Dr. G.S. Mahalakshmi

CED Related Activities

CED & EDII-TN Related Activities

Machine Learning, Artificial Intelligence, Text Mining, Natural Language Processing, Knowledge Representation, Indian Logic, Social Network Analysis, Bibliometrics

Research Guidance

M.E. / M.Tech. : 35           Ph.D.: 7 (completed) + 2 (on-going)

Ph.D. Supervision (Completed)

1. Agasta Adline A.l – Graph based Generation of Research Article Summaries using Definition Extraction
2. Koquilamballe K – Identification of Power Users in Twitter for Tweet Recommendations
3. Siva R-Measuring Scientific Influence Using Quality Citations
4. Muthuselvi G – Unsupervised Approaches for Mining Author Contributions in Scientific Manuscripts
5. Betina Antony J – Semantic Role Labelling for Information Extraction of Tamil Biomedicine
6. Vani V – Generation of Test Cases from UseCases
7. Sreeja PS-Towards a Computational Model for Poetry Emotion Recognition

Ph.D. Supervision (On-going) 

1. Niyati Kumari Behera – Enrichment of a medicinal Plant Ontology using IE from Biomedical Literature
2. Hemadharsana S – Unsupervised approaches for Analysing Research Papers Semantics & Research Collaborations via scientific Articles in Bio-Medicine

Google Scholar Profile
https://scholar.google.co.in/citations?user=k2EOtu0AAAAJ&hl=en

2019

1. Mahalakshmi G.S., Muthu Selvi G., Sendhilkumar S. (2019) Hierarchical Modeling Approaches for Generating Author Blueprints. In: Panigrahi B., Trivedi M., Mishra K., Tiwari S., Singh P. (eds) Smart Innovations in Communication and Computational Sciences. Advances in Intelligent Systems and Computing, vol 669. Springer, Singapore.
2. Mahalakshmi G.S., Muthu Selvi G., Sendhilkumar S. (2019) Measuring Authorial Indices from the Eye of Co-author(s). In: Panigrahi B., Trivedi M., Mishra K., Tiwari S., Singh P. (eds) Smart Innovations in Communication and Computational Sciences. Advances in Intelligent Systems and Computing, vol 669. Springer, Singapore.
3. Kumari, B. N., & Mahalakshmi, G. S. (2019). A cloud based knowledge discovery framework, for medicinal plants from PubMed literature. Informatics in Medicine Unlocked, 100226.
4. Balaji, A., Sendhilkumar, S., & Mahalakshmi, G. S. (2019). Ubicando el mejor camino semántico usando el análisis de proximidad de la cocitación. Biblios: Journal of Librarianship and Information Science, (74), 15-28.
5. Mahalakshmi, G. S. (2019, April). PERC-An Emotion Recognition Corpus for Cognitive Poems. In 2019 International Conference on Communication and Signal Processing (ICCSP) (pp. 0200-0207). IEEE.
6. Balaji, A., Sendhilkumar, S., & Mahalakshmi, G. S. (2019). Tracing best semantic path using co-citation proximity analysis. Biblios: Revista electrónica de bibliotecología, archivología y museología, (74), 15-28.
7. Kumar, V. V., Sendhilkumar, S., & Mahalakshmi, G. S. (2019). Improving Accuracy of Short Text Categorization Using Contextual Information. In Progress in Advanced Computing and Intelligent Engineering (pp. 281-292). Springer, Singapore.
8. Smitha E.S., Sendhilkumar S., Mahalakshmi G.S. (2019) A Methodology for Meme Virality Prediction. In: Smys S., Bestak R., Chen JZ., Kotuliak I. (eds) International Conference on Computer Networks and Communication Technologies. Lecture Notes on Data Engineering and Communications Technologies, vol 15. Springer, Singapore.
9. Behera, N. K., & Mahalakshmi, G. S. (2019). Medicinal Plant Information Extraction System—A Text Mining-Based Approach. In Progress in Advanced Computing and Intelligent Engineering (pp. 215-226). Springer, Singapore.
10. Antony, J. B., Mahalakshmi, G. S., Priyadarshini, V., & Sivagami, V. (2019). Entity Relation Extraction for Indigenous Medical Text. In Smart Innovations in Communication and Computational Sciences (pp. 153-162). Springer, Singapore.

