Educational Qualification

B.E CSE Thiagarajar College of Engineering 2000
M.E. Computer Science & Engineering Madurai Kamaraj University Thiagarajar College Of Engineering. Madurai – 15 2003
Ph.D Information and Communication Engineering / Computer Science Anna University of Technology, Madurai 2019


11-07-2000 to 10-02-2002 1.6 Part Time Lecturer Thiagaragar College of Engg
01-12-2009 to 02-02-2012 2.2 Assistant Professor Thiagarajar College of Engineering
07-07-2003 to 30-11-2009 6 Lecturer Thiagarajar College of Engineering
03-02-2012 to Till date 10 Assistant Professor Thiagarajar College of Engineering


  1. B.Subbulakshmi, M.Nirmaladevi, A.M.Rajeswari and M.Sivakumar, A GRAPH-BASED APPROACH FOR PERSONALIZED JOBRECOMMENDATION, BioGecko - A Journal for New Zealand Herpetology, Vol 12 Issue 03 2023, Page No: 4474 - 4486
  2. Subbulakshmi B, Deisy C;An adaptive algorithm for frequent pattern mining over data streams using diffset strategy, International Journal of Business Information Systems, Vol. 31, No. 1, 2019.
  3. Subbulakshmi B, Deisy C; An adaptive algorithm for frequent pattern mining over data streams using diffset strategy, International Journal of Business Information Systems, Vol. 31, No. 1, 2019, Inderscience.
  4. Mrs. B.Subbulakshmi,SK janene, MS keerthana, " Hybrid Classification for Sentiment Analysis of Movie Reviews", in International Journal of Engineering Sciences & Research Technology, Vol.7, No.4, April 2018
  5. B.Subbulakshmi, Hemavathi, " A Compressed Tree based approach for Frequent Itemsets Mining from Uncertain Data", in International Journal of Emerging Technologies in Computational and Applied Sciences, March-May 2013
  6. Mrs. B.Subbulakshmi, Ms. A. Periyanayaki, Dr. C.Deisy," Survey on Frequent Pattern Mining on Data Streams", in International Journal of Engineering Research & Technology, Vol. 2, Issue 12, Dec 2013.
  7. Mrs. B.Subbulakshmi, Dr. C.Deisy, An improved incremental algorithm for mining weighted class-association rules, International Journal of Business Intelligence and Data Mining, Vol. 13, No. 1/2/3,pp. 291-308, 2018, Inderscience.
  8. Mr. Vinoth, Mrs. B.Subbulakshmi, Mining of class association rules using a parallel approach, International Journal of Applied Engineering Research, Volume 10, Number 20 , 2015
  9. Mrs. B.Subbulakshmi, Ms. A. Periyanayaki, Dr. C.Deisy, Mining Frequent Patterns with Screening of Null Transactions Using Different Models, International Journal of Innovative Research in Science, Engineering and Technology, Volume 3, Special Issue 3, 2014
  10. B. Subbulakshmi, S.Padmavathi, Tailor-made Educational Model realizing Intended Learning Outcome to enhance competencies among Engineering graduates, Journal of Engineering Education Transformations, Special Issue Jan. 2018
  1. B.Subbulakshmi , M.Nirmala Devi,V Sriram, Srimathi, "A hybrid Machine learning model for House Price Prediction", 4th Innovative Product Design and Intelligent Manufacturing Systems -IPDIMS-22 25 AND 26th Nov 2022, NIT Rourkela.
  2. Subbulakshmi, B; Surya, Prabha PM; Sentimental Analysis using Naive Bayes Classifier, International Conference on Vision Towards Emerging Trends in Communication and Networking (ViTECoN), Mar 2019, IEEE.
  3. B. Subbulkshmi, Kannimalar, Harini Priya, Saranya, A machine learning approach for Personalized Job Recommendation System, International Conference on Communication and Intelligent System, NIT, Delhi, Dec 18-19, 2021.
  4. Subbulakshmi, B; Surya, Prabha PM; Seetha, Lakshmi V; Analysis of user emotions and opinion using Multinomial Naive Bayes Classifier, International conference on Electronics, Communication and Aerospace Technology (ICECA), pp. 410-415, Jun 2019, IEEE.
  5. B.Subbulakshmi, C.Deisy , Incremental Mining of Class Association Rules using Hash based approach , International Conference on Innovative Systems (ICIS 2016) Dec 2016.
  6. Mrs.B.Subbulakshmi, T.vijayalakshmi,Dr.C.Deisy, " Top Rank-K Frequent Itemset Mining usuing Diffnodeset:, in Research Conference on Data & Decision Science, Mar 2018
  7. Mrs.B.Subbulakshmi,Dr.C.Deisy,B.Dharani," Recent Weighted Maximal Frequent Itemsets Mining", in IEEE International Conference on I-SMAC, 10-11 Feb 2017
  8. Mrs.B.Subbulakshmi,C.Deisy, B.Dharani, M.Monisha, "An efficient algorithm for associative classification using interestingness measures" in Fourth International Conference on Business Analytics and Intelligence, 19-21,December, 2016
  9. Mrs.B.Subbulakshmi, Ms.M.Monisha, Associative Classification using Itemset Constraints for Incremental Data, National Conference on SMAC, TCE, Madurai, Dec 2015.
  10. Mrs. B.Subbulakshmi, Dr. C.Deisy, Ms. C. Hemavathi, An Incremental Approach for Frequent Item Sets Mining over Uncertain Databases, International Conference On Computational Intelligence, April 2014
  11. Mrs. B.Subbulakshmi Ms.M.Monisha, Incremental Constraint Class Association Rule Mining of Student Performance Dataset, IEEE sponsored Fifth International conference on Recent Trends in Information Technology, MIT, Chennai, April 2016.
  12. Mrs. B.Subbulakshmi, Ms. Divya, Incremental Mining for high utility patterns in large databases, Conference on recent trends in computer science and engineering ,May 2012
  13. Dr. C.Deisy, Mrs. B.Subbulakshmi, and Dr. S. Baskar, Efficient Dimensionality Reduction Approaches for Feature Selection,IEEE Conference Indian International Conference On Computational Intelligence And Multimedia Applications ,2007,Dec 2007
  14. Dr. C.Deisy, Ms. Gowri, Mrs.B.Subbulakshmi, Text Categorization using Support Vector machine based on Weighted Inverse Document Frequency,Conference on Advances in Information Technology and Computer Applications ,March 2008
  15. Dr. C.Deisy,Mrs. B.Subbulakshmi, Mrs. Parvathy, Correlation Based Consistency Measure Algorithm For Feature Reduction,IEEE International Advance Computing Conference,2009,March 2009
  16. Dr. C.Deisy, , Dr.S. Baskar, Mrs. B.Subbulakshmi, A Novel Multi Thread Based Feature Selection For Dimensionality Reduction, DBLP ISBN 978-0-9727412-2-4,Proceedings of the 3rd Indian International Conference on Artificial Intelligence, Pune, India(IICIA),1108 to1123,Dec 2007
  1. B, Subbulakshmi; V, Seethalakshmi; Comprehensive Survey of Algorithms for Sentiment Analysis, Lecture Notes on Data Engineering and Communications Technologies (LNDECT), Vol. 38, pp. 179-186, 2020, Springer.
  2. Mrs. B.Subbulakshmi, Ms. A. Periyanayaki, Dr. C.Deisy, Frequent Itemset Mining with elimination of null transactions over data streams, Springer - Artificial Intelligence and Evolutionary Algorithms in Engineering Systems, Advances in Intelligent Systems and Computing Volume 2, 2015, pp 353-361.

