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Dr. K. Anitha

Chairperson, Department of Science & Humanities, School of Engineering, Chennai | Associate Professor, Department of Mathematics, School of Engineering, Chennai

Qualification: Ph.D., M.Phil., M.Sc., SET, Post-Doctoral Fellow
k_anitha@ch.amrita.edu
ORCID ID
Research Interest: Dimensionality Reduction using Fuzzy-Rough Sets, Graph Algorithms & Optimization Techniques, Mathematical Modeling, Data Mining and Artificial Intelligence

Bio Publications Qualifications Experience Research Membership Awards Courses Taught Academic Activities
Bio

Dr. K. Anitha serves as an Associate Professor and Chairperson in the Department of Science and Humanities, School of Engineering, at Amrita Vishwa Vidyapeetham, Chennai Campus. She holds a Ph.D. in Mathematics from Manonmaniam Sundaranar University, with her doctoral research focused on Rough Set Theory-based Feature Extraction in Biological Data Mining. She has also completed her M.Phil. and M.Sc. in Mathematics from Madurai Kamaraj University and earned her undergraduate degree from Bharathidasan University. Additionally, she qualified the Tamil Nadu State Eligibility Test (SET) in Mathematical Sciences.

Dr. Anitha brings over 20 years of extensive teaching experience, including more than 10 years of post-Ph.D. academic expertise. She has held a prestigious Visiting Post-Doctoral position at the Casimir Pulaski University of Radom, Poland (2023–2024), contributing significantly to international research collaborations. Her research interests span interdisciplinary domains, including machine learning, fuzzy-rough set theory, algebraic number theory, graph algorithms, and mathematical modeling.

An accomplished researcher and academic leader, Dr. Anitha has published 52 research articles in indexed journals, authored 5 books, and contributed 6 book chapters. She has presented 31 papers at national and international conferences and delivered 14 keynote and invited talks. She has successfully guided 3 Ph.D. scholars under Anna University and SRM Institute of Science and Technology. She has also secured research funding (₹9.79 lakhs) from agencies such as ICMR and AICTE and holds a published patent in the domain of predictive modeling for COVID-19 risk analysis and design patent Data visualization system utilizing Rough set labelling Techniques.

Publications

Journal Article

Year : 2026

A valent-based metric framework for analyzing intuitionistic fuzzy graphs in uncertain environments

Cite this Research Publication : J. Komathi, D. Meiyappan, K. Anitha, A valent-based metric framework for analyzing intuitionistic fuzzy graphs in uncertain environments, Ain Shams Engineering Journal, Elsevier BV, 2026, https://doi.org/10.1016/j.asej.2025.103817

Publisher : Elsevier BV

Year : 2025

Stability and Preservation of Fuzzy Membership Functions in Adaptive Gaussian Derivative Filters

Cite this Research Publication : Aarthi D, Panimalar A, Santhosh Kumar S, Anitha K. (2025), Stability and Preservation of Fuzzy Membership Functions in Adaptive Gaussian Derivative Filters Communications on Applied Nonlinear Analysis, ISSN: 1074-133X Vol 32 No. 1, PP: 184-198.

Publisher : Science Research Society

Year : 2025

Data-Driven Approach Using Random Forest Regression for Accurate Electric Vehicle Battery State of Health Estimation

Cite this Research Publication : Anitha K, Jerzy R. Szymański, Marta Zurek-Mortka, Mithileysh Sathiyanarayanan, Data-Driven Approach Using Random Forest Regression for Accurate Electric Vehicle Battery State of Health Estimation, International Journal of Electrical and Electronics Engineering, Seventh Sense Research Group Journals, 2025, https://doi.org/10.14445/23488379/ijeee-v12i1p110

Publisher : Seventh Sense Research Group Journals

Year : 2025

RNN-AHF Framework: Enhancing Multi-focal Nature of Hypoxic Ischemic Encephalopathy Lesion Region in MRI Image Using Optimized Rough Neural Network Weight and Anti-Homomorphic Filter