2018

11. Behera Niyati Kumari, Mahalakshmi G.S., “An Analytical Framework For Indian Medicinal Plants and Their Disease Curing Properties”, In Computational Vision and Bio Inspired Computing. LNCS Springer.
12. Betina Antony J, G. S. Mahalakshmi, Tree-based Mining of Semantically Related Words in Tamil Biomedicine, NGCT 2018.
13. Christiyana Arulselvi, S. Sendhilkumar and G. S. Mahalakshmi (2018), Hybrid User Recommendation in Online Social Network, Computational Vision and Bio Inspired Computing, Part of the Lecture Notes in Computational Vision and Biomechanics book series (LNCVB, volume 28), pp 134-151.
14. G S Mahalakshmi, Agasta Adline and S. Sendhilkumar, Definition learning via HMM, Springer International conference on Computer Networks and Inventive Communication Technologies (ICCNCT – 2018), Springer Lecture Notes on Data Engineering and Communications Technologies, 2018.
15. G S Mahalakshmi, S. Sendhilkumar and E. S. Smitha, Measuring Social Sarcasms on GST, In Computational Vision and Bio Inspired Computing, LNCS, 2018.
16. S. Mahalakshmi, G. MuthuSelvi, S. Sendhilkumar, P.Vijayakumar, Yongxin Zhu, Victor Chang, Sustainable Computing Based Deep Learning Framework for Writing Research Manuscripts, IEEE TRANSACTIONS ON SUSTAINABLE COMPUTING,  2018
17. S. Mahalakshmi, G. MuthuSelvi and S. Sendhilkumar, “Cognitive Author Topic Models for measuring author contributions in Scientific Manuscripts”, In Computational Vision and Bio Inspired Computing. LNCS, Springer. 2018.
18. S. Mahalakshmi, G. MuthuSelvi and S. Sendhilkumar, “Generation of Author Topic Models using LDA”  Computational Vision and Bio Inspired Computing, Part of the Lecture Notes in Computational Vision and Biomechanics book series (LNCVB, volume 28),2018, pp. 837-848
19. S. Mahalakshmi, G. MuthuSelvi and S. Sendhilkumar, “Gibbs Sampled Hierarchical Dirichlet Mixture Model based Approach for Clustering Scientific Articles” ICACNI-2018, Proceedings of the 5th International Conference on Advanced Computing, Networking, and Informatics, Volume Editors: Pankaj K. Sa, Sambit Bakshi, Zhiyong Zhang, Ioannis K. Hatzilygeroudis, and Manmath N. Sahoo in Advances in Intelligent Systems and Computing, Springer, Ahmedabad, 2018.
20. S. Mahalakshmi, G. MuthuSelvi and S. Sendhilkumar, “Measuring author contributions via LDA”,  Springer International conference on Computer Networks and Inventive Communication Technologies (ICCNCT – 2018), Springer Lecture Notes on Data Engineering and Communications Technologies, 2018.
21. S. Mahalakshmi, R. Siva, and S. Sendhilkumar, On the Expressive Power of Scientific Manuscripts, IEEE TRANSACTIONS ON EMERGING TOPICS IN COMPUTING – SPL. ISSUE ON SCHOLARLY BIG DATA,  2018
22. Megala S Kannan, Mahalakshmi G S ,Smitha E S, Sendhilkumar S,” A Word Embedding Model for Topic Recommendation”, Springer International conference on Computer Networks and Inventive Communication Technologies (ICCNCT – 2018), Springer Lecture Notes on Data Engineering and Communications Technologies, 2018.
23. Smitha E.S, Sendhilkumar S. and Mahalakshmi G S, A Methodology for Meme Virality Prediction, Springer International conference on Computer Networks and Inventive Communication Technologies (ICICCT – 2018), Springer Lecture Notes on Data Engineering and Communications Technologies, 2018.
24. Smitha, E.S., Sendhilkumar, S. and Mahalakshmi, G.S., 2018. Meme Classification Using Textual and Visual Features. In Computational Vision and Bio Inspired Computing (pp. 1015-1031). Springer, Cham.
25. Smitha, E.S., Sendhilkumar, S. Mahalakshmi, G.S. and Krithikha Sanju S., 2018. Short text Topic Modeling via Generative Temporal Clustering, In Computational Vision and Bio Inspired Computing. LNCS Springer.
26. Sreeja, PS, & Mahalakshmi, GS, “Creation of Poem Emotion Recognition Corpus”, AICV 2018.
27. Sreeja, PS, & Mahalakshmi, GS, “Semantic-based Poem Emotion Recognition System”, NGCT 2018.
28. S. Mahalakshmi, S. Hemadharsana, G. MuthuSelvi and S. Sendhilkumar, 2018. Learning Deep Topics of Interest, In Computational Vision and Bio Inspired Computing. LNCS Springer.
29. S. Mahalakshmi, Ravi Kiran, Makesh Narasimhan and S. Sendhilkumar, 2018. Exploiting Bi-LSTMs for Named Entity Recognition in Indian Culinary Science, NGCT 2018.

2017

1. Behera Niyati Kumari,Mahalakshmi G.S., “Nyaya Based Automatic Quality Value Classifier for Concept Enrichment”, Asian Journal of Research in Social Sciences and Humanities,Vol.7, Issue 3,pp 449-459,2017
2. S. Mahalakshmi, G. MuthuSelvi, and S. Sendhilkumar, “Measuring Authorial Indices from the Eye of Co-Author(s)”,  International Conference on Smart Innovations in Communications and Computational Sciences (ICSICCS-2017)organizing by North West Group of Institutions, Moga, Punjab, India during 23-24 June 2017, Springer Book Series on “Advances in Intelligent Systems and Computing
3. S. Mahalakshmi, G. MuthuSelvi, and S. Sendhilkumar, “Hierarchical Modeling Approaches for Generating Author Blueprints”,  International Conference on Smart Innovations in Communications and Computational Sciences (ICSICCS-2017)organizing by North West Group of Institutions, Moga, Punjab, India during 23-24 June 2017, Springer Book Series on “Advances in Intelligent Systems and Computing
4. Betina Antony J, G.S. Mahalakshmi, V.Priyadharshini and V.Sivagami.”Entity Relation Extraction for biomedical text”, International Conference on Smart Innovations in Communications and Computational Sciences (ICSICCS-2017)organizing byNorth West Group of Institutions, Moga, Punjab, India during 23-24 June 2017, Springer Book Series on “Advances in Intelligent Systems and Computing
5. G S Mahalakshmi, G Muthuselvi, , and S. Sendhilkumar, A Bibliometric Analysis Of Journal Of Informetrics – A Decade Study, International Journal of Control theory and applications, 2017
6. G Muthuselvi, G S Mahalakshmi, and S. Sendhilkumar, An Investigation on Collaboration Behavior of highly Cited Authors in Journal of Informetrics (2007-2016), Journal of Computational Theoretical Nanoscience, 2017
7. Vasantha Kumar, S. Sendhilkumar, and G.S. Mahalakshmi, Author similarity identification using citation context  and proximity, International Journal of Control theory and applications, 2017
8. Vasantha Kumar, S. Sendhilkumar, and G.S. Mahalakshmi A Power-graph based approach to Detection of Research Communities from Co-Authorship Networks, Journal of Computational Theoretical Nanoscience, 2017
9. G S Mahalakshmi, Koquilamballe K. and S. Sendhilkumar, Modeling Power users in Twitter, International Journal of Control theory and applications, 2017
10. Mahalakshmi G.S. and Vani V, Test Lifecycle in BDD, International Journal of Control theory and applications, 2017
11. Srivani M, S. Sendhilkumar and Mahalakshmi G.S., Generation of word cloud using document topic models, International Journal of Control theory and applications, 2017
12. Mahalakshmi G.S. and Vani V, Theoretical verification of test cases for Behavior Driven Development, International Journal of Control theory and applications, 2017
13. Mahalakshmi G.S., Koquilamballe K and Sendhilkumar S., Influential user detection in twitter using tweet quality analysis International Journal of Control theory and applications, 2017
14. Betina Antony J, G. S. Mahalakshmi, ” GRAPHON Tamil to English Transliteration for Tamil Biomedicine”, International Journal of Control theory and applications, 2017
15. Balaji, S. Sendhilkumar and Mahalakshmi G.S., Finding related research papers using semantic and co-citation proximity analysis, Journal of Computational Theoretical Nanoscience, 2017
16. Koquilamballe and Mahalakshmi G.S, Twitter Recommendation Systems – A topological and Interest oriented approach, Journal of Computational Theoretical Nanoscience, 2017
17. Agasta Adline, G.S. Mahalakshmi and S. Sendhilkumar, Graph based Generation of Research Paper Summaries, Journal of Computational Theoretical Nanoscience, Vol. 14, 2017
18. Sreeja, PS & Mahalakshmi, GS , ‘Concept Identification from Poems,’ in Proceedings of Second International Conference on Recent Trends and Challenges in Computational Models (ICRTCCM’17), University college of Engineering Tindivanam, Tindivanam,India,  (IEEE accepted), 2017
19. Betina Antony J, & G S Mahalakshmi, “Tree-based Mining of Semantically Related Words in Tamil Biomedicine”, ACM COMPUTE’17 (in Proceeding).
20. Mahalakshmi, G. S., Koquilamballe K., & Sendhilkumar, S. (2017, February). Influential Detection in Twitter Using Tweet Quality Analysis. In Recent Trends and Challenges in Computational Models (ICRTCCM), 2017 Second International Conference on (pp. 315-319). IEEE.
21. Sreeja PS & Mahalakshmi GS 2017, ‘Using Weighted Graph for Identifying Emotion Flow from Poems’. In Recent Advances & Applications in Computer Engineering (RAACE), Jaipur, 2017, CCIS Series of Springer.