 Seminar, Conference, Workshop Attended

  1. Data Analytics And Data Mining, National Institute Of Technology,Trichi, 14 -15 Mar 2008
  2. One Week STC on Deep Learning for Visual Computing, TCE, 28-01-2019 to 03-02-2019
  3. Academic Research Submit on Data Science and AI, IIT,Madras, 24-01-2019 to 25-01-2019
  4. One Week FDP on Free/Open Source Software for AI and Machine Learning, TCE, 01-10-2018 to 06-10-2018
  5. TEQIP sponsored Two day Workshop on Bid Data Analytics for Cyber Security Solutions, TCE, 18-09-2018 to 19-09-2018
  6. TEQIP sponsored Two day Workshop on Recent Trends and Research Challenges in Deep Learning, TCE, 30-08-2018 to 31-08-2018
  7. FDP on Database Management Systems, NPTEL, 01-08-2018 to 30-09-2018
  8. One Day Workshop on Outcome Based Education(OBE): National & International Accreditation , TCE, 07-01-2018 to 07-01-2018
  9. TEQIP sponsored One Day Workshop on Awareness on UG Self Assessment Report(SAR) of NBA, TCE, 13-10-2017 to 13-10-2017
  10. TEQIP sponsored one week workshop on Real Time Data Analytics, TCE, 09-03-2017 to 15-03-2017
  11. TEQIP sponsored Three days Hands-on Workshop on Artificial Intelligence Tools, TCE, 23-01-2017 to 25-01-2017
  12. GIAN course on Social Network Analysis, IIT, Hyderabad, 17-12-2016 to 23-12-2016
  13. DST-SERB sponsored Two day Workshop on Computational Intelligence for Big Data Analytics,TCE, 17-11-2016 to 18-11-2016
  14. TEQIP sponsored One Day Workshop on R software for Statistical Computing in Research, TCE, 11-11-2016 to 11-11-2016
  15. Three days Seminar on Current Research Trends in Computational Techniques in Bioinformatics, TCE, 21-09-2016 to 23-09-2016
  16. TEQIP sponsored workshop on Design of Effective Learning Environments, 01-06-2016 to 03-06-2016
  17. Two days residential workshop on Basic Counseling and Psychotherapy Skills, 16-10-2015 to 17-10-2015
  18. Two-Week ISTE STTP on Introduction to Design of Algorithms, IIT, Kharagpur, 27-04-2015 to 30-05-2015
  19. One day workshop on Formal Methods, TCE, Madurai, 05-03-2015 to 05-03-2015
  20. One Week workshop on Databases - Learning through Activity, TCE, Madurai, 23-06-2014 to 27-06-2014
  21. Two week ISTE Workshop on Pedagogy for Effective use of ICT in Engineering Education, IIT, Bombay, 12-06-2014 to 02-08-2014
  22. Three days workshop on Tools and Technologies for Cloud Computing and Big Data, TCE, Madurai, 05-05-2014 to 07-05-2014
  23. Three days FDP on .NET, TCE, Madurai, 27-01-2014 to 29-01-2014
  24. Workshop on Outcome based Education, TCE, Madurai., 22-10-2013 to 23-10-2013
  25. Workshop on New Outcome based Accreditation, TCE, Madurai, 26-09-2013 to 28-09-2013
  26. One day Workshop on Recent Trends and Research Challenges in Business Analytics and Optimization, TCE, Madurai, 13-08-2013 to 13-08-2013
  27. Workshop on Big Data Analytics, College of Engineering, Anna University, Chennai, 18-01-2013 to 20-01-2013
  28. FDP on Data Mining, TCE, Madurai, 31-07-2012 to 31-07-2012
  29. One day seminar on “Support Vector machines”NIT,Trichy, 08-06-2012 to 08-06-2012
  30. National Seminar on “Semantic Information Retrieval”NIT,Trichy, 30-01-2012 to 30-01-2012
  31. National Seminar on Symbolic Computing and Applications, TCE, Madurai, 25-11-2011 to 25-11-2011
  32. Recent Trends in Data Mining, Thiagarajar College of Engineering, Dec 9 -10, 2010
  33. Workshop on data warehousing and data mining tools , Vellore Institute of Technology, Jan 8-9, 2010
