DEPARTMENT OF Artificial Intelligence & Data Science

Introduction:

• Rtd. Professor & Former Head, Dept. of Computer Science, CUSAT.
• Recipient of CSIR Emeritus Scientists Fellowship- 2022.

Educational Qualification:

• Ph.D (Computer Science)  Cochin University of Science & Technology, 2000.
• M.Tech (Computer & Information Science), Cochin University of Science & Technology, 1986.
• B.Sc(Engg) (Electrical Engineering), College of Engineering , Trivandrum,1983.

Specialisations:

• Artificial Intelligence & Machine Learning.

Current Research Interest:

• An active researcher in the fields of Artificial Intelligence & Machine Learning, Natural Language Processing, Data mining and Human Computer Interaction
• Undertaken various major research projects supported by ISRO, UGC, AICTE, DST, KSCSTE and Kerala State Government.
• Sixteen candidates have taken PhD degrees under her supervision and eight are pursuing.
• More than 120 research publications in journals and international conferences.
• Conducted International/National Conferences & Workshops
• Reviewer of Ph.D thesis from National/International Institutions
• Reviewer of National/ International Journals & Conference papers
• Research collaborations with national/International Universities
• Mentoring of Post-Doc Fellows.

Professional Membership:

• Life member of ISTE

Employment History:

• Professor & Head: 2021- till date, Department of Artificial Intelligence & Data science, Muthoot Institute of Technology & Science, Cochin
• Professor: 2007-2021, Department of Computer Science, CUSAT
• Associate Professor: 1999-2007, Department of Computer Science, CUSAT
• Assistant Professor: 1987-1999, Department of Computer Science, CUSAT

Professional Experience:

A. Academic Experience

• 36 years of teaching experience at Postgraduate Level in Computer Science
• Guided more than 200 M.Tech projects.
• Ph.D degree awardees in Computer Science under the guidance of Dr.Sumam Mary Idicula
  • Shyama Das – Mean Squared Residue Based Biclustering Algorithms for the Analysis of Gene Expression Data (2011) 
  • Sudeep Elayidom M. – Design and Development o Data Mining Models for The Prediction of Manpower Placement in the Technical Domain (2012) 
  • Sreeraj M. – A Writer Identification System for Handwritten Malayalam Documents (2012) 
  • Bindhu.M.S. – Design and Development of a Named Entity Based Question Answering System for Malayalam Language (2012) 
  • Vineetha S – Reconstruction of Gene Regulatory Network from Expression Profile of Plasma RNA Data of Colorectal cancer Patients using Soft Computing Techniques (2012)
  • Litta A. J. – Computational Models for the Prediction of Severe Thunderstorms over east Indian Region(2013)
  • Latha R Nair – Studies on a syntax based approach for translation between structurally different languages and the development of a prototype for Malayalam to English translation (2014)
  • Daleesha M Vishwanathan- A Computational Frame Work for Indian Sign Language Recognition (2015) 
  • Sindhu L – An Integrated Approach for Plagiarism Detection in Malayalam Documents (2017) 
  • Prime Kumar K.P -Design and Development of speech and handwriting Based Interface for Real Time Interaction with Computer in Malayalam (2018) 
  • Ajees A.P- Design and Development of an Integrated Framework for Pronominal Anaphora Resolution in Malayalam (2020)
  • Sreela S.R. – Design and development of a frame work for visual attention based automatic Image description generation with game theoretic optimization (2021) 
  • Anil Raj – Deep Learning Based Computational Framework for High-speed Automatic Ship Identification from Synthetic Aperture Radar Image (2022)
  • Athira B – A Deep Learning Based Patient-centric Health Recommender System from Patients’ Posts in Online Health Community Forums(2022)
  • Manju K – An Integrated Framework for Extractive Multi-document Malayalam Text Summarization (2023)
  • Sindhya K Nambiar- Abstractive Surnmarization of Malayalam Documents using Deep Learning Methods(2024)
  • Sara Renjith – Development of a Framework for Textual Entailment Recognition in Malayalam Language (2024)

B. Research Experience

• CSIR Emeritus Scientist Fellowship 2022 
• An active researcher in the fields of Artificial Intelligence & Machine Learning, Natural Language Processing, Data mining and Human Computer Interaction
• Undertaken various major research projects supported by DRDO, ISRO, UGC, AICTE, DST, KSCSTE and Kerala State Government.
• Fourteen candidates have obtained PhD degrees under her supervision and eight are pursuing. 
• More than 120 research publications in journals and international conferences.
• Conducted International/National Conferences & Workshops 
• Reviewer of Ph.D thesis from National/International Institutions
• Reviewer of National/ International Journals & Conference papers
• Research collaborations with national/International Universities
• Mentoring of  Post-Doc Fellows

