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Dr. Deepa Gupta

Associate Professor

Dr. Deepa Gupta currently serves as Associate Professor at the Department of Computer Science and Engineering, Amrita School of Engineering, Bengaluru campus.

Qualification: BA, MSc, Ph.D
g_deepa@blr.amrita.edu
Research Interest: Data Mining, Information Retrieval, Machine Learning, Natural Language Processing, Statistical Analysis, Text Analytics

Bio

Dr. Deepa Gupta received the bachelor degree in Mathematics from Delhi University (India) with honors in 1997, the Master in Mathematics from Indian Institute of Technology Delhi (IITD), India in 1999, and the Ph.D. in Natural Language Processing from Department of Mathematics and computer application from IIT Delhi in 2005. She worked as a Postdoc researcher at FBK-IRST (Center for Scientific and Technological Research), Trento, Italy from February 2005 to March 2007. She worked as an Assistant Professor at IIIT Bangalore, India from April 2007 to December 2007. And from 2009 to July 2014, she is associated with Amrita Vishwa Vidyapeetam as Assistant Professor in the Department of Mathematics. From July 2014, she is working as an associate professor in the same institute. Her research interest include Natural Language Processing, Statistical Machine Translation, Data Mining, Text analytics, Machine Learning etc.

Publications

Book Chapter

Acquisition and analysis of robotic data using machine learning techniques

Authors : Dr. Deepa Gupta, Mishra, Shivendra; Radhakrishnan, G; Sudarshan, TSB

Publisher : Computational Intelligence in Data Mining-Volume 3

Exploration of Fuzzy C Means Clustering Algorithm in External Plagiarism Detection System

Authors : Dr. Deepa Gupta, Ravi, N Riya; Vani, K;

Publisher : Intelligent Systems Technologies and Applications

Multi-view Robotic Time Series Data Clustering and Analysis Using Data Mining Techniques

Authors : Dr. Deepa Gupta, Priyanka Vivek, Reshma, M; Gopalapillai, Radhakrishnan; Sudarshan, TSB

Publisher : Advances in Signal Processing and Intelligent Recognition Systems

Improving statistical word alignments with morpho-syntactic transformations

Authors : Dr. Deepa Gupta, De Gispert, Adrià; Popović, Maja; Lambert, Patrik; Mariño, José B; Federico, Marcello; Ney, Hermann; Banchs, Rafael

Publisher : Advances in Natural Language Processing

Conference Paper

Analysis of multimodal time series data of robotic environment

Authors : Dr. Deepa Gupta, G. Radhakrishnan; Abhishek, R.; Ajith, A.; Dr. T.S.B. Sudarshan

Publisher : International Conference on Intelligent Systems Design and Applications, ISDA

Annotation guidelines for Hindi-English word alignment

Authors : Dr. Deepa Gupta, R.K. Yadav;

Publisher : Proceedings - 2010 International Conference on Asian Language Processing, IALP 2010

English-hindi automatic word alignment with scarce resources

Authors : Dr. Deepa Gupta, Venkataramani, Eknath;

Publisher : Asian Language Processing (IALP), 2010 International Conference on

Clustering of robotic environment using image data stream

Authors : Dr. Deepa Gupta, Priyanka Vivek, Priyanka Vivek; G. Radhakrishnan; Dr. T.S.B. Sudarshan

Publisher : International Conference Communication, Control and Intelligent Systems, CCIS 2015

A method to predict diagnostic codes for chronic diseases using machine learning techniques

Authors : Dr. Deepa Gupta, Khare, S., and Aggarwal

Publisher : 2016 International Conference on Computing, Communication and Automation (ICCCA)

Association rule analysis in cardiovascular disease

Authors : Dr. Deepa Gupta, S. Khare;

Publisher : 2016 Second International Conference on Cognitive Computing and Information Processing (CCIP)

Recognition of Multilingual Text from Signage Boards

Authors : Dr. Amudha J., Dr. Deepa Gupta, Sreebha Bhaskaran, Poonam Salunkhe

Publisher : 6th International Conference on Advances in Computing, Communications Informatics (ICACCI’17),

Langtool: Identification of Indian Language for short Text

Authors : Dr. Amudha J., Dr. Deepa Gupta, Sreebha Bhaskaran, S. Bhaskaran, Paul, G.