Cite this Research Publication : M. Thangeswari, R. Muthucumaraswamy, K. Anitha, N. R. Shanker, RNN-AHF Framework: Enhancing Multi-focal Nature of Hypoxic Ischemic Encephalopathy Lesion Region in MRI Image Using Optimized Rough Neural Network Weight and Anti-Homomorphic Filter, Current Medical Imaging Formerly Current Medical Imaging Reviews, Bentham Science Publishers Ltd., 2025, https://doi.org/10.2174/0115734056396299250506075133

Publisher : Bentham Science Publishers Ltd.

Year : 2024

A Comprehensive Rough Set-Based Framework for Reliability Modeling of Complex Systems

Cite this Research Publication : K. Anitha, Debabrata Datta, A Comprehensive Rough Set-Based Framework for Reliability Modeling of Complex Systems, Lecture Notes in Mechanical Engineering, Springer Nature Singapore, 2024, https://doi.org/10.1007/978-981-97-3087-2_53

Publisher : Springer Nature Singapore

Year : 2024

Unveiling the Potential of Similarity Measures in Rough Labeling of Graphs

Cite this Research Publication : , Unveiling the Potential of Similarity Measures in Rough Labeling of Graphs, Asia Pacific Journal of Mathematics, SCIK Publishing Corporation, 2024, https://doi.org/10.28924/apjm/11-22

Publisher : SCIK Publishing Corporation

Year : 2024

Development of Adaptive Gaussian Filter Based Denoising as an Image Enhancement Technique

Cite this Research Publication : Aarthi D, Panimalar A, Santhosh Kumar S, Anitha K, Development of Adaptive Gaussian Filter Based Denoising as an Image Enhancement Technique, Mathematical Modelling of Engineering Problems, 2024.

Year : 2024

Exploring Metric Dimensions for Dimensionality Reduction and Navigation in Rough Graphs.

Cite this Research Publication : Aruna Devi R, K.Anitha. (2024). Exploring metric dimensions for dimensionality reduction and navigation in rough graphs. Mathematical Modelling of Engineering Problems, Vol. 11, No. 4, pp. 1037-1043. Vol. 11, No. 4, pp. 1037-1043. https://doi.org/10.18280/mmep.110421

Publisher : International Information and Engineering Technology Association

Year : 2024

Some new results on negative polynomial Pell’s equation

Cite this Research Publication : K.Anitha, I.Mumtaj Fathima, A.R.Vijayalakshmi(2024), Some New Results on the Negative Polynomial Pell’s Equation, Notes on Number Theory and Discrete Mathematics, Print ISSN 1310–5132, Online ISSN 2367–8275, 2024, Volume 30, Number 2, 223–235, DOI: 10.7546/nntdm.2024.30.2.223-235

Publisher : Bulgarian Academy of Sciences.

Year : 2024

Comparing Energy in ζ-Labeling Similarity Measure with Alternative Similarity Metrics on Rough Graphs.

Cite this Research Publication : Nithya, R., Anitha, K. (2024). Comparing energy in ζ-labeling similarity measure with alternative similarity metrics on rough graphs. Mathematical Modelling of Engineering Problems, Vol. 11, No. 5, pp. 1383-1391. https://doi.org/10.18280/mmep.110530

Publisher : International Information and Engineering Technology Association

Year : 2023

Lucas non-Wieferich primes in arithmetic progressions and the abc conjecture

Cite this Research Publication : K. Anitha, I. Mumtaj Fathima, A. R. Vijayalakshmi, Lucas non-Wieferich primes in arithmetic progressions and the abc conjecture, Open Mathematics, Walter de Gruyter GmbH, 2023, https://doi.org/10.1515/math-2022-0563

Publisher : Walter de Gruyter GmbH

Year : 2023

Rough Set Techniques in Wireless Sensor Networks using Membership Function and Rough Labelling Graphs for Energy Aware Routing

Cite this Research Publication : Rough Set Techniques in Wireless Sensor Networks using Membership Function and Rough Labelling Graphs for Energy Aware Routing , R.Nithya , K.Anitha,

Year : 2022

Construction of Rough Graph through Rough Membership Function

Cite this Research Publication : R.Aruna Devi, K.Anitha, Construction of Rough Graph through Rough Membership Function, Mathematics and Statistics, 10(6), 1344-1353. DOI: 10.13189/ms.2022.100622,(2022).