2016

1. S. Mahalakshmi (2016), ‘Application of Nyaya to Intelligent Systems’, In: Bilimoria P., Hemmingsen M. (eds) Chapter in Comparative Philosophy and J.L.Shaw, Vol 13 of the series Sophia Studies in Cross-cultural Philosophy of Traditions and Cultures, pp 225-243.
2. Mithun Chakaravarrti, Mithul Mathivanan, G.S. Mahalakshmi, J. Betina Antony and S. Sendhilkumar. Scene Change Detection Approaches Over UT Interaction Dataset. Aust. J. Basic & Appl. Sci., 10(2): 60-66, 2016
3. Koquilamballe and Mahalakshmi G.S.,Twitter Trending Topic Detection,First International Conference on Recent Trends and Challenges in Computational Models,  University college of Engineering, Tindivanam, ARPN journal of Engineering and Applied sciences, 2016
4. Agasta Adline A L, Mahalakshmi G.S., Harish M and S. Sendhilkumar, Using semantic fields for generating research paper summaries, CIC 2016, Special Issue International Journal of Computer Science and Information Security (IJCSIS), Vol 14,p. 30-35, 2016.
5. Betina Antony J, G. S. Mahalakshmi, “Two Run Morphological Analysis for POS Tagging of Untagged Words”, CIC 2016 Special Issue International Journal of Computer Science and Information Security (IJCSIS), Vol 14, pp 54 -58, 2016
6. Sreeja, PS & Mahalakshmi, GS , ‘Comparison of Probabilistic Corpus-Based Method and Vector Space Model for Emotion Recognition from Poems’, Asian Journal of Information Technology, vol.15, no.5, pp.908-915.(2016)
7. Sreeja, PS & Mahalakshmi, GS , ‘Emotion Recognition from Poems by Maximum Posterior Probability,’ Special Issue International Journal of Computer Science and Information Security (IJCSIS), vol.16, no.CIC 2016, pp.36-43.(2016)
8. Siva, G.S. Mahalakshmi and S. Sendhilkumar, Discovering citation manipulation via delayed citation recognition, Asian Journal of Information Technology, Year: 2016 | Volume: 15 | Issue: 12 | Page No.: 1964-1969
9. Behera N.K., Mahalakshmi G.S. (2016) CSCR-A Context Sensitive Concept Ranking Approach. In: Shetty N., Prasad N., Nalini N. (eds) Emerging Research in Computing, Information, Communication and Applications 2016, Bangalore. Springer, New Delhi, 2016. pp. 245-252
10. G Sumathi, S Sendhilkumar, GS Mahalakshmi, Hybrid Recommendation System using Particle Swarm Optimization and User Access Based Ranking, Proceedings of Int. Conf. on Informatics and Analytics, Pondicherry 2016, p. 68.
11. AC Arulselvi, S SendhilKumar, GS Mahalakshmi, Provenance based Trust computation for Recommendation in Social Network, Proceedings of Int. Conf. on Informatics and Analytics,Pondicherry  2016, p. 114.
12. R Maivizhi, S Sendhilkumar, GS Mahalakshmi, A Survey of Tools for Community Detection and Mining in Social Networks, Proceedings of Int. Conf. on Informatics and Analytics, Pondicherry 2016, p. 71.
13. Sreeja, PS & Mahalakshmi, GS, ‘Emotion Models- A review’ in Proceedings of International Conference on Intelligent Computing and Applications ICICA 16. DY Patil College of Engineering, Pune, India, (International journal of Control Theory and Applications)(2017)
14. S. Mahalakshmi, G. MuthuSelvi and S. Sendhilkumar, “Authorship Analysis of JOI Articles (2007-2016)”, International Journal of Control Theory and Applications, 9(10), 2016, pp. 1-11 ISSN: 0974-5572
15. MuthuSelvi, G.S. Mahalakshmi and S. Sendhilkumar, “Author attribution using Stylometry for Multi-author Scientific Publications”, Advances in Natural and Applied Sciences, 2016 June, 10(8): Pages: 42-47
16. Balaji A, S. Sendhilkumar, G.S. Mahalakshmi, Progressive Path Analysis using Optimized Discrete and Continuous Average Semantic Filters, Australian Journal of Basic and Applied Sciences, 10(2), Pages: 224-233, 2016.
17. G Sumathi, S Sendhilkumar and G S Mahalakshmi, Ranking Pages of Clustered Users using Weighted Page Rank Algorithm with User Access Period, International Journal of Intelligent Information Technologies (IJIIT), Volume 11, Issue 4, pp. 16 – 36, IGI Global , 2016.
18. Siva R, Mahalakshmi G.S. and S. Sendhilkumar, 1-hop Greedy cite order plagiarism detection, International Journal of Control theory and applications, 2017
19. Vasanthakumar, S Sendhilkumar and G.S. Mahalakshmi, Representing Modified Co-authorhsip Networks using power graphs,  Australian Journal of Basic and Applied Sciences, 10(2), special Pages: 240-249, 2016.
20. Betina Antony, J., and G. S. Mahalakshmi, “Content based Information Retrieval by Named Entity Recognition and Verb Semantic Role Labelling” Spl. Issue on IR and Recommendation systems, Journal of Universal Computer Science, (2016).

