Pathway in Alzheimer's Disease using Biochemical Systems Theory, Proceedings of the Seventh International Conference on Advances in Computing, Communications and Informatics (ICACCI-2018), Bangalore, Karnataka, India, Sept 19-22, 2018 (accepted).
  11. [Comp Neuro] Sasidharakurup H., Nutakki C., Rajendran A., Venugopal P., Sumon M., Navaneethkumar L., Madhu H, Nair B., Diwakar S., Spectral Correlations in Speaker-Listener Behavior During a Focused Duo Conversation using EEG, Proceedings of the Seventh International Conference on Advances in Computing, Communications and Informatics (ICACCI-2018), Bangalore, Karnataka, India, Sept 19-22, 2018 (accepted).
  12. [Virtual Lab] Diwakar S, Radhamani R, Nizar N, Nair B, Achuthan K. Using Learning Theory for Assessing Effectiveness of Laboratory Education Delivered via a Web-based Platform, International Conference on Remote Engineering and Virtual experimentation (REV 2018), Dusseldorf, Germany, March 21-24, 2018.
  13. [Comp Neuro] Nutakki C, Nair B, Diwakar S, Modeling Neurovascular coupling for fMRI BOLD reconstructions, XXXV Annual Meeting of Indian Academy of Neurosciences (IAN), Ravenshaw University, Cuttack, Odisha, India, Oct 29-31, 2017.
  14. [Comp Neuro] Rajendran A, Nair B, Diwakar S, Pattern Abstraction and Sensory Encoding of Auditory and Visual Stimuli in Cerebellum Granular Layer Network, XXXV Annual Meeting of Indian Academy of Neurosciences (IAN), Ravenshaw University, Cuttack, Odisha, India, Oct 29-31, 2017
  15. [Business] Melathadathil N, Pazhanivelu S, Nair B, Diwakar S. Using Machine learning to understand data analysis- A case study of a private health care organization. 6th International Conference in Advances in Computing, Communications and Informatics (ICACCI-17) 2017
  16. [Comp Neuro]  Vijayan A., Gopan V., Nair B., Diwakar S., Comparing Robotic Control using a Spiking Model of Cerebellar Network and a Gain Adapting Forward Inverse Model, Proceedings of the Sixth International Conference on Advances in Computing, Communications and Informatics (ICACCI-2017), Manipal University,Karnataka, India, Sept 13-16,2017.
  17. [Comp Neuro]  Bodda S., Palathingal R. K., Shankar V., Nair B., Diwakar S., Modeling Population Network Activity using LFPsim, Spiking Neurons and Neural Mass Models, Proceedings of the Sixth International Conference on Advances in Computing, Communications and Informatics (ICACCI-2017), Manipal University,Karnataka, India, Sept 13-16,2017..
  18. [Comp Neuro]  Rajendran A., Thankamani A., Nirmala N., Nair B., Diwakar S., Computational Neuroscience of Substantia Nigra Circuit and Dopamine Modulation During Parkinson's Disease, Proceedings of the Sixth International Conference on Advances in Computing, Communications and Informatics (ICACCI-2017), Manipal University,Karnataka, India, Sept 13-16,2017.
  19. [Comp Neuro]  Nutakki C., Narayanan J., Anchuthengil A. A., Nair B., Diwakar S., Classifying Gait Features for Stance and Swing Using Machine Learning, Proceedings of the Sixth International Conference on Advances in Computing, Communications and Informatics (ICACCI-2017), Manipal University,Karnataka, India, Sept 13-16,2017.
  20. [Comp Neuro]  Sasidharakurup H., Dash P., Nair B., Diwakar S., Computational Modelling of Apoptosis in Parkinson's Disease using Biochemical Systems Theory, Proceedings of the Sixth International Conference on Advances in Computing, Communications and Informatics (ICACCI-2017), Manipal University,Karnataka, India, Sept 13-16,2017.
  21. [Comp Neuro]  Nair M., Ushakumari K.,  Ramakrishnan A., Nair B., Diwakar S., Comparing Parallel Simulation of Single and  Multi Compartmental Spiking Neuron Models using GPGPU, Proceedings of the Sixth International Conference on Advances in Computing, Communications and Informatics (ICACCI-2017), Manipal University,Karnataka, India, Sept 13-16,2017.
  22. [Comp Neuro]  Nair M., Suresh A. P., Manoharan A., Nair B., Diwakar S., Information Theoretic Visualization of Spiking Neural Networks, Proceedings of the Sixth International Conference on Advances in Computing, Communications and Informatics (ICACCI-2017), Manipal University,Karnataka, India, Sept 13-16,2017.
  23. [Virtual Lab] Alphonse J., Medini C., Nair B., Diwakar S., An Open-Source Computational Neuroscience Virtual Laboratory Tool for Simulating Spiking Neurons and Circuits, Proceedings of the Sixth International Conference on Advances in Computing, Communications and Informatics (ICACCI-2017), Manipal University,Karnataka, India, Sept 13-16,2017..
  24. [Virtual Lab] Nizar N., Radhamani R., Kumar D., Nair B., Achuthan K., Diwakar S., Implementation of Analog Electrical Neurons As Virtual Labs for Neuroscience Education    ,Proceedings of the Sixth International Conference on Advances in Computing, Communications and Informatics (ICACCI-2017), Manipal University,Karnataka, India, Sept 13-16,2017.