C. Externally Funded Research Projects (Ongoing/ Completed)

• Principal Investigator of DRDO sponsored CARS project on “Deep learning-based Ship detection and classification from Synthetic Aperture Radar (SAR) images”  (2022-23)
• Principal Investigator for the setting up of High performance GPU based computing facility for AI research, funded by  Kerala state govt (2016-2018)
• Program–Coordinator for DST-FIST with financial assistance  (20012-2017)
• Principal Investigator of the KSCSTE sponsored research project on “Development of a two level expert system for recommending appropriate computer accessibility technology for the physically challenged” (2008-2010)
• Principal Investigator of the ISRO sponsored research project on “Development of Multimodal Interface for Information Retrieval in Regional Language from Database  (2006-2008)
• Principal Investigator of the ISRO sponsored research project on “Development of Regional Language interface for Information Retrieval from Database  (2001-2004)
• Principal Investigator of the AICTE sponsored research project on “Development of Multimodal Interface for Human Computer Interaction”  (2002-2005)
• Principal investigator of the  UGC minor research project on “Development of a General Purpose   Information System in Regional Languages”   (1998-2000)

D. Administrative Experience

• Head of the Department of Computer Science, CUSAT
• Chairperson, Gender Justice Complaints Committee, CUSAT
• Member of Academic Council of CUSAT
• Member of Faculty of Technology, CUSAT
• Member of Board of Studies of Computer Science, CUSAT
• Member of Board of Undergraduate studies in Information Technology, CUSAT
• Member of Board of studies of Computer Applications, CUSAT
• Member of Board of Studies of Computer Science, Mahatma Gandhi University, Kottayam
• Member of NIIST-CUSAT Research Committee 
• Member of Board of Studies of Computer Science, PSG College of Technology, Coimbatore
• Member of NBA Accreditation team 
• Member of AICTE Expert Visit Team
• Member of Internal Quality Assurance Cell of CUSAT

Publications:

A. Journals

• B Athira, SM Idicula, J Jones, A Kulanthaivel  An answer recommendation framework for an online cancer community forum, Multimedia Tools and Applications 83 (1), 173-199, 2024
• Sindhya K Nambiar, David Peter S, Sumam Mary Idicula, Abstractive Summarization of Text Document in Malayalam Language: Enhancing Attention Model using POS Tagging Feature,  ACM Transactions on Asian and Low-Resource Language Information Processing by Association for Computing Machinery (ACM), September 2022
•  Anil Raj,SM Idicula, B Paul , A novel sarnede method for real-time ship detection from synthetic aperture radar image, Multimedia Tools and Applications 81 (12), 16921-16944,2022
• A Raj J, SM Idicula, B Paul , Lightweight SAR ship detection and 16 class classification using novel deep learning algorithm with a hybrid preprocessing technique International Journal of Remote Sensing 43 (15-16), 5820-5847, 2022
• M Kondath, DP Suseelan, SM Idicula  Extractive summarization of Malayalam documents using latent Dirichlet allocation: An experience, Journal of Intelligent Systems 31 (1), 393-406, 2022
• S Renjit, MI Sumam , Feature based entailment recognition for malayalam language texts, Int. J. Adv. Comput. Sci. Appl 13 (2), 2022
• SK Nambiar, SM Idicula , Attention based abstractive summarization of malayalam document Procedia Computer Science 189, 250-257,2021
• J Anil Raj, SM Idicula ,Deep Learning Based Synthetic Aperture Radar Image Classification, Machine Learning Algorithms for Signal and Image Processing, 37-43, 2022
• JA Raj, SM Idicula, B Paul , Ship identification from SAR image using novel deep learning method with reduced false prediction, International Journal of Computational Vision and Robotics 12 (4), 411-425,2022
• David Perter S, Sumam Mary Idicula, “Extarctive summarization of Malayalam documents using latent Dirichlet allocation: an experience “, Journal of Intelligent Systems , De Gruyter, March 2022
• J. Anil Raj, Sumam Mary Idicula and Binu Paul, “Lightweight SAR Ship detection and 16 Class Classification using Novel Deep Learning Algorithm with a Hybrid Preprocessing Technique”, International Journal of Remote Sensing, Taylor and Francis publications, January 2022
• Anil Raj. J, Sumam Mary Idicula, Binu Paul: One-Shot Learning-Based SAR Ship Classification Using New Hybrid Siamese Network. IEEE Geosci. Remote. Sens. Lett. 19: 1-5 (2021)
• K Manju, S David Peter, SM Idicula  A framework for generating extractive summary from multiple malayalam documents, Information 12 (1), 41, 2021
• Athira, B., Josette Jones, Sumam Mary Idicula, Anand Kulanthaivel, and Enming Zhang. “Annotating and detecting topics in social media forum and modelling the annotation to derive directions-a case study.” Journal of Big Data; Springer 2021 Jan 8(1): 1-23.
• Balakrishnan, Athira, Sumam Mary Idicula, and Josette Jones. “Deep learning-based analysis of sentiment dynamics in online cancer community forums: An experience.” Health Informatics Journal 27.2 ,2021
• Renjit, Sara, and Sumam Idicula. “Natural language inference for Malayalam language using language agnostic sentence representation.” PeerJ Computer Science, Vol.7, 2021
• Anil Raj, Sumam Mary Idicula and Binu Paul, ”A novel Ship detection method from SAR image with reduced false alarm.” Journal of Physics: Conference Series. Vol. 1817. No. 1. IOP Publishing, 2021.
• Ajees A P, and Sumam Mary Idicula. ‘An Improved Word Representation for Deep Learning Based NER in Indian Languages’. Information 10.6 (2019): 186. MDPI
• Ajees A P, and Sumam Mary Idicula. ‘A Deep Level tagger for Malayalam, a morphologically rich language’, Journal of Intelligent Systems, 2019, De Gruyter
• Ajees A P, and Sumam Mary Idicula. ‘Deep Learning Based Deep Level Tagger for Malayalam ’ Recent Patents on Computer Science, Bentham Science, 2019
• Ajees A P, and Sumam Mary Idicula. ‘An Integrated Framework for Pronominal Anaphora Resolution in Malayalam’. Advances in science, technology and engineering systems journal, ASTES, 2019, 4, 287-293, ISSN: 2415-6698.
• Ajees A P, and Sumam Mary Idicula. ‘A Relation Extraction System for Indian Languages’, Advances in science, technology and engineering systems journal , ASTES, 2018, 4 ,65-69, ISSN: 2415-6698.
• Ajees A P, and Sumam Mary Idicula. ‘A Named Entity Recognition System for Malayalam using Neural Networks’. Procedia computer science, Elsevier, 143 (2018): 962-969., ISSN: 1877-0509.
• Ajees A P, and Sumam Mary Idicula. ‘A POS tagger for Malayalam using Conditional Random Fields’, International Journal of Applied Engineering Research, RIP, 2017, 13, ISSN: 0973-4562.
• Sreela S R, and Sumam Mary ‘Dense Model for Automatic Image Description Generation with Game Theoretic Optimization’. Information 10.11 (2019): 354. MDPI.
• Sreela S R, and Sumam Mary ‘Keyword Driven Image Description generation system’, Advances in science, technology and engineering systems journal , ASTES, 2020, 5.4 ,405-411, ISSN: 2415-6698.
• Sreela S R, and Sumam Mary ‘The Significance of self-attention over LSTM in image captioning’, International Journal of Applied Engineering Research, RIP, 2019, 14, ISSN: 0973-4562.
• Sreela S R, and Sumam Mary ‘Action Recog- nition in Still Images using Residual Neural Network Features’. Procedia computer science , Elsevier, 143 (2018): 563-569., ISSN: 1877-0509.
• Primekumar K.P, Sumam mary idicula.’Filter Bank Energy Based Malayalam Speech Segmentation and Recognition’. International Journal of Recent Trends in Human Computer Interaction(IJHCI), Volume (8), Issue(1), pp1-7, Feb 2017
• Daleesha M Viswanath ,. Sumam Mary Idicula ” SVN Based of Facial Expressions used Indian Sign Language ” , International Journal of Image processing (IJIP)- Vol- 9,Issue 1, pp 32-35: 2015
• Daleesha M Viswanath ,. Sumam Mary Idicula, ” Recent Development in Indian Sign Language Recognition : An Analysis” International Journal of Computer Science and Information Technologies (IJCSIT) Vol. 6(1), pp 289-293,2015,
• Vineetha S, Sumam Mary Idicula, “MicroRNA-mRNA Interaction Network using TSK-type Recurrent Neural Fuzzy Network”, Computational Biology and Chemistry, Gene 515, pp 385-390,Elsevier, 2013
• Amrutha S , Sumam Mary Idicula”Agent Based Simulation of Street Robbery”., International Journal of Scientific & Engineering Research (IJSER), Vol 4(8), August 2013
• M and Sumam Mary Idicula. ” an Online Character Recognition System to convert Grantha Script to Malayalam”, International Journal of Advanced Computer Science and applications(IJACSA) Vol3, No.7, July 2012
• Vineetha S., Sumam Mary Idicula, “Gene Regulatory Network from Micro array data of colon cancer paitents using TSK-type Recurrent Neural Fuzzy Network” , GENE , Elsevier, Vol. 506, no 2, pp.408-416,2012