2015

1. Mahalakshmi, G. S., and AL Agasta Adline, “Boosting Formal Concept Analysis Based Definition Extraction via Named Entity Recognition’, Proceedings of the International Conference on CIDM, 20-21 December 2014 Part of Smart Innovation Systems &Technologies (SIST) Vol 33, Chapter in Computational Intelligence in Data Mining-Volume 3. Springer India, 2015. 87-98
2. Mahalakshmi, G. S., R. Siva, and S. Sendhilkumar, “Context Based Retrieval of Scientific Publications via Reader Lens.”, Proceedings of the International Conference on CIDM, 20-21 December 2014  Part of Smart Innovation Systems &Technologies (SIST) Vol 33, Chapter in Computational Intelligence in Data Mining-Volume 3. Springer India, 2015. 583-596
3. Sangeetha Chamundeswari and G.S.Mahalakshmi, ‘Enhancing Teaching Learning Professional Courses via M-Learning’, Proceedings of the International Conference on CIDM, 20-21 December 2014  Part of Smart Innovation Systems &Technologies (SIST) Vol 33, Chapter in Computational Intelligence in Data Mining-Volume 3. Springer India, 2015, 563-569
4. Rafeeque P C, Sendhilkumar S and Mahalakshmi G S, “Twitter Sentiment Analysis for Large Scale Data: An Unsupervised Approach”, Cognitive Computation, Springer, April 2015, Vol 7, Issue 2, pp. 254-262.
5. Sreeja , P.S. and  G.S.  Mahalaksmi., Applying  Vector  Space  Model  for  Poetic  Emotion  Recognition. Adv.  in  Nat. Appl. Sci., 9(6): 486-490, 2015
6. Vani, V., G. S. Mahalakshmi, and J. Betina Antony. “Graph based test case generation” , International Journal of Applied Engineering Research, Volume 10, Number 18 (2015) pp 39091-39100 (2015)
7. Vani, V., G. S. Mahalakshmi, and J. Betina Antony, “Named Entity Recognition for Automated Test case Generation”, International Arab Journal of Information Technology, 2015.
8. Mithul, Mithun C., Ijaz Ahmed and Mahalakshmi G.S., Semi-Autonomous Self Balancing Robots using PID, First International Conference on Recent Trends and Challenges in Computational Models,  University college of Engineering, Tindivanam, Australian Journal of Basic and Applied Sciences, 2015
9. Siva R. and Mahalakshmi G.S., Block Diagram Components Information Extraction and Grading of Research Paper based on Graphical Images, First International Conference on Recent Trends and Challenges in Computational Models,  University college of Engineering, Tindivanam, ARPN Journal of Engineering and Applied Sciences, 2015
10. Akshaya Kumar, BhagavathiRoshini, J. Betina Antony, and Mahalakshmi G.S., Domain Based Named Entity Recognition using Naive Bayes Classification, First International Conference on Recent Trends and Challenges in Computational Models,  University college of Engineering, Tindivanam, Australian Journal of Basic and Applied Sciences, 2015
11. JeganMuthiah, Haran Nath, J. Betina Antony, G.S. Mahalakshmi and S. Sendhilkumar, Improved Background Removal for Clothing Price Estimation, COMSE 2015, DCSE, Anna University, 2015. p 41 Research Report.
12. Agasta Adline and Mahalakshmi G.S., Extraction of scientific terms and their Definitions, First International Conference on Recent Trends and Challenges in Computational Models,  University college of Engineering, Tindivanam, ARPN journal of Engineering and Applied sciences, 2015, 2015
13. Sangeetha Chamundeswari, and Mahalakshmi G.S., Assessing citation relevance and polarity through a Combination of Semantic and Syntactic Information, First International Conference on Recent Trends and Challenges in Computational Models, University college of Engineering, Tindivanam, Australian Journal of Basic and Applied Sciences, 9(36) pp. 340-348. 2015
14. Betina Antony, J., and G. S. Mahalakshmi, “Content based Information Retrieval by Named Entity Recognition and Verb Semantic Role Labelling” Spl. Issue on IR and Recommendation systems, Journal of Universal Computer Science, (2015) 21(13), 1830-1848. july
15. Vani, V., G. S. Mahalakshmi, and J. Betina Antony. “Generation of Patterns for Test Cases.” Indian Journal of Science and Technology 8.24 (2015).pp. 1-6
16. Antony, J. Betina, and G. S. Mahalakshmi. “Challenges in Morphological Analysis of Tamil Biomedical Texts.” Indian Journal of Science and Technology 8.23 (2015) pp. 1-4

2014

1. Sendhilkumar, K. Selvakumar and G. S. Mahalakshmi, Application of Fuzzy Logic for User Classification in Personalized Web Search, International Journal on Cybernetics & Informatics, Vol. 3, No. 3, pp: 23-49, 2014
2. Betina Antony, J., and G. S. Mahalakshmi. “Named entity recognition for tamil biomedical documents”.  (ICCPCT), 2014 International Conference on Circuit, Power and Computing Technologies(ICCPCT), 2014, IEEE, 2014 pp. 1571-1577.

2013

1. Mahalakshmi G.S., Sendhilkumar S. (2013) Optimizing Research Progress Trajectories with Semantic Power Graphs. In: Maji P., Ghosh A., Murty M.N., Ghosh K., Pal S.K. (eds) Pattern Recognition and Machine Intelligence. PReMI 2013. Lecture Notes in Computer Science, vol 8251. Springer, Berlin, Heidelberg. pp. 708-713
2. Sendhilkumar, Nachiyar S. Nandhini and G.S. Mahalakshmi, Novelty Detection via Topic Modeling in Research Articles, David C. Wyld (Eds) : ICCSEA, SPPR, CSIA, WimoA, SCAI – 2013 in proceedings of International conference ICCSEA 2013, chennai, 2013,pp.401-410
3. Sendhilkumar, Elakkiya E. and G.S. Mahalakshmi, Citation Semantic Based Approaches to Identify Article Quality,David C. Wyld (Eds) : ICCSEA, SPPR, CSIA, WimoA, SCAI – 2013  in proceedings of International conference ICCSEA 2013, chennai, 2013 pp. 411-420.
4. Antony, J. Betina, and G. S. Mahalakshmi. “Patti Vaithiyam—An Information Extraction System for Traditional Tamil Medicines.” Twelfth Tamil Internet Conference. 2013.
5. Sendhilkumar, G.S. Mahalakshmi, S. Harish, R. Karthik, M. Jagadish, and S. Dilip Sam, Assessing Novelty of Research Articles Using Fuzzy Cognitive Maps, Lecture notes on Intelligent Informatics, Springer-Verlag, Proceedings of the International Symposium on Intelligent Informatics ISI’12, Chennai, India, pp. 73–79, 2013
6. S. Mahalakshmi, S. Sendhilkumar, and S. Dilip Sam, Refining Research Citations through Context Analysis, Lecture notes on Intelligent Informatics, Springer-Verlag, Proceedings of the International Symposium on Intelligent Informatics ISI’12, Chennai, India, pp. 65–71, 2013.