  25. [Virtual Lab] Nutakki C,Vijayan A, Sasidharakurup H, Nair B, Achuthan K, Diwakar S. , Low-Cost Robotic Articulator as an Online Education tool: Design, Deployment and Usage, Proceedings of IEEE International Conference on Robotics and Automation for Humanitarian Applications, Amrita Vishwa Vidyapeetham, Kollam, Kerala, Dec 18-20, 2016.
  26. [Virtual Lab] Kumar D, Achuthan K, Nair B, Diwakar S, Online Bio-Robotics Labs: Open Hardware Models and Architecture, Proceedings of IEEE International Conference on Robotics and Automation for Humanitarian Applications, Amrita Vishwa Vidyapeetham, Kollam, Kerala, Dec 18-20, 2016.
  27. [Virtual Lab] Radhamani R, Nizar N, Kumar D, Achuthan K, Nair B, Diwakar S, Low Cost Neuro-Inspired Robots for Sustainable Laboratory Education, Proceedings of IEEE International Conference on Robotics and Automation for Humanitarian Applications, Amrita Vishwa Vidyapeetham, Kollam, Kerala, Dec 18-20, 2016.
  28. [Comp Neuro]  Nutakki C, Nair B, Diwakar S, Computational Reconstruction of fMRI BOLD from Cerebellar Input Layer, XXXIV Annual Meeting of Indian Academy of Neurosciences (IAN), National Brain Research Center, Manesar, India, Oct 19-21, 2016.
  29. [Comp Neuro]  Bodda S, Nair B, Diwakar S, Mathematical Modelling of Post Synaptic Evoked Local Field Potential Using Neural Mass Model, XXXIV Annual Meeting of Indian Academy of Neurosciences (IAN), National Brain Research Center, Manesar, India, Oct 19-21, 2016.
  30. [Comp Neuro]  Rajendran A, Nair B, Diwakar S, Modeling and Parallelization of Cerebellar Microcircuit for Combinatorial Operations, XXXIV Annual Meeting of Indian Academy of Neurosciences (IAN), National Brain Research Center, Manesar, India, Oct 19-21, 2016.
  31. [Comp Neuro]  Sasidharakurup H, Nair B, Diwakar S, Modeling of Biochemical Pathways in Parkinson's Disease, XXXIV Annual Meeting of Indian Academy of Neurosciences (IAN), National Brain Research Center, Manesar, India, Oct 19-21, 2016.
  32. [Comp Neuro]  Nutakki C, Nair A, Medini C, Nair M, Nair B, Diwakar S. Computational Reconstruction of fMRI-BOLD from Neural Activity, Proceedings of 2016 International Conference on Advances in Computing, Communications and Informatics (ICACCI 2016), Jaipur, India, Sept 21-24,2016.
  33. [Comp Neuro]  Bodda S, Parasuram H, Nair B, Diwakar S. Computing LFP From Biophysical Models of Neurons and Neural Microcircuits, Proceedings of 2016 International Conference on Advances in Computing, Communications and Informatics (ICACCI 2016), Jaipur, India, Sept 21-24,2016.
  34. [Comp Neuro]  Medini C, Rajendran A, Jijibai A, Nair B, Diwakar S.  Computational Characterization of Cerebellum Granule Neuron Responses to Auditory and Visual Inputs, Proceedings of 2016 International Conference on Advances in Computing, Communications and Informatics (ICACCI 2016), Jaipur, India, Sept 21-24,2016.
  35. [Comp Neuro]  Medini C, Thekkekuriyadi A, Thayyilekandi S, Nair M, Nair B, Diwakar S. Modeling Basal Ganglia Microcircuits using Spiking Neurons, Proceedings of 2016 International Conference on Advances in Computing, Communications and Informatics (ICACCI 2016), Jaipur, India, Sept 21-24,2016.
  36. [Virtual Lab] Radhamani R. Kumar D., Achuthan K., Nair B., Diwakar S., Implementing and deploying magnetic material testing as an online laboratory, International Symposium on Intelligent Systems Technologies and Applications, ISTA 2016; Jaipur; India; Sep. 21-24,2016.
  37. [Comp Neuro] Bodda S, Chandranpillai H, Viswam P, Krishna S, Nair B, Diwakar S. Categorizing Imagined Right and Left Motor Imagery BCI Tasks for Low-cost Robotic Neuroprosthesis, Proceedings of International Conference on Electrical, Electronics and Optimization Techniques (ICEEOT 2016), Chennai, March 3-5, 2016.
  38. [Comp Neuro] Chellaiah P, Bodda S, Lal R, Madhu C, Zamare V, Nair B, Achuthan K, Diwakar S. EEG-Based Assessment of Image Sequence-Based User Authentication in Computer Network Security, Proceedings of International Conference on Electrical, Electronics and Optimization Techniques (ICEEOT 2016), Chennai, March 3-5, 2016.
  39. [Virtual Lab] Murali S, Achuthan K, Diwakar S. A Multi-Institutional Comparative Study of Laboratories, Proceedings of International Conference on Electrical, Electronics and Optimization Techniques (ICEEOT 2016), Chennai, March 3-5, 2016.