• Litta A. J., Mohanty U. C. and Sumam Mary Idicula, The diagnosis of severe thunderstorms with high-resolution WRF model, Journal of Earth System Sciences 121, No.2, pp. 297-316, April 2012
• J Litta , U. C Mahanthy, Someshwar Das, Suamam Mary Idicula , ” Numerical Simulation of severe local storms over east India using WRF- NMM mesoscale model” Atmospheric Research 116, pp 161-184, Elsevier, 2012
• Litta A J, Sumam Mary Idicula, C.Naveen Francis, ” Artificial Neural Network Model of the Prediction of Thunderstorms over Kolkata. ” Inter national Journal of Computer Application , Vol (50) No 11,pp. 50-54, July 2012-
• Litta A. J, Sumam Mary Idicula, Mohanty U. C. and S. Kiran Prasad, Comparison of thunderstorm simulations from WRF-NMM and WRF-ARW model over East Indian Region, The Scientific World Journal (TSWJ), 2012.
• M.S, Sumam Mary Idicula,”Named Entity Recognizer employing Multiclass Support Vector Machines for the Development of Question Answering Systems”, International journal of Computer Applications (IJCA),Vol.25, No.10,pp. 40-46, July 2011
• M.S, Sumam Mary Idicula, “High Order Conditional Random Field Based Part of Speech Tagger for Malayalam -a Highly Agglutinative Language”, International Journal of Advanced Research in Computer Science (IJARCS),Vol.2, No.5, pp. 380-385, Sep. 2011
• M.S, Sumam Mary Idicula, “A Hybrid Model for Phrase Chunking Employing Artificial Immunity System and Rule Based Methods”, International Journal of Artificial Intelligence and Applications (IJAIA), Vol 2,No.4 , pp 95-106, October 2011
• M.S, Sumam Mary Idicula, “Named Entity Identifier for Malayalam Using Linguistic Principles Employing Statistical Methods”, International Journal of Computer Science Issues (IJCSI),vol.8, Issue 5, No.3. pp. 185-191, Sept 2011
• M and Sumam Mary Idicula. Article: A Survey on Writer Identification Schemes. International Journal of Computer Applications 26(2):23-33, July 2011. Published by Foundation of Computer Science, New York, USA.
• M and Sumam Mary Idicula, “Identifying Decisive Features for Distinctive Analysis of Writings in Malayalam”, International Magazine on Advances in Computer Science and Telecommunications (IMACST), Association for Computer Science and Telecommunications (AKOMNAT TEL DOO), Vol.2 , No.1, pp. 13-20, May,2011.
• Sudheep Elayidom, Sumam Mary Idicula, Joseph Alexander, “A Generalized data mining framework for employment prediction problems, Intenational Journal of Computer applications. 31(3), pp. 40-47, 2011
• Sudheep Elayidom, Sumam Mary Idicula, Joseph Alexander, “A Hybrid ensemble framework for employment prediction problems”, Advances in Computational Research Journal, 3(1), pp-25-30,2011
• Sudheep Elayidom, Sumam Mary Idicula, Joseph Alexander, “Design and Performance analysis of Data mining techniques Based on Decision trees and Naive Bayes classifier For Employment Chance Prediction”, Journal of convergence Information Technology (JCIT), pp. 89-98, Volume. 6, Issue 5, 2011
• Vineetha S., Sumam Mary Idicula, “Modelling Gene Regulatory Network from Microarray Data Using Modified Genetic Algorithm”, Journal Of Computational Intelligence in Bioinformatics (JCIB), Vol 4, No 2-3, pp. 221-231,2011
• Litta A. J, Sumam Mary Idicula and Mohanty U. C., A Comparative Study of Convective Parameterization Schemes in WRF-NMM Model, International Journal of Computer Applications (IJCA), 2011 ,33 (6), 32- 39 , Nov 2011.
• Sudheep Elayidom, Sumam Mary Idicula, Joseph Alexander, “Analysis and implementation of Data mining techniques using Naive-Bayes Classifier and Neural Networks” Global Journal of Computer Science and Technology, GJCST, pp. 20-25, Volume 10, Issue 10, 2010
• Sudheep Elayidom, Sumam Mary Idicula, Joseph Alexander, “Applying statistical dependency analysis techniques in a data mining domain.CSC/ IJDE, Computer science journals, pp. 14-24, Volume 1, Issue 2, 2010.
• Vineetha S., Sumam Mary Idicula, “Gene Regulatory Network from Microarray data using Fuzzy Logic Approach” in International Journal of Recent Trends in Engineering & Technology [IJRTET] Vol. 4, No. 1, Nov 2010,pp 54-57
• Shyama Das and Sumam Mary Idicula, “Application of Cardinality Based GRASP to the Biclustering of Gene Expression Data”, International Journal of Computer Applications, Vol.1, No.18, 2010, pp. 44-51
• Shyama Das and Sumam Mary Idicula, “Iterative Search with Incremental MSR difference threshold”, International Journal of Computer Applications, Vol.1, No.18, 2010, pp. 35-43.
• Shyama Das and Sumam Mary Idicula, “Greedy Search-Binary PSO Hybrid for Biclustering Gene Expression Data”, International Journal of Computer Applications, Vol.2, No.3, 2010, pp. 1-5.
• Shyama Das and Sumam Mary Idicula, “Application of Greedy Randomized Adaptive Search Procedure to the Biclustering of Gene Expression Data”, International Journal of Computer Applications, Vol.2, No.3, 2010, pp. 6-13.
• Litta A. J, Mohanty U. C. and Sumam Mary Idicula, Simulation of severe Squall Line over Kolkata using WRF-NMM Model, Lectures on Modeling and Simulation, AMSE publications, 2009, 10 (1), 73-83.
• Sumam Mary Idicula, David Peter S, A Morphological Processor for Malayalam Language in South Asia Research Journal Vo1 27.2, Sage Publications U.K, July 2007.
• Sumam Mary Idicula, David Peter S, Prediction of Fault-Prone Classes using Object-Oriented Metrics – an Experience, in International Journal of Computing and Applications Vol. 1, No.2, Serials Publication, India, December 2006
• Sumam Mary Idicula, David Peter S, Multilingual Query Processing System using Software Agents in Journal of Digital Information Management, India, December, 2007
• Sumam Mary Idicula, David Peter S, A Fault Prediction Model for Object- Oriented Systems, in Journal of Computer Science, ICFAI University Press, India, July 2007.
• Sumam Mary Idicula, David Peter S , Development of a Prototype of a Frame-Based System for the Understanding of Malayalam Language – an Experience VIVEK Vol.13., No.2, a quarterly in AI published by NCST, INDIA, April 2000.
• Sumam Mary Idicula, Image Compression Based on Neural Networks – an Experience, in Advance in Modelling & Analysis, B, Vol. 31, No.3, pp 41-66, AMSE Press, France, 1994.
• Sumam Mary Idicula, A Connectionist Approach for Communicating with Database in Natural Language, in Advances in Modelling & Analysis, B, Vol.31, No.2. pp 31-40, AMSE Press, France, 1994.
• Sumam Mary Idicula, D.H.Premod, David Peter S, A Simulated Neural Network for Autonomous Vehicle Guidance, in Modelling, Measurement & Control. D, Vol.8, No.2. pp 23-30, AMSE Press, France, 1993.