2012

1. Deepika J. and Mahalakshmi G.S., Towards Knowledge based Impact Metrics for Open Source Research Publications, International Journal on Internet and Distributed Computing Systems, Vol. 2, No. 1, 2012, pp. 102-108
2. Mahalakshmi G.S., Dilip Sam S. and Sendhilkumar S., Establishing Knowledge Networks via Analysis of Research Abstracts, Special Issue of Journal of Universal Computer Science (JUCS) on “Advances on Social Network Applications”, Vol. 18, No. 8 (2012), pp. 993-1021
3. Mahalakshmi G.S., Dilip Sam S. and Sendhilkumar S., Mining Research Abstracts for Exploration of Research Communities, ACM Compute 2012. – December 2012 Article 6, 10 pages
4. Agasta Adline and Mahalakshmi G.S., A Recommender System for Wiki Pages: Usage Based Rating Approach, International Conference on Recent Trends in Information Technology (ICRTIT), 2012. pp. 553-558
5. Sendhilkumar S., Dilip sam and Mahalakshmi G.S. Enhancement of Co-authorship networks with content similarity information, International Conference on Advances in Computing, Communications and Informatics, ICACCI, 2012 , ACM digital library, pp.1225-1228.

2011

1. S. Mahalakshmi, S. Sendhilkumar, Alagu Irulappan, Preethan Mirinda, and Gnanasekaran, Comparative Evaluation Of Ontology-Based Automatic Reference Tracking, International Journal of Networking and Virtual Organizations (IJNVO): Special issue on Open source Intelligence and Web Mining, Inderscience Publishers, Vol. 8, No. 1 / 2, 2011, pp. 142-157
2. Sendhilkumar and G.S. Mahalakshmi, Context based Citation Retrieval, International Journal of Networking and Virtual Organizations (IJNVO): Special issue on Open source Intelligence and Web Mining, Inderscience Publishers, Vol. 8, No. 1 / 2, 2011, pp.98-122
3. Deepika J., Archana V, Bagyalakshmi V, Preethi P and Mahalakshmi G.S., A Knowledge Based Approach to Detection of Idea Plagiarism in Online Research Publications, International Journal on Internet and Distributed Computing Systems, Vol. 1, No. 2, 2011, pp. 51-61
4. Syed Mudhasir Y., Deepika J., Sendhilkumar S. and Mahalakshmi G.S., Near Duplicates Detection and Elimination based on Web Provenance for effective Web Search, International Journal on Internet and Distributed Computing Systems, Vol. 1, No. 1, 2011, pp. 22-32.
5. Senthilkumar S, Chaitanya Duvvuru and Mahalakshmi G.S., Hold mode based Dynamic Priority Load adaptive Interpiconet Scheduling for Bluetooth Scatternets, ICTACT Journal on Communication Technology, vol 2, Issue 3, 2011
6. Agasta Adline, Deepika J, and Mahalakshmi G.S., A Novel Framework for E-learning Content Evaluation, 3rd International Conference on Advanced Computing (ICoAC 2011), December 2011, pp. 346-352
7. Deepika J. and Mahalakhsmi G.S., Journal Impact Factor – A measure of quality or popularity? – in proc. of int. conf. IICAI spl session on Advances in Web Intelligence and Data Mining – December 14-16 2011 PP.1138-1157
8. Deepika J. and Mahalakhsmi G.S., Comparative Evaluation of Text similarity Detection in Research Publications – in proc. of int. conf. IICAI spl session on Advances in Natural Language Computing – December 2011 , PP.1747-1760
9. Madhuri Gopal, Mahalakshmi G.S. and Vani V., Knowledge management for software projects – in proc. of int. conf. IICAI spl session on Artificial Intelligence in Software Testing, Quality and Reliability – December 2011 , PP 709-724.

2010

1. S. Mahalakshmi and S. Sendhilkumar, Kanithal Adippadai, கணித்தல்அடிப்படை, Anna University Chennai, 2010.
2. Sendhilkumar and G.S. Mahalakshmi, Kanini Mozhiyiyal, கணினிமொழியியல், Anna University Chennai, 2010.
3. Mahalakshmi G.S. and Geetha T.V. (2010), ‘Representing Knowledge effectively using Indian Logic’, Chapter in E-book on Advanced Knowledge based systems – Models, Applications and Research, edited by Priti Srinivas Sajja and Rajendra Akerkar, Technomathematics Research Foundation, India. Vol. 1, PP. 12-28.
4. Mahalakshmi G.S. and Geetha T.V., (2010) Multi-Robot Learning using Non-deterministic Argument Games, International Journal of Autonomous and Adaptive Communication Systems (IJAACS), Inderscience Publishers, Vol. 3, No. 4, pp. 439-463
5. Mahalakshmi G.S. and Sendhilkumar S., Developing Concept Maps to aid Pre-collegiate Learning and Assessment in Tamil, Minmanjari e-Magazine, October 2010, pp. 18-27.
6. Mahalakshmi G.S. and Geetha T.V., Adapting Nannool To Identify Additional Defeat Strategies And Refutation Techniques For Argument Gaming ,  Minmanjari e-Magazine, October 2010, pp. 42-52.
7. Vidya S. and Mahalakshmi G.S., Detection of Metaphors in Tamil Descriptive Passages, Minmanjari e-Magazine, October 2010, pp. 60-73
8. P, Siva Shankari.M , Subhatra Priyadarshini.R and Mahalakshmi G.S., Vaasagi – The Story Analyzer for Tamil, Minmanjari e-Magazine, October 2010, pp. 74-82.
9. Mahalakshmi G.S., Sendhilkumar S., and Shankar Balachandran, பொருளடிப்படையில்அமைக்கப்பட்ட தமிழ் உரைகளைப் பகுத்தாயும் கனிமம் – ‘Evaluation of Descriptive Passages using Concept Maps’, Proc. of Tamil Internet Conference 2010 in connection with World Classical Tamil Conference 2010, June 23-27, pp.567-571
10. Mahalakshmi G.S., Sendhilkumar S. and Prakash, தமிழ்இலக்கணத்தை அறிந்து கொள்ள தானியங்கி அமைப்பு – Automated Identification of Grammatical Patterns for Tamil Poems, Proc. of Tamil Internet Conference 2010 in connection with World Classical Tamil Conference 2010, June 23-27, pp.260-266
11. Faseela Fasal and Mahalakshmi G.S. (2010), ‘Modeling Multi-agent Interaction Using Argument Based Communication’, National Conference on Machine-Learning and Computing, Sri Venkateswara College of Engineering, Sriperumpudur, May 12, 2010
12. Mahalakshmi G.S. and Deepika J., Author Quality Assessment of Open-Source Research Publications, Research Poster in I-CARE 2010 IBM Collaborative Academia Research Exchange Workshop, Bangalore, October 22, 2010.