Publisher : Horizon Research Publishing.

Year : 2022

Even vertex ζ-graceful labeling on Rough Graph

Cite this Research Publication : R. Nithya, K.Anitha, (2023). Even Vertex ζ-Graceful Labeling on Rough Graph. Mathematics and Statistics, 11(1), 71-77. DOI: 10.13189/ms.2023.110108

Publisher : Horizon Research Publishing.

Year : 2021

Sustainable Machining of Hastelloy in EDM Using Nanoparticle-Infused Biodegradable Dielectric Fluid.

Cite this Research Publication : Nagabhooshanam, N., Baskar, S., Anitha, K. et al. Sustainable Machining of Hastelloy in EDM Using Nanoparticle-Infused Biodegradable Dielectric Fluid. Arab J Sci Eng 46, 11759–11770 (2021). https://doi.org/10.1007/s13369-021-05652-1

Publisher : Springer

Conference Paper

Year : 2025

Hybrid CNN-BiLSTM with Attention Mechanism for Automated Diagnosis of Cardiovascular Disorders Using ECG Images

Cite this Research Publication : Gayathri Mahesh, K.Anitha, Hybrid CNN-BiLSTM with Attention Mechanism for Automated Diagnosis of Cardiovascular Disorders Using ECG Images, 2025 International Conference on Next Generation Computing Systems (ICNGCS), IEEE, 2025, https://doi.org/10.1109/icngcs64900.2025.11183520

Publisher : IEEE

Year : 2025

A GRU-Based Framework for Mobile Driver Behaviour Classification: Enhancements over LSTM Variants

Cite this Research Publication : Avinaash Arjun V, K.Anitha, A GRU-Based Framework for Mobile Driver Behaviour Classification: Enhancements over LSTM Variants, 2025 International Conference on Next Generation Computing Systems (ICNGCS), IEEE, 2025, https://doi.org/10.1109/icngcs64900.2025.11182731

Publisher : IEEE

Year : 2024

Enhanced Image Analysis for Detecting Malaria Infection in Blood Samples

Cite this Research Publication : Karthikeyan, Anitha K, Acchute Kashyap, Enhanced Image Analysis for Detecting Malaria Infection in Blood Samples, 2024 IEEE Pune Section International Conference (PuneCon), IEEE, 2024, https://doi.org/10.1109/punecon63413.2024.10895808

Publisher : IEEE

Year : 2023

Fuzzy-Rough Optimization Technique for Breast Cancer Classification

Cite this Research Publication : K. Anitha, Debabrata Datta, Fuzzy-Rough Optimization Technique for Breast Cancer Classification, Springer Proceedings in Mathematics & Statistics, Springer Nature Singapore, 2023, https://doi.org/10.1007/978-981-99-0597-3_30

Publisher : Springer Nature Singapore

Year : 2022

Analysing High Dimensional Data using Rough Tolerance Relation

Cite this Research Publication : K. Anitha, Debabrata Datta, Analysing High Dimensional Data using Rough Tolerance Relation, 2022 International Conference on Electrical, Computer, Communications and Mechatronics Engineering (ICECCME), IEEE, 2022, https://doi.org/10.1109/iceccme55909.2022.9988257

Publisher : IEEE

Book Chapter

Year : 2023

Feature extraction process through hypergraph learning with the concept of rough set classification