Publisher : 9th International Conference on Advanced Computing (ICoAC 2017)

Health and Nutritional Status of Children: Survey, Challenges and Directions

Authors : Dr. Amalendu Jothishi, Dr. Deepa Gupta, Dr. Deepika M. G., Sangita Khare

Publisher : 3rd International Conference on Cognitive Computing and information Processing (CCIP 17)

A graph-based relation extraction method for question answering system

Authors : Dr. Deepa Gupta, Veena G., S. Athulya; S. Shaji;

Publisher : 2017 International Conference on Advances in Computing, Communications and Informatics (ICACCI)

Grammar Error Detection Tool for Medical Transcription using Stop Words – POS Tags ngram Based Model

Authors : Dr. Deepa Gupta, Sasikala T, Ganesh B. R.

Publisher : 2nd International Conference on Computational Intelligence and Informatics(ICCI’17)

Context Specific Lexicon for Hindi Reviews

Authors : Dr. Deepa Gupta, Manju Venugopalan, Deepali Mishra; Manju Venugopalan;

Publisher : Procedia Computer Science

An Encapsulation of Vital Non-Linear Frequency Features for Speech Applications

Authors : Dr. Deepa Gupta, S. Lalitha

Publisher : International Conference on Intelligent Computing (ICIC) 2018

Comparative study of factored SMT with baseline SMT For English to Kannada

Authors : Dr. Deepa Gupta, Shivakumar, K.M.a; Shivaraju, N.a; Sreekanta, V.b;

Publisher : Proceedings of the International Conference on Inventive Computation Technologies, ICICT 2016

Colon Cancer Detection in Biopsy Images for Indian Population at Different Magnification Factors Using Texture Features

Authors : Dr. Deepa Gupta, Dr. Tripty Singh, T. Babu, Hameed, S.

Publisher : 9th International Conference on Advanced Computing (ICoAC 2017)

Characteristics and causes of malnutrition across Indian states: A cluster analysis based on Indian demographic and health survey data

Authors : Dr. Amalendu Jothishi, Dr. Deepa Gupta, Sangita Khare, A. Nair, Gopalkrishna, D. Manippady

Publisher : International Conference on Advances in Computing, Communications Informatics (ICACCI’17)

Breast Cancer Diagnosis and Prognosis using Machine Learning Techniques

Authors : Dr. Deepa Gupta, Priyanka Vivek, S. Suresh Shastri, Vivek, P. Nayar, R. C., Rao, R., and Ram, A.

Publisher : International Symposium on Intelligent Systems Technologies and Applications (ISTA'17)

A learning method for coreference resolution using semantic role labeling features

Authors : Dr. Deepa Gupta, Veena G., A. N. Daniel; S. Roshny

Publisher : 2017 International Conference on Advances in Computing, Communications and Informatics (ICACCI)

Investigating the impact of combined similarity metrics and POS tagging in extrinsic text plagiarism detection system

Authors : Dr. Deepa Gupta, Vani, K.a; Krishnaswamy D; Thampi S.M; Callegari C; Alcaraz Calero J.M; Takagi H; Mauri J.L; Meghanathan, N.; Rodrigues, J.; Bojkovic Z.S; Sandhu R.,; Wozniak,M.; Sahni, S; Vinod M.; Prasad, N.R; Que X.; Au E.

Publisher : 2015 International Conference on Advances in Computing, Communications and Informatics, ICACCI 2015

Comparison of different acoustic Models for Kannada Language using Kaldi Toolkit

Authors : Dr. Deepa Gupta, K. Jeeva Priya, Srilasya, Sahana T., Vinay S., K. Jeeva Priya

Publisher : 7th IEEE International conference on Advances in Computing, Communications and Informatics (ICACCI)

Identifying the Best Feature Combination for Sentiment Analysis of Customer Reviews

Authors : Dr. Deepa Gupta, C.Priyanka

Publisher : Second International Conference on Advances in Computing, Communications and Informatics. (ICACCI-2013)

An enhanced cluster-head selection scheme for distributed heterogeneous wireless sensor network

Authors : Dr. Deepa Gupta, Verma, Rajesh

Publisher : Advances in Computing, Communications and Informatics (ICACCI, 2014 International Conference on

Experimentation and analysis of time series data for rescue robotics

Authors : Dr. Deepa Gupta, Gopalapillai, Radhakrishnan; Sudarshan, TSB

Publisher : Second International Symposium on Intelligent Informatics (IST'13)

Learning Domain-Specific and Domain-independent Opinion Oriented Lexicons using Multi Domain Knowledge

Authors : Dr. Deepa Gupta, Vishnu, K.Sai; Apoorva, T.;

Publisher : Sixth International Conference on Contemporary Computing (IC3-2014)

Classification of Robotic Data using Artificial Neural Network

Authors : Dr. Deepa Gupta, Gopalapillai, Radhakrishnan; J Vidhya; Sudarshan, T.S.B.