2009

1. Mahalakshmi G.S. and Geetha T.V. (2009), ‘An Indian Logic based Approach to Defect Exploration in Argument Gaming for Knowledge Sharing’, in book series’ “Studies in Logic” edited by Mihir K. Chakraborty, Benedikt Löwe, Madhabendra Nath Mitra, and Sundar Sarukkai, College Publications, London.
2. Mahalakshmi G.S., Karpagaraj M. and Geetha T.V. (2009), ‘An Indian Logic-Based Knowledge-Sharing Architecture for Virtual Knowledge Communities’, International Journal of Networking and Virtual Organisation (IJNVO)–special edition: Virtual Learning and Knowledge Sharing, Inderscience Publishers, Vol. 6, No. 2, pp 177-198
3. Mahalakshmi G.S. and Geetha T.V. (2009), ‘Argument Based Learning Communities’, KB Systems, Spl. issue on AI in Blended Learning, Elsevier, Volume 22 ,  Issue 4, Pages: 316-323, May
4. Mahalakshmi G.S. and Geetha T.V. (2009), ‘Requirements Elicitation by Defect Elimination: An Indian Logic Perspective’, International Journal of Software Science and Computational Intelligence, IGI Publications, Vol. 1, No. 2, pp. 73-90, April-June 2009
5. Mahalakshmi G.S. and Geetha T.V. (2009), ‘An Indian Logic-based Argument Representation Formalism For Knowledge-sharing’, The LOGIC Journal of IGPL, Oxford University Press, Vol. 17, No. 1, pp. 55-76.
6. Mahalakshmi G.S. and Geetha T.V. (2009), ‘Prediction of Counter-Arguments using Indian Logic’, INFOCOMP Journal of Computer Science, Vol. 8, No. 2 pp. 1-10
7. Sendhilkumar S., Mahalakshmi G.S. and Rajasekar S.N. (2009), ‘Ontology based Automatic Query Refinement’, International Journal of Artificial Intelligence and Soft Computing, Inderscience Publishers, Vol. 1, Number 2-4, pp. 316 – 337
8. S.  Mahalakshmi, T. Kannapiran, R. Santosh Babu and S. Prabhu (2009), Simulation of Fire Rescue Using Autonomous Robot Swarms, Journal of Hybrid Computing Research, , Vol. 2, Issue 2, July-Dec. pp. 43-50
9. S.  Mahalakshmi, S. Sendhilkumar, Alagu Irulappan, Preetham Mirinda (2009), Ontology Based Relevance Analysis for Automatic Reference Tracking, International Journal of Computer Applications in Technology (IJCAT): Special Issue on Computer Applications in Knowledge-Based Systems, ISSN 0952-8091, Vol. 35, Nos. 2/3/4, pp. 165-173.
10. Mahalakshmi G.S., Ranjani Parthasarathi and Geetha T.V. (2009), ‘Relevance of Nyaya philosophy to modern life’, Bulletin of R. K. Mission Institute of culture.
11. Sathyamurthy K., Geetha T.V. and Mahalakshmi G.S. and. (2009), ‘Design of Teaching – Learning System based on Indian Logic’, Proceedings of IADIS International Conference on e-learning, Portugal.
12. Mahalakshmi G.S., T. Kannapiran, Santosh Babu, and Prabhu (2009), ‘Simulation of Fire Rescue with Fire Spread using Autonomous Robot Swarms’, Proceedings of 4th Indian International Conference on Artificial Intelligence,IICAI 2009,Tumkur, Karnataka, India, pp. 616-629.
13. Mahalakshmi G.S. and Geetha T.V. (2009), ‘Formal Definitions Of Reason Fallacies To Aid Defect Exploration In Argument Gaming’, Proc. of Third Indian conference on logic and applications, (Eds.) R. Ramanujam and Sundar Sarukkai, Springer LNAI 5378, FoLLI series, pp. 243-256
14. Mahalakshmi G.S., Geetha T.V., Arun Kumar, Dinesh Kumar and Manikandan (2009), ‘Gautama – Ontology editor based on Nyaya Logic’, Proc. of Third Indian Conference on Logic and Applications,  Ramanujam R. and Sundar Sarukkai (eds.), Springer LNAI 5378, FoLLI series, pp. 232-242.