  40. [Virtual Lab] Sridharan A, Sasidharakurup H, Kumar D, Nizar N, Nair B, Achuthan K, Diwakar S. Implementing a Web-based Simulator with Explicit Neuron and Synapse Models to aid Experimental Neuroscience and Theoretical Biophysics Education, Proceedings of the International Conference on Signal, Networks, Computing, and Systems (ICSNCS 2016), Ed. Lobiya DK, Mohapatra DP, Nagar AK, Sahoo MN, Springer, 2016.
  41. [Comp Neuro] Manjusha Nair, Prasanth Madhu, Arathi Rajendran, Bipin Nair and Shyam Diwakar, GPGPU Implementation of Information Theoretic Algorithms for the Analysis of Granular Layer Neurons, Symposium on Emerging Topics in Computing and Communications (SETCAC'15), Proceedings of 015 International Conference on Computing and Network Communications (CoCoNet'15), Trivandrum, Kerala, India, Dec 16-19,2015.
  42. [Comp Neuro] Manjusha Nair, Shan Surya, Revathy S Kumar, Bipin Nair, Shyam Diwakar, Efficient Simulations of Spiking Neurons on Parallel and Distributed Platforms: Towards Large-Scale Modeling in Computational Neuroscience, Proceedings of International Conference on Recent Advances in Computational Systems (IEEE RAICS), Thiruvananthapuram, Kerala, India, Dec 10-12, 2015.
  43. [Virtual Lab] Dhanush Kumar, Hemalatha Sasidharakurup, Rakhi Radhamani, Nijin Nizar, Krishnashree Achuthan, Bipin Nair, Shyam Diwakar. Mobile Learning and Biotechnology Education via Remote Labs: Deployment-based study on Real Time Shared Resources, 9th International Conference on Interactive Mobile and Communication Technologies and Learning 2015, 19-20 November 2015, Mediterranean Palace Hotel, Thessaloniki, Greece.
  44. [Virtual Lab] Rakhi Radhamani, Hemalatha Sasidharakurup, Dhanush Kumar, Nijin Nizar, Krishnashree Achuthan, Bipin Nair, Shyam Diwakar. Role of Biotechnology Simulation and Remotely Triggered Virtual labs in Complementing University Education, 9th International Conference on Interactive Mobile and Communication Technologies and Learning 2015, 19-20 November 2015, Mediterranean Palace Hotel, Thessaloniki, Greece.
  45. [Comp Neuro] Bodda S., Nair B., Diwakar S, EEG-Based Assessment and Categorisation for Imagery Based Movement and Mental Tasks, Proceedings of the International symposium on Translational Neuroscience & XXXIII Annual Conference of the Indian Academy of Neurosciences, Panjab University, Chandigarh , India, Oct 31-Nov 2, 2015.
  46. [Comp Neuro] Nutakki C, Vijayan A, Nair B, Diwakar S, Implementing Cerebellar Biophysics for Trajectory planning in Robotic arms, Proceedings of the International symposium on Translational Neuroscience & XXXIII Annual Conference of the Indian Academy of Neurosciences, Panjab University, Chandigarh , India, Oct 31-Nov 2, 2015.
  47. [Comp Neuro] Rajendran A, Nair M., Nair B, Diwakar S, Analyzing Mutual Information and Synaptic Efficacy at Mossy Fiber –Granule Cell Relay in Rat Cerebellum, Proceedings of the International symposium on Translational Neuroscience & XXXIII Annual Conference of the Indian Academy of Neurosciences, Panjab University, Chandigarh , India, Oct 31-Nov 2, 2015.
  48. [Virtual Lab] Diwakar S, Radhamani R, Sasidharakurup H, Kumar D, Nizar N, Achuthan K, Nair B, Role of ICT enabled Virtual Laboratories in Biotechnology Education: Case studies on blended and remote learning, Proceedings of 18th International Conference on Interactive Collaborative Learning, 2015 World Engineering Education Forum, Florence, Italy, September 20-24, 2015.
  49. [Virtual Lab] Shyam Diwakar, Rakhi Radhamani, Hemalatha Sasidharakurp, Dhanush Kumar, Nijin Nizar, Krishnashree Achuthan, Bipin Nair, Assessing Students and Teachers Experience on Simulation and Remote Biotechnology Virtual labs: A Case Study with a Light Microscopy Experiment, Proceedings of 2nd International Conference on e-Learning e-Education and Online Training (eLEOT 2015), Novedrate, Italy, September 16-18, 2015. 
  50. [Comp Neuro] Asha Vijayan, Chaitanya Medini, Anjana Palolithazhe, Bhagyalakshmi Muralidharan, Bipin Nair, Shyam Diwakar, Modeling Pattern Abstraction in Cerebellum and Estimation of Optimal Storage Capacity, Proceedings of the Fourth International Conference on Advances in Computing, Communications and Informatics (ICACCI-2015), Kochi, India, August 10-13, 2015.
  51. [Comp Neuro] Chaitanya Medini, Asha Vijayan, Ritu Maria Zacharia, Lekshmi Priya Rajagopal, Bipin Nair, Shyam Diwakar, Spike Encoding for Pattern Recognition: Comparing Cerebellum Granular Layer Encoding and BSA algorithms, Proceedings of the Fourth International Conference on Advances in Computing, Communications and Informatics (ICACCI-2015), Kochi, India, August 10-13, 2015. 