Publisher : 2nd IEEE International Conference on Recent Advances in Intelligent Computational Systems (RAICS 2013)

Exploring sentiment analysis on Twitter data

Authors : Dr. Deepa Gupta, Manju Venugopalan

Publisher : Eighth International Conference on Contemporary Computing (IC3)

Analysis of Robotic Environment using Low Resolution Image Sequence

Authors : Dr. Deepa Gupta, Swetha, Sreedharan,; Radhakrishnan, G; Sudarshan, TSB

Publisher : International Conference on Contemporary Computing and Informatics

Using K-means Cluster based Techniques in External Plagiarism Detection

Authors : Dr. Deepa Gupta, K, Vani;

Publisher : International Conference on Contemporary Computing and Informatics

Clustering of Robotic Environments Using Image Sequence Data

Authors : Dr. Deepa Gupta, G. Radhakrishnan, Sudarshan, T. S. B., Murali, M.

Publisher : Eighth International Conference on Data Mining and Warehousing (ICDMW-2014)

Acquistion and Analysis of Robotic Data using Machine learning Techniques

Authors : Dr. Deepa Gupta, G. Radhakrishnan, Sudarshan, T. S. B., Mishra, S.

Publisher : International Conference on Computational Intelligence in Data Mining

Analysis of Tuberculosis disease using Association Rule Mining

Authors : Dr. Deepa Gupta, A. Mohapatra, Khare, S.

Publisher : International Conference on Artificial Intelligence and Data Engineering(AIDE 2019)"

Investigation of chronic disease correlation using data mining techniques

Authors : Dr. Deepa Gupta, Sangita Khare, Dominic, V.a; Sangita Khare; Aggarwal, A.b

Publisher : 2015 2nd International Conference on Recent Advances in Engineering and Computational Sciences, RAECS 2015

Analysis of Digit Recognition in Kannada Using Kaldi Toolkit

Authors : Dr. Deepa Gupta, K. Jeeva Priya, M. Sundar Kar K., K. Jeeva Priya

Adaptation of multi-domain corpus learned seeds and polarity lexicon for sentiment analysis

Authors : Dr. Deepa Gupta, Sanagar, S.;

Publisher : 2015 International Conference on Computing and Network Communications, CoCoNet 2015

Experimentation and analysis of time series data from multi-path robotic environment

Authors : Dr. Deepa Gupta, G. Radhakrishnan, Sindhuula, S., Khokhawat, S., and Dr. T.S.B. Sudarshan

Publisher : 2015 IEEE International Conference on Electronics, Computing and Communication Technologies, CONECCT 2015

Affective state recognition using audio cues

Authors : Dr. Deepa Gupta, S. Lalitha, M. P Krishna, R Reddy, P., Narayanan, V., Lalitha, S.

Publisher : International Symposium on Intelligent Systems Technologies and Applications (ISTA 2018)

A Systematic Adaptation Scheme for English-Hindi Example-Based Machine Translation

Authors : Dr. Deepa Gupta, Chatterjee, N

Publisher : STRANS-2002

Study of Similarity and its Measurement for English to Hindi EBMT

Authors : Dr. Deepa Gupta, N. Chatterjee

Publisher : STRANS-2002

A Morpho-Syntax based Adaptation and Retrieval Scheme for English to Hindi EBMT

Authors : Dr. Deepa Gupta, Chatterjee, N;

Publisher : Workshop on Computational Linguistic for the Languages of South Asia: Expanding Synergies with Europe

A Study of Hindi Translation Patterns for English Sentences with "Have" as the Main Verb

Authors : Dr. Deepa Gupta, S. Goyal, Chatterjee, N.

Morpho-syntactic information for automatic error analysis of statistical machine translation output

Authors : Dr. Deepa Gupta, M. Popović, Ney, H., De Gispert, A., Mariño, J. B., Federico, M., Lambert, P., and Banchs, R.