2008

1. S. Mahalakshmi and S. Sendhilkumar, Automatic Reference Tracking System, Handbook of Research on Text and Web Mining Technologies, edited by Min Song and Yi-Fang Wu, Idea Group Inc., USA, Vol. II, Section IV, Chapter XXIX, pp. 483-499, 2008.
2. Mahalakshmi G.S. and Geetha T.V. (2008), ‘An algorithm for Knowledge Sharing by Procedural Argument Representations based on Indian Philosophy’, International Journal of Computer, Mathematical Sciences and Applications, IJCMSA, Vol. 1, No. 3-4, pp. 253-267.
3. Mahalakshmi G.S. and Geetha T.V. (2008), ‘Gurukulam-Reasoning based Learning System using Extended Description Logics’, Dr. Estrella Pulido and Dr. Maria D. R-Moreno (eds.), International Journal of Computer Science and Applications (IJCSA) – Special Issue on New Trends on AI techniques for Educational Technologies, Technomathematics Research Foundation , Vol. 5, No. 2, pp. 14-32.
4. Mahalakshmi G.S. and Geetha T.V. (2008), ‘Modeling Uncertainty in Refutation Selection–A POMDP based approach’, Journal of Uncertain Systems – special issue on “Advances in uncertain theory and its applications”, Vol. 2, No. 3, pp. 223-240.
5. Mahalakshmi G.S. and Geetha T.V. (2008), ‘Reasoning and Evolution of consistent ontologies using NORM’, International Journal of Artificial Intelligence : Special Issue on Theory and Applications of Soft Computing, Indian Society for Development and Environment Research, Vol. 2, No. S09, pp. 77-94.
6. Rajasekar S.N., Mahalakshmi G.S., Sendhilkumar S. and Geetha T.V. (2008), ‘Indian logic Ontology Based Automatic Query Refinement, International Journal of Artificial Intelligence spl. issue on Theory and Applications to soft computing’, Indian Society for Development and Environment Research, Vol. 8, No. A08, pp. 111-132.
7. Harish M., Anandavelu N., Anbalagan N., Mahalakshmi G.S. and Geetha T.V. (2008), ‘Strategies for Peer Selection with P2P Trust Management’, International Journal of Advanced Computer Engineering (IJACE), Taiwan, Vol. 1, No. 1, pp. 5-12.
8. Mahalakshmi G.S. and Geetha T.V. (2008), ‘Multi-agent knowledge sharing using Argumentation’, Anna University News Bulletin, Chapter: Infocus, Vol. 3, No. 8, pp. 23-26.
9. Suganya V. and Mahalakshmi G.S. and Geetha T.V. (2008), ‘Generating conceptual definitions from Indian logic based Argumentation’, 9th Conference on Computing – CORE 2008, Special Issue Journal: Research in Computing Science, Mexico, Vol. 34, pp. 141-152.
10. Harish M., Anandavelu N., Anbalagan N., Mahalakshmi  G.S. and Geetha T.V. (2008), ‘Result Evaluation Strategies for Peer Selection in P2P’, In Proceedings of ACM Compute 2008, organized by ACM Bangalore Chapter, Bangalore, India.
11. Mahalakshmi G.S. and Geetha T.V. (2008), ‘A Mathematical Framework for Discovering Reason fallacies in Arguments’, Poster presented in CIC 2008: 17th International Conference on Computing – jointly with the SMMSS 2008: 1st Symposium on Mathematical Modeling and System Simulation, Mexico.
12. Sendhilkumar S., Mahalakshmi G.S. and Vaakkeesan (2008), ‘Evaluation of semantic Wiki-s through Indian logic based argumentation’, Poster presented in CIC 2008: 17th International Conference on Computing – jointly with the SMMSS 2008: 1st Symposium on Mathematical Modeling and System Simulation, Mexico.
13. Mahalakshmi G.S. and Geetha T.V. (2008), ‘Application of Nyaya to Intelligent Systems,  International Seminar on the Philosophy Of J. L. Shaw’, The Society for Global Philosophy and Culture,  Presidency College, Kolkata, India., pp. 225-243.SCPT – VOL 13.
14. Suganya V. and Mahalakshmi G.S. (2008), ‘A Trust based Approach to Clustering and Communication in Military Robots’, in proceedings of the International Conference on Intelligent Systems & Networks (ISN-2008), Haryana, India, pp. 130-135.
15. Rajasekar S.N. and Mahalakshmi G.S. (2008), ‘Ontology based Automatic Query Refinement’, In Proceedings of Intelligent Systems and Networks, (ISN-2008), Haryana, India, pp. x-y.
16. Hemalatha, S. Sendhilkumar and G. S. Mahalakshmi, Automated citation: A Knowledge-based Approach, in proceedings of the International Conference on Intelligent Systems & Networks (ISN-2008), Haryana, India, pp:104-110, February 2008.