 B. Edited Book Chapters

• Anil Raj J and Sumam Mary Idicula, “Deep Learning based Synthetic Aperture Radar Image Classification”, Machine Learning Algorithms for Signal and Image Processing edited by Suman Lata Tripathi, Deepika Ghai, Sobhit Saxena, Manash Chanda, and Mamou Alazab, wiley publication 2022.
• Shyama Das and Sumam Mary Idicula, K-Means Greedy Search Hybrid Algorithm for Biclustering Gene Expression Data, Advances in Computational Biology, Edited by Hamid R Arabnia, Springer, 2010, pp. 180-188.
• Shyama Das and Sumam Mary Idicula, Comparative Advantages of Novel Algorithms using MSR Threshold and MSR difference Threshold for Biclustering Gene Expression Data, Software Tools and Algorithms for Biological Systems, Edited by Hamid R Arabnia & Quoc Nam Tran, Springer, 2011, pp.123-134.
• Sreeraj M. and Sumam Mary Idicula, “A Novel Approach to Writer Identification in Malayalam using Graphemes”, 5th International Conference on Information Processing, ICIP 2011, Bangalore, India, Communications in Computer and Information Science (CCIS), Springer-Verlag, Vol. 157, pp.646-651, August 5-7,2011
• Sumam Mary Idicula, P.Geetha, David Peter S, A Connectionist Approach for Character Recognition, Innovative Applications in Computing, Tata McGraw-Hill, New Delhi, 1993.