  52. [Comp Neuro] Nidheesh Melethadathil, Priya Chellaiah, Bipin Nair, Shyam Diwakar, Classification and Clustering for Neuroinformatics: Assessing the efficacy on reverse-mapped NeuroNLP data using standard ML techniques, Proceedings of the Fourth International Conference on Advances in Computing, Communications and Informatics (ICACCI-2015), Kochi, India, August 10-13, 2015.  
  53. [Comp Neuro] Chaitanya Medini, Bipin Nair, Giovanni Naldi, Egidio D'Angelo and Shyam Diwakar, Reconstructing fMRI BOLD signals arising from Cerebellar Granule Neurons‐Comparing GLM and Balloon Models, Proceedings of the IEEE International Joint Conference on Neural Networks (IJCNN) 2015, Killarney, Ireland, July 12-17, 2015.
  54. [Comp Neuro] HarilalParasuram, Bipin Nair, Giovanni Naldi, Egidio D'Angelo and Shyam Diwakar, Exploiting Point Source Approximation on Detailed Neuronal Models to Reconstruct Single Neuron Electric Field and Population LFP,  Proceedings of the IEEE International Joint Conference on Neural Networks (IJCNN) 2015, Killarney, Ireland, July 12-17, 2015.
  55. [Comp Neuro] Medini C., Basabdatta B., Nair B., Diwakar S., Comparing Firing Properties of Two Interconnected Circuits to Understand Information Processing at Afferent Pathways, Proceedings of the Integrated Systems Neuroscience (ISN) workshop, University of Manchester, UK, 2015.
  56. [Comp Neuro]  Parasuram H., Nair B., Diwakar S., Studying cerebellar dysfunction at single neuron and circuit level, Proceedings of the International Conference on Recent Advances in Cognition and Health, Banaras Hindu University, Varanasi, India, Dec 19- Dec 21, 2014.
  57. [Comp Neuro] Medini C., Nair B., Diwakar S., Blood Oxygenation Level Dependent (BOLD) Signal Reconstructions on Large Scale Cerebellar Microcircuits to Predict Neuronal Dysfunction, Proceedings of the International Conference on Recent Advances in Cognition and Health, Banaras Hindu University, Varanasi, India, Dec 19- Dec 21, 2014.
  58. [Comp Neuro] Bodda S., Nair B., Diwakar S., Using surface EEG to explore computer brain interactions for robotic manipulation, Proceedings of the International Conference on Recent Advances in Cognition and Health, Banaras Hindu University, Varanasi, India, Dec 19- Dec 21, 2014.
  59. [Robotics] Nutakki C., Nair B., Diwakar S., Robotic arm controlling using spiking neuron network models, Proceedings of the International Conference on Recent Advances in Cognition and Health, Banaras Hindu University, Varanasi, India, Dec 19- Dec 21, 2014.
  60. [Comp Neuro] Nair M., Subramanyan K., Nair B., Diwakar S., Parameter Optimization and Nonlinear Fitting for Computational Models in Neuroscience on GPGPUs, Proceedings of IEEE International Conference on High Performance Computing and Applications (ICHPCA-2014), Bhubaneshwar, India, December, 22-24, 2014. 
  61. [Virtual Lab] Radhamani R., Sasidharakurup H., Kumar D., Nizar N., Nair B., Achuthan K., Diwakar S., Explicit Interactions by Users Form a Critical Element in Virtual Labs Aiding Enhanced Education - A Case Study from Biotechnology Virtual Labs, Proceedings of International Conference on Technology for Education (IEEE T4E 2014), Kerala, December 18-21, 2014.
  62. [Comp Neuro] Bodda S., Nair B., Diwakar S., Extracting motor imagery for computer -brain interactions: Using F4 F3 channels for robotic manipulation, Proceedings of the International symposium on Translational Neuroscience & XXXII Annual Conference of the Indian Academy of Neurosciences, NIMHANS, Bangalore , India, Nov 1-Nov 3, 2014.
  63. [Robotics] Nutakki C., Nair B., Diwakar S., Modelling of robotic arm kinematics using cerebellum based internal model, Proceedings of the International symposium on Translational Neuroscience & XXXII Annual Conference of the Indian Academy of Neurosciences, NIMHANS, Bangalore , India, Nov 1-Nov 3,2014.
  64. [Comp Neuro] Yoosef A., Rajendran A. G., Nair B., Diwakar S., Parallelization of Cerebellar Granular Layer Circuitry Model for Physiological Predictions, Proceedings of the International symposium on Translational Neuroscience & XXXII Annual Conference of the Indian Academy of Neurosciences, NIMHANS, Bangalore , India, Nov 1-Nov 3,2014.
  65. [Robotics] Ramakrishnan L., Krishna A., Vijayan A., Nair B., Diwakar S., Implementing cerebellar neural network in FPGA, Proceedings of the International symposium on Translational Neuroscience & XXXII Annual Conference of the Indian Academy of Neurosciences, NIMHANS, Bangalore, India,Nov 1-Nov 3,2014.