Cite this Research Publication : Anitha, K., Ajantha Devi, (2024), Feature extraction process through hypergraph learning with the concept of rough set classification, Machine Learning in Medical Imaging and Computer Vision,IET, https://doi.org/10.1049/PBHE049E

Publisher : The Institution of Engineering and Technology

Year : 2023

Type-2 Fuzzy Set Approach to Image Analysis

Cite this Research Publication : Anitha, K., Datta, D. (2023). Type-2 Fuzzy Set Approach to Image Analysis. In: Castillo, O., Kumar, A. (eds) Recent Trends on Type-2 Fuzzy Logic Systems: Theory, Methodology and Applications. Studies in Fuzziness and Soft Computing, vol 425. Springer, Cham. https://doi.org/10.1007/978-3-031-26332-3_12

Publisher : Springer

Year : 2021

Predictive Analysis of COVID-19 Transmission: Mathematical Modeling Study

Cite this Research Publication : Anitha, K. (2021). Predictive Analysis of COVID-19 Transmission: Mathematical Modeling Study. In: Al-Turjman, F., Devi, A., Nayyar, A. (eds) Emerging Technologies for Battling Covid-19. Studies in Systems, Decision and Control, vol 324. Springer, Cham. https://doi.org/10.1007/978-3-030-60039-6_15

Publisher : Springer

Year : 2021

Social media data analysis: rough set theory based innovative approach

Cite this Research Publication : Anitha, K. (2021). Social Media Data Analysis: Rough Set Theory Based Innovative Approach. In: Al-Turjman, F., Nayyar, A., Devi, A., Shukla, P.K. (eds) Intelligence of Things: AI-IoT Based Critical-Applications and Innovations. Springer, Cham. https://doi.org/10.1007/978-3-030-82800-4_9.

Publisher : Springer

Year : 2017

Rough Set Based Intelligent Data Analysis To Analyze Medical Data Set, Advanced Engineering Research and Applications

Cite this Research Publication : K.Anitha (2017), Rough Set Based Intelligent Data Analysis To Analyze Medical Data Set, Advanced Engineering Research and Applications, Research India Publications, ISBN:978-93-86138-76-7

Publisher : Research India Publications

Book

Year : 2018

Engineering Mathematics-II

Cite this Research Publication : M.Maria Susai Manual, K.Anitha(2018), Engineering Mathematics-II, MA8251, Anna University, Regulation 2017, Global Publications, Chennai, ISBN:978-81-931625-2-1.

Publisher : Global Publications

Year : 2017

Engineering Mathematics-I

Cite this Research Publication : M.Maria Susai Manual,A.Elumalai, K.Anitha (2017),Engineering Mathematics-I, MA8451,Anna University, Regulation 2017, Global Publications, Chennai, ISBN:978-81-93162590

Publisher : Global Publication

Year : 2016

Resource Management Techniques

Cite this Research Publication : K.Anitha(2016), Resource Management Techniques, CS6704, Anna University,Regulation-2013, Sai Publications, Erode, ISBN:978-81-910991-6

Publisher : Sai Publications

Year : 2015

Mathematics-II

Cite this Research Publication : K.Anitha(2015), Mathematics-II, MA6251, Anna University, Regulation 2013, Sai Publications, Erode, ISBN:978-81-909244-1-2

Year :

Statistical Modeling in Machine Learning

Cite this Research Publication : K.Anitha, D.Kavitha, Indu Tyagi, Manju Kashyap (2024), Statistical Modelling in Machine Learning, Infinite Research Publisher (Registered under MSME- Govt. of India, AP)ISBN: 978-81-969436-1-5.