Publisher : Proceedings of the workshop on statistical machine translation

Exploiting Word Transformation in Statistical Machine Translation from Spanish to English

Authors : Dr. Deepa Gupta, M Federico

Publisher : 11th Annual conference of the European Association for Machine Translation (EAMT)

The IRST English-Spanish Translation System for European Parliament Speeches

Authors : Dr. Deepa Gupta, Bertoldi, N.; Brugnara F; Cattoni, R; Cettolo, M.,; Chen, B; Federico M; Giuliani D.; Gretter, R.; Seppi. D.; falvigina

Publisher : Interspeech

Journal Article

Improving OCR by effective pre-processing and segmentation for Devanagiri script:A quantified study

Authors : Dr. Deepa Gupta, Nair, LbMadhu

Publisher : Journal of Theoretical and Applied Information Technology

Study of SPI framework for CMMI continuous model based on QFD

Authors : Dr. Deepa Gupta, C. A. O. Yonghui, Liyun, X., Zhiyi, F., Hongyu, S., ZHONG, S. H. A. N. G. Q. I. N., NAIR, L. E. E. M. A. M. A. D. H. U., Duraisamy, G., Atan, R., Naeimizaghiani, M.

Publisher : Journal of Theoretical and Applied Information Technology

An Enhanced Polarity Lexicon by Learning-based Method Using Related Domain Knowledge

Authors : Dr. Deepa Gupta, Manju Venugopalan, Manju Venugopalan;

Publisher : International Journal of Information Processing and Management

Exploration of Corpus Augmentation Approach for English-Hindi Bidirectional Statistical Machine Translation System

Authors : Dr. Deepa Gupta, Jaya, K;

Publisher : International Journal of Electrical and Computer Engineering

Factors affecting infant mortality rate in India: An analysis of Indian states

Authors : Dr. Amalendu Jothishi, Dr. Deepa Gupta, Dr. Deepika M. G., Vijayakumar, S.a; Dr. Deepika M. G.; Dr. Deepa Gupta

Publisher : Advances in Intelligent Systems and Computing

Investigating Bidirectional Divergence In Lexical-Semantic Class For English-Hindi-Dravidian Translations

Authors : Dr. Deepa Gupta, Aswathi, T., and Yadav, RcKumar

Publisher : International Journal of Applied Engineering Research

Named entity recognition in text documents using a modified conditional random field

Authors : Dr. Deepa Gupta, Veena G., G. Veena, Lakshmi S, and Jacob, J. T

Publisher : Advances in Intelligent Systems and Computing

An Extended Model for Semantic Role Labeling Using Word Sense Disambiguation and Dependency Parsing

Authors : Dr. Deepa Gupta, Veena G., Pillai, L. R.

Publisher : Journal of Engineering and Applied Sciences

Fine grained sentiment classification of customer reviews using computational intelligent technique

Authors : Dr. Deepa Gupta, Priyanka, C.a;

Publisher : International Journal of Engineering and Technology

Improving unsupervised stemming by using partial lemmatization coupled with data-based heuristics for Hindi

Authors : Dr. Deepa Gupta, Madhu Nair, L.b

Publisher : International Journal of Computer Applications

An Effective Performance Analysis of Machine Learning Techniques for Cardiovascular Disease

Authors : Dr. Deepa Gupta, Dominic, Vinitha; Khare, Sangita

Publisher : Applied Medical Informatics

Exploration of Machine Learning Techniques for Cardiovascular Disease

Authors : Dr. Deepa Gupta, Vinitha, Dominic,; Sangita Khare

Publisher : Applied Medical Informatics

Using Natural Language Processing Techniques and Fuzzy-Semantic Similarity for Automatic External Plagiarism Detection

Authors : Dr. Deepa Gupta, k.Vani; Singh.Charan Kamal

Publisher : Third International Conference on Advances in Computing, Communications and Informatics (ICACCI-2014)

2015 Eighth International Conference on Contemporary Computing (IC3)

Authors : Dr. Deepa Gupta, Ramesh, Tirumale; Nanjangud, Narendra; Kothapalli, Kishore; Chaudhary, France Sanjay; Univetsity, Ahemadabad; Sushil K Prasad

Unsupervised Shallow Morph-Analyzer for Malayalam Using Recursive Clustering Based Approach