  66. [Comp Neuro] Nair M., Rajendran A. G., Nair B., Diwakar S., Analysis and Quantification of Neural Information Processing during Cerebellar Plasticity, Proceedings of the International symposium on Translational Neuroscience & XXXII Annual Conference of the Indian Academy of Neurosciences, NIMHANS, Bangalore , India, Nov 1-Nov 3,2014.
  67. [Virtual Lab] Sasidharakurup H., Radhamani R., Nizar N., Achuthan K., Nair B., Diwakar S., Neuroscience Virtual Lab decreases teaching time and improves students’ perception in blended learning environment, Proceedings of the International symposium on Translational Neuroscience & XXXII Annual Conference of the Indian Academy of Neurosciences, NIMHANS, Bangalore , India, Nov 1-Nov 3,2014.
  68. [Virtual Lab] Kumar D., Achuthan K., Nair B., Diwakar S., Deploying realistic neuron analogues for patch clamp technique education, Proceedings of the International symposium on Translational Neuroscience & XXXII Annual Conference of the Indian Academy of Neurosciences, NIMHANS, Bangalore , India, Nov 1-Nov 3,2014.
  69. [Comp Neuro] Melethadathil N., Nair B., Diwakar S., Facilitating Neuroscience Surveys using a Meta Path based Neuroinformatics Text-Mining Platform, Proceedings of the International symposium on Translational Neuroscience & XXXII Annual Conference of the Indian Academy of Neurosciences, NIMHANS, Bangalore , India, Nov 1-Nov 3,2014.
  70. [Comp Neuro] Diwakar S., Bodda S., Nutakki C., Vijayan A., Achuthan K., Nair B., Neural Control using EEG as a BCI Technique for Low Cost Prosthetic Arms, Proceedings of the 6th International Conference on Neural Computation Theory and Applications (NCTA 2014), Rome, October 22 - 24, 2014.
  71. [Comp Neuro] Shyam Diwakar, PriyaChelliah, Bipin Nair, Krishnashree Achuthan. Theme Interception Sequence Learning: Deflecting Rubber-Hose Attacks Using Implicit Learning, Proceedings of 3rd International Conference on Frontiers of Intelligent Computing: Theory and applications (FICTA), Bhubaneswar Engineering College, Bhubaneswar, Orissa, India, November 14-15, 2014.
  72. [Comp Neuro] Chaitanya Medini, Asha Vijayan, Egidio Ugo D'Angelo, Bipin Nair and Shyam Diwakar. Computationally Efficient Bio-realistic Reconstructions of Cerebellar Neuron Spiking Patterns, Proceedings of International Conference on Interdisciplinary Advances in Applied Computing ,Amrita Vishwa Vidyapeetham, Coimbatore, India, October 10-11, 2014.
  73. [Comp Neuro] Afila Yoosef, Harilal Parasuram, Chaitanya Medini, Sergio Solinas, Egidio D'Angelo, Bipin Nair and Shyam Diwakar. Parallelization of a Computational Model of a Biophysical Neuronal Circuitry of Rat Cerebellum, Proceedings of International Conference on Interdisciplinary Advances in Applied Computing, Amrita Vishwa Vidyapeetham, Coimbatore, India, October 10-11, 2014.
  74. [Virtual Lab] Dhanush Kumar, Hareesh Singanamala, Krishnashree Achuthan, Sanjeeva Srivastava, Bipin Nair and Shyam Diwakar. Implementing a Remote-Triggered Light Microscope: Enabling Lab Access via Virtual labs, Proceedings of International Conference on Interdisciplinary Advances in Applied Computing, Amrita Vishwa Vidyapeetham, Coimbatore, India, October 10-11, 2014.
  75. [Virtual Lab] Rakhi Radhamani,Hemalatha Sasidharakurup, GopikaSujatha, Bipin Nair, Krishnashree Achuthan and Shyam Diwakar. Virtual labs improve student’s performance in a classroom, Proceedings of 1st International Conference on e-Learning e-Education and Online Training, Bethesda, Maryland, United States, September 18–20, 2014.
  76. [Comp Neuro] Nair M, Nair B, Diwakar S. Large-Scale Simulations of Cerebellar Microcircuit Relays using Spiking Neuron on GPUs, Proceedings of the Eleventh International Meeting on Computational Intelligence Methods for Bioinformatics and Biostatistics, University of Cambridge, Cambridge, UK, June 26-28, 2014.
  77. [Comp Neuro] Medini C,Nair B, Diwakar S, Integrating Spiking Models for BOLD Reconstruction, Proceedings of International workshop on Hippocampus: From synapses to behaviour, INCF workshop – IISER, Pune, India, Dec. 5-7, 2013.
  78. [Comp Neuro] Vijayan A, Nair B, Diwakar S, A Cerebellum like approach for neuromorphic hardware based on bio-realistic model of cerebellar micro circuitry, Proceedings of International workshop on Hippocampus: From synapses to behaviour, INCF workshop - IISER, Pune, India, Dec. 5-7, 2013.
  79. [Comp Neuro] Parasuraman H, Nair B, Diwakar S, Studying Plasticity effects in cerebellum granular layer micro circuitry using local field potential reconstruction, Proceedings of International symposium on Neurosciences & XXXI Annual Conference of Indian Academy of Neurosciences, University of Allahabad, Allahabad, October 25 27, 2013.