Qualifications
2024 Post-Doctoral Fellowship

Casimir Pulaski University of Radom, Poland

Title of the work: Green Technologies and Sustainable Solutions using Mathematical Modeling
2016 Ph.D (Mathematics)

Manonmaniam Sundaranar University, India

Dissertation Title: Rough Set Theory-based Feature Extraction in Biological Data Mining
2007 M.Phil (Mathematics)

Madurai Kamaraj University, India
2004 M.Sc., (Mathematics)

Madurai Kamaraj University, India

Technical Skills

MATLAB, Python

Experience
June 2024 to Present Associate Professor (Mathematics), Department of Science and Humanities, Amrita School of Engineering, Chennai Campus, Tamil Nadu, India
2019 –2024 SRM Institute of Science and Technology, Ramapuram, Chennai
2012 – 2019 S.A. Engineering College, Avadi,Chennai
2006-2012 Mahalakshmi Women’s College of Arts & Science , Avadi,Chennai.
Research

Ph.D Scholars

S.No Name of the Research Scholar Title of the Thesis Name of the University Status
1 R. Nithya A comprehensive Exploration of Rough Set -Labelling Techniques for Unstructured Data SRM Institute of Science and Technology Degree Awarded
2 I. Mumtaj Fathima A Study on Polynomial Pell’s Equations and Non-Wieferich Primes in certain Recursive Sequences Anna University Degree Awarded
3 R. Arunadevi Exploring Metric Dimension of Rough Graphs in Dimensionality Reduction SRM Institute of Science and Technology Degree Awarded
4 L. Shyamala Topological Indices of Chemical Graph Amrita Vishwa Vidyapeetham Pursuing
5 B. Suryanarayanan Spectral Graphs Amrita Vishwa Vidyapeetham Pursuing

 

Funded Projects

  • 2022-ICMR-Adhoc Scheme. Multi-omics COVID-19 Unstructured Testing Data-Statistical Analysis Using Machine Learning Algorithm Rs.6,87,366/
  • 2019-STTP on Applied Mathematics for Scientific Computation in Engineering, AICTE-2.92 Lakhs.

Patents

  • Predictive Regression Model for Identifying Risk Factors in Asymptomatic High-Risk Individuals from Covid-19 Testing Data- Published (No: 202341049770)
  • Data Visualization system utilizing Rough set labelling techniques(Design No: 447606-001)

Active Reviewer

  • Fuzzy sets and Systems
  • Journal of Intelligent and Fuzzy Systems
  • Applied Soft computing
  • MDPI- Mathematics, Symmetry

Research Interest

  • Rough Set Theory & Applications in Machine Learning, Graph Algorithms & Rough Graphs, Fuzzy & Rough Optimization Techniques
  • Rough Set–Driven Mathematical Modeling in Interdisciplinary Domains (Epidemiology, AI, and Engineering)
  • Quantum Rough Graphs: A Framework for Uncertainty Modeling in Quantum Networks
Membership

Technical Society Membership

  • The Indian Society for Technical Education (Life LM 85747)
  • International Association of Engineers (Life- 197428)
  • National Foundation for Entrepreneurship Development (Life(MEM/LM/NEFD/58/12/2017)
  • FATER Academy of India- FAI/LM/TN.931/2019
  • Fuzzy & Rough Sets Association- Life Member 17/2022
Awards

Awards & Recognitions

  1. Qualified Tamil Nadu State Eligibility Test (SET) in Mathematical Sciences (2017)
Courses Taught
  1. Engineering Mathematics I,II
  2. Transforms and Boundary Value Problems
  3. Probability and Random Processes
  4. Probability and Queuing Theory
  5. Statistics for Management
  6. Mathematics for Computing
  7. Graph Theory Algorithms and Complex Analysis
  8. Mathematics for Intelligent Systems
  9. Optimization Techniques
  10. Mathematical Foundations for Computer Science
Academic Activities

International Academic Visits & Presentations

Type of Engagement Title of Presentation University / Institution Country Year / Duration
Visiting Post-Doctoral Research Green Technologies and Sustainable Solutions using Mathematical Modeling Casimir Pulaski University

of Radom

 Poland 2023-2024
5th Annual International conference on

Computational Mathematics, Computational Geometry & Statistics

 Role of Rough Sets In Data Analysis Global Science and Technology Forum Singapore 18-19th January, 2016
The 5th International Conference on Computer Engineering and Mathematical Sciences Rough Clustering Techniques By Finding the Reducts Science and Knowledge Research Society Kuala Lumpur, Malaysia 15th-16th December,