 C. International Conferences

• Anjali, Philip Samuel, Sumam Mary Idicula,  An Empirical Study on Multi-source Cross-Project Defect Prediction Using Machine Learning,  Proceedings of the Second International Conference on Computing, Communication, Security and Intelligent Systems (pp.279-296), 2024
• HS Sreedeepa, SM Idicula, Neural Network Based Machine Translation Systems for Low Resource Languages: A Review, AIJR Proceedings, 330-336, 2023
• MS Nair, SM Idicula, NR Raji, R Gopal, English to Indian Sign Language Gloss Structure Translation using Sequence to Sequence Model 2023 9th International Conference on Smart Computing and Communications, 2023
• TG Varghese, CV Priya, SM Idicula,  A Novel Approach For English-Hindi Cross lingual Summarization, 2023 9th International Conference on Smart Computing and Communications ,2023
• Aparna R., Sumam Mary Idicula, “Spatio-Temporal Data Clustering using Deep Learning: A Review”, 2022 IEEE Conference on Evolving and Adaptive Intelligent Systems, Larnaca, Cyprus Date : May 25-27, 2022
• J. Anil Raj, Sumam Mary Idicula and Binu Paul,” Novel Deep Learning-Based Technique for Sentinel-1 Ocean SAR Vignettes Classification “, ICC 2022 – IEEE International Conference on Communications, 16–20 May 2022, Seoul, South Korea
• MS Nair, SM Idicula, English to Indian Sign Language Gloss Conversion Using a Rule-Based Approach Proceedings of International Conference on Communication and Computational Technologies 2022
• K Jayasree, SM Idicula,  Enhanced Video Classification System with Convolutional Neural Networks Using Representative Frames as Input Data, Intelligent Computing and Applications: Proceedings of ICDIC 2020, 259-264, 2022
• S Renjit, SM Idicula , Textual Inference Identification in the Malayalam Language Using Convolutional Neural Network Advanced Computing and Intelligent Technologies: Proceedings of 2022 ICACIT 2022.
• B Athira, SM Idicula,  An Improved Query Similarity Model for Online Health Community Forum Using Cross-Attention Mechanism on Siamese Network International Conference on Frontiers of Intelligent Computing: Theory and Practice, 2022
• MK Ayshabi, SM Idicula,  A multi-resolution mechanism with multiple decoders for empathetic dialogue generation ,2021 8th International Conference on Smart Computing and Communications, 2021
• J Anil Raj, Sumam Mary Idicula and Binu Paul, ”Real time SAR ship detection using novel sarnede method”, International Geoscience and Remote Sensing Symposium (igarss 2021), Brussels, Belgium
• Renjit, Sara, and Sumam Mary Idicula. “CUSATNLP@ DravidianLangTech-EACL2021: Language Agnostic Classification of Offensive Content in Tweets.” Proceedings of the First Workshop on Speech and Language Technologies for Dravidian Languages. 2021.
• Renjit, Sara, and Sumam Mary Idicula. “CUSATNLP@ HASOC-Dravidian-CodeMix-FIRE2020: Identifying Offensive Language from ManglishTweets.” FIRE (Working Notes). 2020
• Athira B, Sumam Mary Idicula. ‘ Multi-label Topic Classification of Patient Generated Content in a Breast-cancer Community Forum’,International conference on Medical Health Informatics (ICMHI), Japan, Aug 2020
• J. Anil Raj, Sumam Mary Idicula and Binu Paul, ”SAR target identification using SAR-COM technique,” 2019 9th International Conference on Advances in Computing and Communication (ICACC), Kochi, India, 2019, pp. 92-96.
• Renjit, Sara, and Sumam Mary Idicula. “CUSAT NLP@ AILA-FIRE2019: Similarity in Legal Texts using Document Level Embeddings.” FIRE (Working Notes). 2019.
• Ajees A P, and Sumam Mary Idicula. ‘A Named Entity Recognition System for Malayalam using Conditional Random Fields’. ICDSE-2018, IEEE, 2018. 33-39.
• Ajees A P, and Sumam Mary Idicula. ‘A Native Language Identification System using Convolutional Neural Networks’. FIRE-2018, Springer, 2018. 1-8.
• Ajees A P, and Sumam Mary Idicula. ‘A Named Entity Recognition System for Indian Languages’. FIRE-2018, Springer, 2018. 45-53.
• Sindhu L, Sumam Mary Idicula. ‘Plagiarism Detection in Malayalam Language Text using a Composition of Similarity measures’, 9th International Conference on Machine Learning and Computing (ICML) February 2017
• Sreela S R, and Sumam Mary Idicula. ‘Modified Densely Connected Convolutional Network for Content Generation in  Automatic  Image  Description  Generation System’.   2017 IEEE Region 10 Symposium (TENSYMP), 2017.
• Sreela S R, and Sumam Mary Idicula. ‘AIDGenS: An Automatic Image Description System Using Residual Neural Network’. ICDSE-2018, IEEE, 2018. 1-5
• Sreela S R, and Sumam Mary Idicula. ‘An Automatic Image Description System’. IRISS 2019:  13th Inter- Research-Institute Student Seminar in Computer Science(Poster presentation).
• Sindhu L, Sumam Mary Idicula. ‘ A Plagiarism Detection system for Malayalam Text based Documents with full and partial copy’ Procedia Technology 25( 2016) :372-377
• Sindhu L, and Sumam Mary Idicula. ‘CUSAT_NLP@DPIL-FIRE2016: Malayalam Paraphrase Detection’. FIRE (working notes).2016
• Manju, K., Peter S. David, and Mary idicula Sumam. “An extractive multi-document summarization system for Malayalam news documents.” 1st EAI International Conference on Computer Science and Engineering. European Alliance for Innovation (EAI), 2016
• Manju, K., and Sumam Mary Idicula. “CUSAT_TEAM@ DPIL-FIRE2016: Detecting Paraphrase in Indian Languages-Malayalam.” FIRE (Working Notes). 2016.
• Manju K, David Peter S, and Sumam Mary Idicula, “Graph based Extractive Multi-document Summarizer for Malayalam-an Experiment,” Lecture Notes in Engineering and Computer Science: Proceedings of The World Congress on Engineering 2016, 29 June – 1 July, 2016, London, U.K., pp212-215
• Daleesha M Viswanath ,. Sumam Mary Idicula, ” Hand Gestures Recognition of English Alphabets using Semi Global Descriptor “International Conference on Digital Image & Signal processing (ICISP ). p.p-81- 90, 2014