  34. Industry Academia Workshop on Professional Approach towards Software Development (using C++, VC++ and Oracle), Honeywell Technology Solutions Madurai, Participant
  35. National Conference on Information Management, Thiagarajar College of Engineering, Madurai -15., Organiser
  36. Multimedia Data Types And Formats, Thiagarajar College Of Engg, 12 - 24 Nov 2007
  37. Four Year Curricula And How To Raise The Bar Of Competency For Students, Thiagarajar College Of Engg, 30 Nov 2007
  38. Business Intelligence, Thiagarajar College Of Engg, 17 -18 Sep 2007
  39. SDLC And Project Management - Best Practices, Thiagarajar College Of Engg, 27 - 28 Jul 2007
  40. XML and Related Technologies, Thaigarajar College Of Engg, 28 - 30 Jun 2007
  41. DB2 Viper, Thiagarajar College Of Engg, 30 May 2007
  42. J2E 1.4 Api Technology In Service Oriented Computing, Thiagarjar College Of Engg, 16 -17 Feb 2006
  43. Application Of Remote Sensing & Gis In Civil Engineering, Thiagarajar College Of Engg, 23 Dec 2005
  44. Data Warehousing And Data Mining, Thiagarajar College Of Engg, 18 -19 Nov 2004
  45. Instructional Design And DeliveryThiagarajar College Of Engg International,25 - 30 Oct 2004, 30-10-2004 to 01-01-0001
  46. The Art of Writing Winnable Project Proposals, Thiagarajar College Of Engineering, 10 th August 2019, 01-01-0001 to 01-01-0001
  47. CDIO Based Curriculum Design, Thiagarajar College of Engineering, 26.08.2019, 01-01-0001 to 01-01-0001
  48. Product Design, Thiagarajar College Of Engineering,19.10.2019, 01-01-0001 to 01-01-0001
  49. FDP on Data Science for Engineers, NPTEL, January to March 2019, 01-01-0001 to 01-01-0001
  50. ATAL FDP on Internet of Things(IoT), National Institute of Technology Durgapur , 05.01.21 to 09.01.21, 01-01-0001 to 01-01-0001
  51. Course on Algorithms, IIT BombayX, 26.01.21 to 28.05.21, 01-01-0001 to 01-01-0001
  52. TEQIP sponsored 2-week course on Digital Transformation in Teaching Learning Process, IIT Bombay & TCE, 06.04.2020to 22.04.2020, 01-01-0001 to 01-01-0001
  53. One Week Online FDP On Course Design in CDIO Curriculum, Thiagarajar College of Engineering, 27.07.2020 to 31.07.2020, 01-01-0001 to 01-01-0001
  54. FDP on Internet of Things(IoT), National Institute of Technology Durgapur (ATAL), 05.01.21 to 09.01.21, 01-01-0001 to 01-01-0001
  55. Online course on Algorithms, IIT BombayX, 26.01.21 to 28.05.21, 01-01-0001 to 01-01-0001
  56. Coursera Certification on AI for Everyone, 14.08.2020, 01-01-0001 to 01-01-0001
  57. 2 week course on Digital Transformation in Teaching Learning Process, April 6th to April 22nd 2020, IIT, Bombay(TEQIP), 01-01-0001 to 01-01-0001
  58. Online FDP on Exploring math and Artificial Intelligence Techniques for Engineering and Science Applications, June 3-5, 2021,Dept. of IT, TCE, 01-01-0001 to 01-01-0001
  59. Three days Workshop on Machine Learning Techniques for Real-world Applications using Python, July 29th - 31st, 2021, Dept. of IT, TCE, 01-01-0001 to 01-01-0001
  60. 2 Days FDP on Open Source Tools for AI and Machine Learning, Oct 8th to 9th 2021, Dept. of CSE, TCE, 01-01-0001 to 01-01-0001
  61. Short Term Course on Advanced Data Analytics with Python Programming, Dept. of Management Studies, IIT, Roorkee, 20.05.2019 to24.05.2019, 01-01-0001 to 01-01-0001
  62. High Performance Computing for Science and Engineering, Thiagarajar College of Engineering, 04.02.2019 to 10.02.2019, 01-01-0001 to 01-01-0001
  63. Research perspectives in Data management Schemes in Engineering Applications, Thiagarajar College of Engineering, 03.12.2018 to16.12.2018, 01-01-0001 to 01-01-0001