  80. [Comp Neuro] Medini C,Nair B, Diwakar S, Integrating Spiking Models for BOLD Reconstruction, Proceedings of International symposium on Neurosciences & XXXI Annual Conference of Indian Academy of Neurosciences, University of Allahabad, Allahabad, October 25 27, 2013.
  81. [Comp Neuro] Vijayan A, Nair B, Diwakar S, A Cerebellum like approach for neuromorphic hardware based on bio-realistic model of cerebellar micro circuitry, Proceedings of International symposium on Neurosciences & XXXI Annual Conference of Indian Academy of Neurosciences, University of Allahabad, Allahabad, October 25 27, 2013.
  82. [Comp Neuro] Nair M, Nair B, Diwakar S, Large scale simulations of cerebellar microcircuit relays using spiking neuron on GPUS, Proceedings of International symposium on Neurosciences & XXXI Annual Conference of Indian Academy of Neurosciences, University of Allahabad, Allahabad, October 25 27, 2013.
  83. [Robotics] Vijayan A, Medini C, Singanamala H, Nutakki C, Nair B, Diwakar S. Classification of Robotic Arm Movement using SVM and Naïve Bayes Classifiers, Proceedings of Third International Conference on Innovative Computing Technology (INTECH 2013), London, Aug 29-31, 2013.
  84. [Comp Neuro] Bodda S, Nair B, Diwakar S, Analysis of Motor Tasks from EEG for Robotic Arm Control, International Conference on Biotechnology for innovative applications, Amrita Vishwa Vidyapeetham, Kerala, August 10-14, 2013.
  85. [Comp Neuro] Vijayan A, Nair B, Diwakar S, Inverse Kinematics with Cerebellar Spiking Neurons, International Conference on Biotechnology for innovative applications, Amrita Vishwa Vidyapeetham, Kerala, August 10-14, 2013.
  86. [Comp Neuro] Nutakki C, Singanamala H, Nair B, Diwakar S, Forward Kinematics and Inverse Kinematics Algorithms for Controlling Bio Inspired Robotic Articulators, International Conference on Biotechnology for innovative applications, Amrita Vishwa Vidyapeetham, Kerala, August 10-14, 2013.
  87. [Comp Neuro] Medini C,Nair B, Diwakar S, Modelling Hemodynamic Response Function (HRF) to Predict BOLD Response of Cerebellum Granular Layer Using Simple Spiking Models, International Conference on Biotechnology for innovative applications, Amrita Vishwa Vidyapeetham, Kerala, August 10-14, 2013.
  88. [Comp Neuro] Parasuraman H, Nair B, Diwakar S, Implications of Algorithms on LFP Reconstruction in Cerebellar Granular Layer, International Conference on Biotechnology for innovative applications, Amrita Vishwa Vidyapeetham, Kerala, August 10-14, 2013.
  89. [Comp Neuro] Nair M, Nair B, Diwakar S, Small Scale Modelling of Cerebellar Networks Using GPUs, International Conference on Biotechnology for innovative applications, Amrita Vishwa Vidyapeetham, Kerala, August 10-14, 2013.
  90. [Virtual Lab] Dhanush Kumar, Mithula Parangan, Hareesh Singanamala, Bipin Nair, Krishnashree Achuthan, and Shyam Diwakar. Remote Triggered Biotechnology Labs: Implementation Issues and Challenges, International Conference on Biotechnology for innovative applications, Amrita Vishwa Vidyapeetham, Kerala, August 10-14, 2013.
  91. [Virtual Lab] Hareesh Singanamala, Dhanush Kumar, Mithula Parangan, Bipin Nair, Krishnashree Achuthan, and Shyam Diwakar., Remote Laboratory: Controlling a Robotic Articulator, International Conference on Biotechnology for innovative applications, Amrita Vishwa Vidyapeetham, Kerala, August 10-14, 2013.
  92. [Virtual Lab] Mithula Parangan, Dhanush Kumar, Hareesh Singanamala, Bipin Nair, Krishnashree Achuthan, and Shyam Diwakar., Setting a Low-Cost Remote-triggered Biotechnology Laboratory: Case Study on Light Microscopy, International Conference on Biotechnology for innovative applications, Amrita Vishwa Vidyapeetham, Kerala, August 10-14, 2013.
  93. [Virtual Lab]Radhamani R, Nair B, Diwakar S, Biotechnology Virtual Labs: Usage Case Studies, International Conference on Biotechnology for innovative applications, Amrita Vishwa Vidyapeetham, Kerala, August 10-14, 2013.
  94. [Virtual Lab] Sujatha G, Nair B, Diwakar S Exploring Molecular Biology Education through Virtual Labs, International Conference on Biotechnology for innovative applications, Amrita Vishwa Vidyapeetham, Kerala, August 10-14, 2013.
  95. [Virtual Lab] Akhila Shekar, Hemalatha Sasidharakurup, Bipin Nair, Shyam Diwakar and Krishnashree Achuthan, Bioinformatics Virtual Lab: Analysis of Student – Content Interaction, International Conference on Biotechnology for innovative applications, Amrita Vishwa Vidyapeetham, Kerala, August 10-14, 2013.