• Rajina Kabeer ,Sumam Mary Idicula , ” Text Summarization for Malayalam Documents – An Experience” , International Conference on Datascience & Engineering (ICDSE), pp.145-150, 2014
• Daleesha M Viswanath ,. Sumam Mary Idicula, “Recognition of Hand Gestures of English Alphabets using HOG Method” , International Conference on Datascience & Engineering (ICDSE), pp.219-223, 2014
• Ditty Mathew, Dr. Sumam Mary Idicula , ” Paraphase Identification of Malayalam Sentences- an Experience ” 5th IEEE International Conferenace on Advanced Computing( ICoAC), pp. 376-378, 2013-
• Sindhya K Nambiar , Sumam Mary Idicula, A Multi Agent Vehicle Routing System for Garbage Collection, 2013- 5th IEEE International Conferenace on Advanced Computing (ICoAC), pp. 72-76, 2013
• M. Sreeraj, Sumam Mary Idicula, “The Effect of SIFT Features as Content Descriptors in the Context of Automatic Writer Identification in Malayalam languages”, Fourth IEEE International Conference on Optical Networking and Data Secutity, (OPNTDS), pp. 613-617,Ultramodern Telecommunications and Data Security, pp 613-617, 2012
• Geethu Miriam Jacob and Sumam Mary Idicula ,” Detection of Flock Movement in Spatio Temporal Database using clustering techniques – an experience ” , International Conference on Datascience & Engineering (ICDSE), pp 69-74, 2012
• Anita T Nair , Suamam Mary Idicula ” Syntatic Based Machine Translatuion from English to Malayalam “, International Conference on Datascience & Engineering (ICDSE), 198-202, 2012 .
• Savitha Sam Abraham, Sumam Mary Idicula, “ Comparison of Statistical and Semantic Similarity Techniques for Paraphrase Identification”, , International Conference on Datascience & Engineering (ICDSE), pp.209-213, 2012
• Bindu.M.S, Sumam Mary Idicula,”Malayalam Text Classification using an Enhanced N-gram based Vector space model for Health Applications”, The third International conference on Semantic E-Business and Enterprise computing,46-51 September, 2010
• Sudheep Elayidom, Sumam Mary Idicula, Joseph Alexander, “Comparison of data mining techniques based on decision trees and neural networks for placement chance prediction”. Proceedings of international Conference ICONCEPT, pp.173-178, 2010.
• M. Sreeraj, Sumam Mary Idicula, “k-NN Based On-Line Handwritten Character Recognition System,” First International Conference on Integrated Intelligent Computing, iciic 2010 (Bangalore),IEEE Computer Society Press, pp.171-176, 2010.
• M.Sreeraj, Sumam Mary Idicula, “Exploiting time-domain and directional features for online handwriting recognition of Malayalam characters” International Conference on “Advances and Emerging Trends in Computing Technologies'(ICAET10), Chennai, June 21-24, 2010
• Vineetha S., Sumam Mary Idicula, ‘Gene Regulatory Network for Circulating Plasma RNA Data From Colon Cancer Patients Using Fuzzy Logic Approach’ in Eighth Asia Pacific Conference (APBC 2010) at IISC Bangalore, 2010
• Vineetha S., Sumam Mary Idicula, Gene Regulatory Network from Microarray Data using Dynamic Neural Fuzzy Approach in ACM Sponsored International Symposium on Biocomputing (ISB2010) Organized by NIT Calicut, 2010
• Shyama Das and Sumam Mary Idicula, ” Biclustering Gene Expression Data using K-Means Binary PSO Hybrid “, ACM International Symposium on Biocomputing, (ISB 2010) organized by NIT, Calicut, 2010
• Shyama Das and Sumam Mary Idicula, “Application of Reactive GRASP to the Biclustering of Gene Expression Data”, ACM International Symposium on Biocomputing, (ISB2010, organized by NIT, Calicut, 2010
• Sumam Mary Idicula, David Peter, “An expert system for assessing the computer interaction capability of the physically challenged people” in the proceedings of the Intenational Conference on Controls & Computing, , Trivandrum, 2010
• Shyama Das and Sumam Mary Idicula, A novel approach in Greedy Search Algorithm for Biclustering Gene Expression Data, Proc. International Conference on Computational and Systems Biology (ICBCSB), Singapore, August 26-28, 2009, pp. 144-147.
• Shyama Das and Sumam Mary Idicula, Modified Greedy Search Algorithm for Biclustering Gene Expression Data, 17th International Conference on Advanced Computing & Communication (ADCOM 2009), ACS, 14-17 December, 2009, IISc Banglore, India, pp. 83-88.
• Shyama Das and Sumam Mary Idicula, Biclustering Gene Expression Data using MSR difference Threshold, IEEE INDICON 2009, 18-20 December, 2009, Ahmedabad, India, pp. 1-4, ISBN: 0-7803-8909-3 DOI : 10.1109/INDICON.2009.5409489.
• Shyama Das and Sumam Mary Idicula, K-Means Binary PSO Hybrid Algorithm for Biclustering Gene Expression Data, ACM International Symposium on Biocomputing, 15-17 Feb 2010, jointly organized by NIT, Calicut, India, Indiana University Purdue University Indianapolis, USA in cooperation with ACM, (available in ACM digital Library).
• Shyama Das and Sumam Mary Idicula, Application of Reactive GRASP to the Biclustering of Gene Expression Data, ACM International Symposium on Biocomputing, 15-17 Feb 2010, Jointly organized by NIT, Calicut, India, Indiana University Purdue University Indianapolis, USA in cooperation with ACM (available in ACM digital Library).
• Sumam Mary Idicula, David Peter, An expert system for assessing the computer interaction capability of the physically challenged people in the proceedings of the Intenational Conference on Controls & Computing, 2010, Trivandrum
• Sumam Mary Idicula, David Peter, Multimodal Interfaces for Human Computer Interaction for the Challenged in the proceedings of the National Conference on Soft Computing-NCSC, 2010, Kuttikanam
• Litta A.J., U. C. Mohanty and Sumam Mary Idicula, Numerical Simulation of a Tornado over Orissa (India) on 31 March 2009 using WRF Mesoscale Model, in the proceedings of the International Conference on Modelling and Simulation, 2009, Trivandrum