2007

1. S.  Mahalakshmi, S. Sendhilkumar and P. Karthik, Automatic Reference Tracking With On-Demand Relevance Filtering based on User’s Interest, Lecture Notes in Computer Science – Springer-Verlag, 2nd International Conference on Pattern Recognition and Machine Intelligence (PReMI ’07), Kolkata, India, Volume 4815/2007, pp: 349-356, December 2007.
2. Harish M., Mahalakshmi G.S. and Geetha T.V. (2007), ‘Design and Analysis of a Game Theoretic Model for P2P Trust Management’, In Distributed Computing and Internet Technology – Proceedings of the 4th International Conference on Distributed Computing and Internet Technology (ICDCIT 2007), edited by Tomasz Janowski and HrushikeshaMohanty, Lecture Notes in Computer Science series (Springer-Verlag Berlin Heidelberg), Volume 4882/2007, Bangalore, India, pp.110-115.
3. Balasubramaniam, M. Prathiban and G.S. Mahalakshmi (2007), Algorithmic Composition of Notes in Indian Classical Music, International Conference on Soft Computing techniques in engineering, SOFTECH – 07, Avinashilingam University for Women, Coimbatore, India.
4. Sowmiya P.R., Yuvapriya M. and Mahalakshmi G.S., (2007) Ontology based online conference Monitoring, International Conference on Soft Computing techniques in engineering, SOFTECH – 07, Avinashilingam University for Women, Coimbatore, India.
5. ChaitanyaDuvvuru and Mahalakshmi G.S., (2007) Traffic Adaptive Inter-Piconet Scheduling Algorithm for Bluetooth Scatternets, International Conference on Soft Computing techniques in engineering, SOFTECH – 07, Avinashilingam University for Women, Coimbatore, India.
6. Karthika C., Muthukarpagam R. Sudarmani P. and Mahalakshmi G.S., (2007) Agro Assist – A Bi-lingual Decision Support System for Sustained Agriculture , International Conference on Soft Computing techniques in engineering, SOFTECH – 07, Avinashilingam University for Women, Coimbatore, India.
7. PankajSaria, Praveen A. and Mahalakshmi G.S., (2007) JuSeR – Jumbled Sentences Rearranging System, , International Conference on Soft Computing techniques in engineering, SOFTECH – 07, Avinashilingam University for Women, Coimbatore, India.
8. Nandhini, M. TamilSelvi, M. Banu and G.S. Mahalakshmi, (2007) Moesam – An Automatic Weather Report Visualising System, International Conference on Soft Computing techniques in engineering, SOFTECH – 07, Avinashilingam University for Women, Coimbatore, India. Jan 2007.
9. Jayachitra S., Nandhini R. and Mahalakshmi G.S., (2007) Table Datum – An Automatic Order Processing System, International Conference on Soft Computing techniques in engineering, SOFTECH – 07, Avinashilingam University for Women, Coimbatore, India.
10. Mahalakshmi G.S. and Geetha T.V. (2007), ‘Navya-Nyaya Approach to Defect Exploration in Argument Gaming for Knowledge Sharing’,  In Proceedings of International Conference On Logic, Navya-Nyaya and Applications – A Homage To Bimal Krishna Matilal (ICLNNA ‘07), Jadavpur University, Calcutta, India, pp. 171-182.
11. Mahalakshmi G.S., DuggadAlokSuganchandji and Ranjithkumar R. (2007), ‘AKSHAR – Community Knowledge Sharing through Description Logics’, International Conference on Soft Computing Techniques in Engineering, SOFTECH–07, Avinashilingam University for Women, Coimbatore, India, pp. 291-297.
12. Saravanan K. and Mahalakshmi G.S. (2007), ‘Design And Implementation of an Ontology Based Approach to Automate Requirements Generation’, International Conference on Soft Computing Techniques in Engineering, SOFTECH–07, Avinashilingam Univ. for Women, India, pp. 301-307.
13. Mahalakshmi G.S., Anupama N., Chitra R. and Geetha T.V. (2007), Deepika – A Non-Monotonic Reasoning System Based On Indian Logic, International Conference on Soft Computing Techniques in Engineering, SOFTECH–07, Avinashilingam Univ. for Women, India, pp. 470-476.
14. Mahalakshmi G.S. and Geetha T.V. (2007), ‘I-KARe – A Rational Approach To Knowledge Acquisition And Reasoning Using Indian Logic Based Knowledge Models’, In Proceedings of the 3rd Indian International Conference on Artificial Intelligence (IICAI ‘07),  India, pp. 1206-1222.
15. Mahalakshmi G.S. and Geetha T.V. (2007), ‘The Logic of Reasoning by Procedural Argumentation for Knowledge Sharing’, In Proceedings of the International Conference on Computational Intelligence and Multimedia Applications–2007 (ICCIMA’07), India, IEEE CS Press, pp. 241-255.
16. Harish M., Mahalakshmi G.S. and Geetha T.V. (2007), ‘Game Theoretic Model for P2P Trust Management’, In Proceedings of the International Conference on Computational Intelligence and Multimedia Applications–2007 (ICCIMA’07), Sivakasi, India, IEEE CS Press.
17. PreethiJayaram, Savitha A. and G.S. Mahalakshmi, (2007) Multimedia Rhymes, Indian Conference on Intelligent Systems, ICIS 2007, DMI college of Engg., Allied Publishers, Chennai.
18. L. Sivavenkadesh, R.Kumaran and G.S. Mahalakshmi, (2007) Association Rule Mining for Performance Appraisals, National conference on Recent Advancements in Information Technology (NCRAIT 2007), Sri Ramakrishna college of engg. and tech., Coimbatore.
19. Prasannavenkatesh, C. Sanjay Raj and G.S. Mahalakshmi, (2007) MatrIX – A Simple Matrimonial Information Extraction System, National conference on Recent Advancements in Information Technology (NCRAIT 2007), Sri Ramakrishna college of engg. and tech., Coimbatore.
20. M. Gayathri, M. Usharani and G.S. Mahalakshmi, (2007) Aestheticscoper – a Desktop Ambient Intelligence System, National conference on Recent Advancements in Information Technology (NCRAIT 2007), Sri Ramakrishna college of engg. and tech., Coimbatore.

2006

1. S.  Mahalakshmi and S. Sendhilkumar (2006), Intelligence Gathering from Online NEWS Documents, In proceedings of the First IEEE International Conference on Digital Information Management (ICDIM ‘06), Bangalore, India, pp: 436 – 441.
2. S.  Mahalakshmi and S. Sendhilkumar (2006), Design and Implementation of an Online Reference Tracking System, In proceedings of the First IEEE International Conference on Digital Information Management (ICDIM ‘06), Bangalore, India, pp: 418 – 423.
3. Mahalakshmi G.S. and Geetha T.V. (2006), ‘A Mathematical Model for Argument Procedures based on Indian Philosophy’, Proc. of International Conf. Artificial Intelligence and Applications (AIA 2006) as part of the 24th IASTED International Multi-Conference Applied Informatics (AI 2006), Innsbruck, Austria, pp. 311-316
4. Mahalakshmi G.S. and Geetha T.V. (2006), ‘Architecture of Indian-logic based Procedural Argumentation System for Knowledge Sharing’, Proceedings of IEEE SMC United Kingdom and Republic of Ireland Chapter Conference on Advances in Cybernetic Systems (AICS 2006), Sheffield Hallam University, UK, pp. 160-164
5. Mahalakshmi G.S. and Saravanan K. (2006), ‘An Ontology Guided Approach to Automate Requirements Generation’, In Proc. of National Conference on Recent Advances in Computing, NCRAC ’06, Allied Publishers, Coimbatore, India, pp. 224-231.

2004

1. Mahalakshmi G.S. and Geetha T.V. (2004), ‘A comparative analysis and classification of reasoning paradigms’, Knowledge Based Computer Systems (KBCS), pp. 429-439.

2003

1. Aghila G., Mahalakshmi G.S. and Geetha T.V. (2003), ‘KRIL – A Knowledge Representation System based on Nyaya Shastra using Extended Description Logics’, VIVEK Journal, Vol. 15, No. 3, pp. 3-18.

2002

1. Mahalakshmi G.S., Aghila G. and Geetha T.V. (2002), ‘Multi-level ontology representation based on Indian Logic System’, 4th International Conference on South Asian Languages ICOSAL-4, India, pp. 4-15.

Teaching Profession

Administration Profession

Associate Editor, Mimanjari – an official Magazine on Tamil computing from INFITT (June 2010 –March 2012)

Co-Chair of the Special Session on Advances in Natural Language Computing Dec 2011, 5^th Indian International Conference on Artificial Intelligence, Bangalore, INDIA

Active member in UG and PG syllabus revision committee and designed syllabi for Anna University & Affiliated Engg. Colleges