 Seminar, Conference, Workshop Organised

  1. Three days Faculty Development Program on Foundations of Deep Learning using Python,, 05-08-2021 to 07-08-2021
  2. Three days Hands-on Workshop on Artificial Intelligence Tools, 23-01-2017 to 25-01-2017
  3. IEEE International Conference on MOOCs,Innovation and Technology in Education (MITE 2016), 09-12-2016 to 10-12-2016
  4. Conference On Information ManagementThiagarajar College Of Engg , 28-12-2007 to 28-12-2007

 Lectures Delivered

DBMS - Query Languages A.C.Tech, Karaikudi 07-12-2018 to 07-12-2018
System Software Velammal College of Engineering, Madurai 2010
Database Normalization K.L.N College of Engineering, Madurai 2009
Multimedia Databases Thiagarajar College Of Engineering,Madurai Nov 2007
Database Management Systems Thiagarajar College Of Engineering. Madurai - 15 Computer Science
Object Oriented Programming in C++ Thiagarajar College Of Engineering. Madurai - 15 Programming Language

  Awards and Honours

  1. Faculty Conclave 2022 - Appreciation for sharing best practices in TLP, TCE
  2. Elite Certification on Data Science for Engineers, NPTEL
  3. Topper of 5% in DBMS course, NPTEL
  4. AwardedIBM Certified Database Associate DB2 Universal database V8.1, IBM
  5. IBM Certified Associative developer Web sphere Studio, IBM


Computer Society of India Associative Life Member 13/07/2006