• Litta A. J, Mohanty U. C. and Sumam Mary Idicula, Simulation of Severe Squall Line over Kolkata using WRF-NMM model, International Conference on Modelling and Simulation, Trivandrum, Kerala, India, 1-3 December, 2009.
• Litta A. J, Sumam Mary Idicula and Mohanty U. C., WRF Modeling for Effective Severe Thunderstorm Forecasting over East and North-East Indian region, Symposium on Nowcasting to Forecating – Needs and Challenges for Naval Operations (METOC-2010), Cochin, India, 1-2 November, 2010.
• Manju K, Soumya S, Sumam Mary Idicula, Development of a POS Tagger for Malayalam- an Experience in the proceedings of the International Conference on Advances in Recent Technologies in Communication and Computing, ARTCom 2009, Kottayam.
• Anuja K., Suryapriya S.,Sumam Mary Idicula, Design and Development of a Frame Based MT System for English-ISL in the proceedings of the International Symposium on Innovations in Natural Computing , 2009,Cochin.
• Ebey S.Raj, Sumam Mary Idicula A model of Distributed Ayurvedic Diagnosis and Therapy System for Hridroga Using Agents, in the proceedings of the International Symposium on Innovations in Natural Computing, 2009 Cochin
• Sudeep Elayidam, Sumam Mary Idicula, Joseph Alexander, Applying Data mining using Statistical Techniques for Career Selection” in the International Journal of Recent Trends in Engineering (IJRTE) Vol 1, May 2009
• Praveen K Wilson, Vineetha K.V., Sumam Mary Idicula, WordNet for Malayalam in the proceedings of the 37th All India Conference of Dravidian Linguists, June 2009, Thiruvanathapuram.
• Sajeesh Balan K, Rajesh Kumar K.K, Sumam Mary Idicula , Generating American Sign Language (ASL) Gestures from Speech for Assisting Deaf – Mute People, in the book Intelligent Computing Models published by Narosa Publications, 2009, New Delhi
• Nikesh P.L, Sumam Mary Idicula, David Peter S, English_Malayalam Cross-Lingual Information Retrieval – an Experience in the proceedings of IEEE EIT 2008 in May 2008 at Ames, Iowa, USA
• Vimal V.B., Sumam Mary Idicula, An Information Retrieval Engine for Question Answering, in the proceedings of the National Confernce on Software Engineering held in April, 2007 at Cochin, India.
• David Peter S, Sumam Mary Idicula, K.Poulose Jacob,A Study on the Complexities Involved in a Multiparty IT Outsourcing Environment in the Proceedings of the International Conference CISTM held in July 2006 at Chandigarh, India
• David Peter S, Sumam Mary Idicula, K.Poulose Jacob,Design and Development of a performance Evaluation Tool for an IT Organization in the Proceedings of the International Conference ADCOM-2005 held in December 2005 at Coimbatore, India
• Sumam Mary Idicula, David Peter S, Intelligent Agent-based Multilingual Information Retrieval System in the Proceedings of the International CALIBER-2005 on Multilingual Computing held in February 2005 at Cochin, India.
• David Peter S, Sumam Mary Idicula, K.Poulose Jacob ,Information Systems Management: Modeling a Multiparty Outsourcing Environment , in the Proceedings of the International Conference on Advanced Computing and Communication, December 2004 at Ahmedabad, India.
• Jayababu G, Sumam Mary Idicula, Hand -Written Malayalam Character Recognition- an Approach Based on Pen Movement in the Proceedings of the International Conference on Knowledge management held in February 2004 at Malaysia
• Jayababu G, David Peter S, Sumam Mary Idicula, An Empirical Validation of the Cohesion Measure Based on Member Connectivity for Object-oriented classes in the Proceedings of the 2004 International Conference on Software Engineering and Practice, held in June 2004 at Nevada, USA.
• Manju G, Sumam Mary Idicula, David Peter S, Distributed Interactive Simulation using Multimodal Interfaces –an Experience in the Proceedings of the 2004 International Conference on Modeling, Simulation and Visualization methods, held in June 2004 at Nevada, USA .
• Sumam Mary Idicula, David Peter S, K. Poulose Jacob, “Multi Modal Interface for Human- Computer Interaction- an Experience in the Proceedings of the International Conference on AI in Engineering & Technology held in June 2002 at Malaysia.
• Sumam Mary Idicula, David Peter S , K.Poulose Jacob, Development of a Prototype of an Adaptable Frame Based System for the Understanding of South Indian Languages in the Proceedings of International Conference on Modelling and Simulation held in Spain from 25th to 27th September 2000.
• Sumam Mary Idicula, David Peter S , K.Poulose Jacob, Development of an Interpreter that Translates Queries in Malayalam Language to SQL, in the Proceedings of 3rd International Worksop on Information Retrieval with Asian Languages IRAL ’98, pp 77-85, Singapore, 1998.
• Sumam Mary Idicula, David Peter S , An Intelligent System on Document Indexing, in the Proceedings of National Seminar on Changing Trends in Library and Information Science, Cochin, India, Jan 8-9, 1998.
• Sumam Mary Idicula, K.Poulose Jacob , Development of Malayalam Language Interface for Database Queries in the Proceedings of the 9th International Symposium on Artificial Intelligence and 6th International Conference on Industrial Fussy control and Intelligence Systems, Cancun, Mexico, Nov 12-15, 1996.
• Sumam Mary Idicula, K.Poulose Jacob ,An AI based Approach for Communicating with Databases in Natural Language, in the Proceedings of International Conference on Applications of IT in South Asian Languages – AKSHARA –94, pp 253-255, New Delhi, India, 1994.
• K.Poulose Jacob, Sumam Mary Idicula, An Approach to Improve database Operations, in the Proceedings of International Conference on Applications of IT in South Asian Languages AKSHARA – 94, pp 249-252, New Delhi India, 1994.