Authors : Dr. Deepa Gupta, T. Aswathi

Publisher : International Journal of Applied Engineering Research

Study of divergence for example based English-Hindi machine translation

Authors : Dr. Deepa Gupta, Chatterjee, Niladri

Publisher : STRANS-2001, IIT Kanpur

Will Sentences Have Divergence Upon Translation?: A Corpus-Evidence Based Solution for Example Based Approach

Authors : Dr. Deepa Gupta

Publisher : Language in India

Identification of divergence for English to Hindi EBMT

Authors : Dr. Deepa Gupta, Chatterjee, Niladri

Publisher : Proceeding of MT Summit-IX

Divergence in English to Hindi Translation: Some Studies

Authors : Dr. Deepa Gupta, Niladri Chatterjee

Publisher : International Journal of Translation

Contributions to english to hindi machine translation using example-based approach

Authors : Dr. Deepa Gupta

Publisher : Unpublished Ph. D. Thesis submitted at Indian Institute of Technology, Delhi

POS-based reordering models for statistical machine translation

Authors : Dr. Deepa Gupta, Cettolo, Mauro; Federico, Marcello

Publisher : Proceedings of the Machine Translation Summit (MT-Summit)

Qualification
Degree University Year Subjects
B. A.(Hons) Delhi University 1997 Mathematics
M. Sc. Indian Institute of Technology, Delhi (IITD) 1999 Applied Mathematics
Ph. D. Indian Institute of Technology, Delhi (IITD) 2005 Natural Language Processing
Funded Research Project
  • Exploration of Machine Learning Techniques for Clinical Data
  • Implementation of Intensive Natural Language Processing & Soft Computing Technology Based Extrinsic Plagiarism Detection Tool
Invited Talk/ Guest Lecture
  • Support Vector Machine- kernels and Kernel Trick”, TEQIP-II sponsored Faculty Development Programme on “Knowledge Mining using Machine Leaning and its Applications” from 23rd January 2014 to 25th January 2014 at Department of ISE, MSRIT, Bangalore. India
  • Introduction to Machine Learning & Its Applications”, A Three days workshop on Knowledge Management and Data Analytics for real World Applications (KMDA-13)”, from 22nd July to 24th July, 2013 at R. V. College of Engineering, Bangalore, India.
  • Domain Biased Bilingual Parallel Data Extraction and an Unsupervised Hybrid Approach to Align Sentences and Words in Parallel Corpora”, Workshop on ” Natural Language Processing and Speech Recognition” from 15th-17th April 2013 at RV College, Bangalore India.
  • “Robotic Data Mining”, 9th International conference on Emerging Trends in Physics -2013, from 21st-22nd February 2013, Place: St. Joseph’s College of Arts and Science(Autonomous), Cuddalore, TN, India.
  • “Introduction to Probability Theory and Sampling”, on 26th April, 2012 at PSE School of Engineering, Bangalore, Karnataka, India.
  • Introduction to MATLAB”, on 9th August, 2012 at Jain University Bangalore, Karnataka, India.
  • Introduction to Vector Calculus”, on 4th December, 2012 at PSEIT, South Campus, Bangalore, Karnataka, India.
  • The Role of Natural Language Processing in Electronic Health Domain/Records”, National Seminar on Data Mining and Knowledge Discovery of Medical Data, from 28th-29thJuly 2011, organized by Amrita School of Engineering, Amrita Vishwa Vidyapeetham,  Bangalore Karnataka, India.
Research Scholars
Name of the Scholar (Full Time(FT) /Part Time (PT)) Year of Registration Area of Research
G. RadhaKrishnana (PT) (Jt. supervision with Dr. TSB Sudarshan) July 2011 Robotic Data mining
Swati Sanagar (FT) July 2012 Sense Based Polarity Lexicon for Sentiment Analysis
Vani K. (FT) February 2013 Extrinsic Plagiarism Detection
Chinmayee Ojha (FT) August 2013 Statistical English-Hindi Alignments and its evaluation
Shiva kumar (PT) August 2013 Language Processing Tools for Kannada using Machine Learning Techniques by Utilizing cross Language Linguistic Rich Resources
Tina Babu (FT) (Jt. supervision with Dr. Tripty Singh) September 2015 Colon Cancer Detection and Grading using Pathological images
Manju Venugopalan (FT) February 2016 Aspect level sentiment Analysis
Priyanka Nair (FT) February 2016 Healthcare Data Mining
Veena G. (PT) February 2016 Document similarity using Deep Leaning Techniques
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