2016
IXth International Conference on Rough Sets and Knowledge Technology, Rough Set Theory on Topological Spaces. Tongji University Shanghai, China. 24-26th October 2014

Keynote/ Invited talks

  1. Delivered a Plenary Talk at the Faculty Development Programme organized by Dr. M.G.R. Educational and Research Institute, Chennai, on 16 February 2026.
    Title: AI Tools in Teaching, Learning Process & Research
  2. Delivered a Plenary Talk at Sri Ramakrishna Mission Vidyalaya College of Arts & Science, Coimbatore, on 10 August 2025.
    Title: Mathematics as the Language of Artificial Intelligence
  3. Delivered a Plenary Talk at Dr. M.G.R. Educational and Research Institute, Maduravoyal, Chennai, on 10 December 2024.
    Title: Math on AI
  4. Delivered a Plenary Talk in the Seven Days Faculty Development Programme on Recent Trends in Mathematics and Technology at SRM TRP Engineering College, Tiruchirappalli, during 22–29 December 2023.
    Title: Hybrid Machine Learning with Rough Sets
  5. Delivered a Plenary Talk in the Five Days Online Short-Term Training Programme on Role of Mathematics in Machine Learning at Sri Venkateswara College of Engineering, Sriperumbudur, during 23–28 March 2023.
    Title: Role of Statistical Analysis in Machine Learning
  6. Delivered a Plenary Talk in the Faculty Development Programme on Recent Trends in Mathematics and its Applications, organized by AICTE – Skill and Personality Development Centre & Department of Mathematics, Sathyabama Institute of Science and Technology, during 06–11 February 2023.
    Title: Emerging Trends in Applied Mathematics
  7. Delivered a Keynote Address at the National Webinar on Role of Mathematics in Data Analytics, organized by K.G. College of Arts & Science, Coimbatore, on 19 November 2022.
  8. Delivered a Keynote Address at the National Webinar on Essential Mathematics for Machine Learning, organized by Guru Nanak College (Autonomous), Chennai, on 03 August 2021.
  9. Delivered a Keynote Address on Decoding the Art of Writing High Indexed Research Papers at Shri Krishnaswamy College for Women, Chennai, on 27 June 2021.
  10. Delivered a Keynote Address on Mathematical Applications of Rough Sets in Decision Making at Kongunadu College of Engineering and Technology, Tiruchirappalli, on 23 December 2020.
  11. Delivered a Keynote Address on Applications of Rough Sets in Data Analysis at Sri Sai Ram Engineering College, Chennai, on 31 October 2020.
  12. Delivered a Keynote Address at the International Virtual Conference on Recent Trends and Technology of Mathematics and Science, organized by Queens College of Arts & Science, Thanjavur, during 07–08 October 2020.
    Title: Rough Set Theory and its Applications
  13. Delivered a Webinar on Mathematics for Machine Learning at Queens College of Arts & Science for Women, Thanjavur, on 20 June 2020.
  14. Delivered a Webinar on Mathematical Methods in Soft Computing at Hindustan College of Engineering and Technology, Coimbatore, on 11 June 2020.
  15. Delivered a Guest Lecture on Role of Set Theory in Soft Computing at JNN Arts & Science Women’s College, Chennai, on 21 February 2020.
  16. Delivered a Guest Lecture on Engineering Mathematics-II at SVIST, Chennai, on 13 March 2018.
  17. Delivered a Guest Lecture on Applications of Calculus in Engineering at VIT Chennai Campus on 06 November 2017.
  18. Delivered a session in an IEEE-sponsored Workshop on Mathematical Modelling of Wireless Sensor Networks at S.A. Engineering College on 28 July 2016.
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