  96. [Virtual Lab] Remya Krishnan, Bipin Nair , Krishnashree Achuthan and Shyam Diwakar, Impacts of Virtual Cell Biology Experiments on Non-Biotechnology Users, International Conference on Biotechnology for innovative applications, Amrita Vishwa Vidyapeetham, Kerala, August 10-14, 2013.
  97. [Virtual Lab] Vijilamole Radhamony, Bipin Nair, Krishnashree Achuthan and Shyam Diwakar, Biochemistry Virtual Lab: For Complementing Lab Practicals, International Conference on Biotechnology for innovative applications, Amrita Vishwa Vidyapeetham, Kerala, August 10-14, 2013.
  98. [Comp Neuro] Parasuram H, Diwakar S. Constraining extracellular matrix by modeling local field potential , INCF workshop - India, Nov. 5-7, 2012.
  99. [Comp Neuro] Vijayan A, Diwakar S. Cerebellar neural dynamics with spiking neurons show generalization for inverse kinematics problem, INCF workshop - India, Nov. 5-7, 2012.
  100. [Comp Neuro] Medini C, Diwakar S. Modeling cerebellar granular layer microcircuitry reveals role of single neurons in spatiotemporal encoding, INCF workshop - India, Nov. 5-7, 2012.
  101. [Comp Neuro] Nair M, Diwakar S. Quantifying stimulus information in spike trains during plasticity, INCF workshop - India, Nov. 5-7, 2012.
  102. [Virtual Lab] Freeman J, Nagarajan A, Parangan M, Kumar D, Diwakar S, Achuthan K, Remote Triggered Photovoltaic Solar Cell Lab: Effective Implementation Strategies for Virtual Labs, Proceedings of ICTEE 2012 IEEE Conference on Technology Enhanced Education, Jan 3-5, 2012.
  103. [Virtual Lab] Diwakar S, Achuthan K, Nedungadi P, Nair B. “VirtualLabs: Pervasive education & scenes from an ICT perspective”, Proceedings of the 5TH GUIDE INTERNATIONAL CONFERENCE 2011, “E-learning innovative models for the integration of education, technology and research”, Università degli Studi “Guglielmo Marconi”, Rome, 18 – 19 November 2011.
  104. [Comp Neuro] Parasuram H, Nair B, Diwakar S, Using detailed biophysical models to reconstruct cerebellar post-synaptic evoked local field potential reveals single neuron effects in population code, Proceedings of the International symposium on `Recent Trends in Neurosciences & XXIX Annual Conference of Indian Academy of Neurosciences, Oct 30-Nov 1, 2011.
  105. [Comp Neuro] Melethadathil N, Nair B, Diwakar S, Neuroinformatics database for multi-level physiological mapping based on sematic clustering, Proceedings of the International symposium on `Recent Trends in Neurosciences & XXIX Annual Conference of Indian Academy of Neurosciences, Oct 30-Nov 1, 2011.
  106. [Comp Neuro] Wayland A, Nair B, Diwakar S, Electroresponsiveness of cerebellar granule neuron and regulation of spatio-temporal processing in the cerebellar granular layer, Proceedings of the International symposium on `Recent Trends in Neurosciences & XXIX Annual Conference of Indian Academy of Neurosciences, Oct 30-Nov 1, 2011.
  107. [Comp Neuro] Nair M, Nair B, Diwakar S, Information Coding in Single Granule Neuron of the Cerebellum, Proceedings of the International symposium on `Recent Trends in Neurosciences & XXIX Annual Conference of Indian Academy of Neurosciences, Oct 30-Nov 1, 2011.
  108. [Comp Neuro] Medini C, Nair B, Diwakar S, Modeling cerebellar granular layer microcircuitry reveals role of single neurons in spatio-temporal encoding, Proceedings of the International symposium on `Recent Trends in Neurosciences & XXIX Annual Conference of Indian Academy of Neurosciences, Oct 30-Nov 1, 2011.
  109. [Virtual Lab] K. Achuthan, S. Sreelatha, S. Surendran, S. Diwakar, P. Nedungadi, S. Humphreys, S. Sreekala, Z. Pillai, R. Raman, A. Deepthi, R. Gangadharan, S. Appukuttan, J. Ranganatha, S. Sambhudevan, S. Mahesh. “The VALUE @ Amrita Virtual Labs Project: Using Web Technology to Provide Virtual Laboratory Access to Students”, Proceedings of IEEE Global Humanitarian Technology Conference (GHTC), 30 October – 1 November 2011, Seattle, Washington.
  110. [Comp Neuro] S. Diwakar, Information processing in the cerebellum granular layer and changes in plasticity revealing single neuron effects in neural ensembles. Front. Comput. Neurosci. Conference Abstract: BC11 : Computational Neuroscience & Neurotechnology Bernstein Conference & Neurex Annual Meeting 2011. doi: 10.3389/conf.fncom.2011.53.00230
  111. [Comp Neuro] Diwakar S, Parasuram H, Medini C, Nair M, Melethadathil N, Naldi G, D’Angelo E, Nair B .Modeling evoked local field potentials in the cerebellum granular layer and plasticity changes reveal single neuron effects in neural ensembles . Acta Physiologica, September 2011, Volume 203, Supplement 688.
  112. [Virtual Lab] H. Parasuram, B. Nair, K. Achuthan, S. Diwakar. Taking Project Tiger to the Classroom: A Virtual Lab Case Study, A. Abraham et al. (Eds.): ACC 2011, Part II, CCIS 191, pp. 337–348. Springer, Heidelberg (2011).
  113. [Virtual Lab] P. Nedungadi, R. Raman, K. Achuthan, S. Diwakar. Collaborative & Accessibility Platform for Distributed Virtual Labs, Proceedings of 2011 IAJC-ASEE International Conference, University of Hartford, NY, USA, April 29-30, 2011.
  114. [Comp Neuro] H. Parasuram, N. Abdulmanaph, B. Nair, S. Diwakar. Modeling granular layer local field potential using single neuron and network based approaches to predict LTP/LTD in extracellular recordings. Proceedings of Neurocomp (Lyon, France), 2010, Oct 6-8, 2010.
  115. [Comp Neuro] S. Subramaniyam, C. Medini, B. Nair, S. Diwakar. Modeling spatio-temporal processing in cerebellar granular layer and effects of controlled inhibition on plasticity. Proceedings of Neurocomp (Lyon, France), 2010, Oct 6-8, 2010.
  116. [Comp Neuro] P. James, N. Abdulmanaph, B. Nair, S. Diwakar. Exploring input-output characteristics of the cerebellar granule neuron: role of synaptic inhibition, spike timing and plasticity. Proceedings of Neurocomp (Lyon, France), 2010, Oct 6-8, 2010.
  117. [Virtual Lab] M. Parangan, C. Asok, H. Parasuraman, K. Achuthan, B. Nair, S. Diwakar. Modeling Action Potentials and Bursting Phenomena using Analog Electrical Neurons. Proceedings of ACM A2CWIC (in press), Sept 16-17, 2010.
  118. [Comp Neuro] M. Nair, N. Melethdathil, B. Nair, S. Diwakar. Information Processing Via Post-Synaptic EPSP-Spike Complex And Model-based Predictions Of Induced Changes During Plasticity in Cerebellar Granular Neuron. Proceedings of ACM A2CWIC, Sept 16-17, 2010.
  119. [Comp Neuro] H. Parasuram, N. Abdulmanaph, B. Nair, S. Diwakar.Reconstructing extracellular local field potential in cerebellar granular layer networks. Proceedings of IEEE BIC-TA (Liverpool, UK), 2010, Sept 8-10, 2010.
  120. [Comp Neuro] C. Medini, S. Subramaniyam, B. Nair, S. Diwakar.Modeling cerebellar granular layer excitability and combinatorial computation with spikes. Proceedings of IEEE BIC-TA (Liverpool, UK), 2010, Sept 8-10, 2010.
  121. [Comp Neuro] N. Abdulmanaph, P. James, B. Nair, S. Diwakar. Characterizing information transmission in cerebellar granule neuron. Proceedings of IEEE BIC-TA (Liverpool, UK), 2010, Sept 8-10, 2010.
  122. [Virtual Lab] S. Diwakar, K. Achuthan, P. Nedungadi. Biotechnology Virtual Labs – Integrating Wet-lab Techniques and Theoretical Learning for Enhanced Learning at Universities. Proceedings of the International Conference on Data Storage and Data Engineering (DSDE 2010), Bangalore, Feb 10, 2010.
  123. [Comp Neuro] S. Diwakar, G. Naldi, E. D’Angelo. Computational modeling of LFP and predictions on granular layer plasticity. Front. Neuroinform. Conference Abstract: Neuroinformatics 2008. doi: 10.3389/conf.neuro.11.2008.01.029.
  124. [Comp Neuro] S. Diwakar, G. Naldi, E. D’Angelo. Computational modeling of extracellular local field potentials predicts activation patterns and plasticity in the cerebellar circuit -at the GRC Sensory coding and Natural environment conference at Barga Italy on July 31-August 2, 2008.
  125. [Comp Neuro] S. Diwakar, G. Naldi, E. D’Angelo. Computational modeling predicts activation patterns and plasticity in the cerebellar circuit-at the FENS 2008 meeting at Geneva, Switzerland on July 10-16, 2008.
  126. [Comp Neuro] S. Diwakar, G. Naldi, E. D’Angelo. Computational modeling predicts activation patterns and plasticity in the cerebellar circuit-at the SINS 2007 meeting organized by Society of Italian Neuroscience at Verona, Italy on Sept 27-30, 2007.
  127. [Comp Neuro] S. Diwakar, G. Naldi, E. D’Angelo. Reconstructing Extracellular field potentials with a multi-compartmental cerebellar granule cell model. at the Node and Network meeting organized by University of Pavia and others commemorating the Golgi Nobel Prize centennial 1906-2006 at Pavia, Italy on Oct 2-4, 2006.
  128. [Comp Neuro] S. Diwakar, Does the glomerulus function as a multiclass support vector machine? –Modeling the olfactory system from a machine learning perspective at the joint international conference on Neuroscience organized by IAN SNCI 2004 at Hyderabad, India on May 6-8, 2004.
207
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OFFERED
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15
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