Dr. S. SIVAKUMAR

 Dr. S. SIVAKUMAR

Assistant Professor
Area: Data mining and GPU Computing

Affiliation: Department of Computer Science , Faculty of Science & Humanities,Kattankulathur Campus, SRM IST
Email ID: sivakums6@srmist.edu.in

Education

Other Details:

Courses:

• Data Warehousing and Data Mining, GPU Computing, Computer Networks, Data Structures and Algorithms, Database Systems, Web Technology, Advanced Java Programming

Research Interests

• Data mining and GPU Computing

Selected Publications

• With S Anjali Devi, "A Hybrid Ensemble Word Embedding based Classification Model for Multi document Summarization Process on Large Multi-domain Document Sets", International Journal of Advanced Computer Science and Applications, 12(9), pp. 141–152 (SCI).
• With S Anjali Devi, "An efficient contextual glove feature extraction model on large textual databases", International Journal of Speech Technology, 2021, (SCI).
• With Soumya Ranjan Nayak, "Mixed Mode Database Miner Classifier: Parallel Computation of GPU Mining", International Journal of Electrical Engineering & Education in SAGE Publishing 2021, (SAGE, SCI).
• With Soumya Ranjan Nayak, “A New-fangled Classification Algorithm for Medical Heart Diseases Analysis using Wavelet Transforms", accepted in Journal of Ambient Intelligence & Humanized Computing (AIHC) in 2020, (Springer, and SCI).
• With S Anjali Devi1, "A Hybrid Document Features Extraction with Clustering based Classification Framework on Large Document Sets", International Journal of Advanced Computer Science and Applications (IJACSA), 11(7), 364-374, 2020, (SCI).
• With S. Vidyanandini, E. Rajesh Kumar, and D. Haritha, "A new and Fast Supervised learning algorithm based on blood pressure (BP) Data Analysis", Online - Elementary Education Online, Vol 20(1),2372-2382, 2020.
• With S. Vidyanandini, E. Rajesh Kumar, and D. Haritha, "Online Relationship of Teaching Strategies, Self-Efficacy and Extensive Reading in Covid-19 Periods", Online - Elementary Education Online, 20(1), 2413-2419, 2020.
• With T.Rajeh Kumar, and D.Haritha, "Taylor Dirichlet Process Mixture for Speech PDF Estimation and Speech Recognition", Advances in Mathematics: Scientific Journal, 9(10), 8675–8683, 2020,(Scopus).
• With S. Vidyanandini, and D.Haritha,“ Cubic Difference Labeling For Graceful Tree Constructed From Caterpillar", Advances in Mathematics: Scientific Journal, Vol.9 (10),8623–8627, 2020, (Scopus).
• With E. Sreedevi, "Parallel Defect Detection Model on Uncertain Data for GPUs Computing by a Novel Ensemble Learning", for the upcoming book, Applications of Artificial Intelligence for Smart Technology, Chapter-10, IGI Global Publisher, 146-163, 2020. (Book Chapter, Scopus).
• With E. Sreedevi, "A Novel Ensemble Learning for Defect Detection Method with Uncertain Data", for the upcoming book, Applications of Artificial Intelligence for Smart Technology, Chapter-5, IGI Global Publisher, 67-79, 2020. (Book Chapter, Scopus).
• With M. Musthafa Baig and Soumya Ranjan Nayak, "Optimizing Performance of Text Searching Using CPU and GPUs", Progress in Computing, Analytics and Networking, Advances in Intelligent Systems and Computing book series, (AISC, volume 1119), 141-150, 2020, (Book Chapter Springer, Scopus).
• With M. Nagaraju, "Predictive Analysis And Diagnosing Diabetes Disorders Using Mlstsvm", International Journal of Scientific & Technology Research, Vol.9 (3), pp.3605-3611, 2020, (Scopus).
• With A Krishna and Soumya Ranjan Nayak, "Multi Target Tracking Access with Data Association in Distributed Camera Networks", International Journal of Recent Technology and Engineering (IJRTE), 8(2S11), 2019, (Scopus).
• With Sreedevi E, V. PremaLatha, "A Comparative Study on New Classification Algorithm using NASA MDP Datasets for Software Defect Detection", in the 2ndInternational Conference on Intelligent Sustainable Systems (ICISS 2019), 312-317, ISBN: 978-1-5386-7798-8,(IEEE, Scopus).
• With Sreedevi E, V. PremaLatha, "Contemplate on Internet of Things Transforming as Medical Devices - The Internet of Medical Things (IOMT)", in the 2ndInternational Conference on Intelligent Sustainable Systems (ICISS 2019), 312-317, ISBN: 978-1-5386-7798-8, (IEEE, Scopus).
• With S.Vidyanandini, and S.Sundar, "Parallel Computation of a MMDBM algorithm on GPU mining with Big data", Cloud Computing for Geospatial Big Data Analytics: Intelligent Edge, Fog and Mist Computing, Studies in Big data, Book series 49, 137-154, 2019, (Book Chapter Springer, SCI).
• With Muthukumaran M, "A performance study of image quality attributes on smoothened image obtained by anisotropic diffusion based models", Examining Fractal Image Processing and Analysis, Book Chapter-5, pp.100 - 120, (IGI Global Publisher, Scopus).
• With Soumya Ranjan Nayak, Ashok Kumar, S. Vidyanandini, Gopinath Palai, "An empirical study of supervised learning methods for Breast Cancer Diseases", International Journal for Light and Electron Optics, 175, 105-114, 2018, (Elsevier, SCI).
• With M. Nagaraju,  "A Survey on Evolutionary Approaches in Integration of Manifold Data", Journal of Advance Research in Dynamical & Control System,  7, 197-206, 2018, (Scopus).
• With S. Anali Devi, "A Comprehensive Survey on Sentiment Analysis based on Workflow foundation", Journal of Advance Research in Dynamical & Control System", 10(9), 1189-1201, 2018, (Scopus).
• With S. Vidyanandini and N. Parvathi, "On Edge Irregularity Strength of Complete Graphs and Complete Bipartite Graphs", International Journal of Pure and Applied Mathematics", 119(14), 341-344, 2018, (Scopus).
• With CMAKZeelan Basha, and D.Haritha, "Classification of Mining Techniques in Multiclass dataset using Wavelets", International Journal of Pure and Applied Mathematics", 118(10), 217-222, 2018, (Scopus).
• With P. Ganesan, and S. Sundar, "A MMDBM Classifier with CPU and CUDA GPU computing in various sorting procedures", International Arab Journal of Information Technology, 14(7), 897-906, 2017, (SCI).
• With P. Siva Kumar, D. Haritha and D.P. Jeyapalan, "An Empirical Comparison of Tree based on Decision Tree algorithms for breast cancer datasets", International Journal of Pure and Applied Mathematics, 144(5), 89-96, 2017, (Scopus).
• With B. Sripathy and S. Vidyanandini, "A new and Fast Classifier Mining Algorithm based on Experimental Analysis", Global Journal of Pure and Applied Mathematics", 12(2), 156-165, 2016, (Scopus).
• With P.Ganesan and S.Sundar, "A Comparative Study on MMDBM Classifier Incorporating Various Sorting Procedure", Indian Journal of Science and Technology" 8(9), 868–874, May 2015, (Scopus).
• With P. Ganesan and S. Sundar, "An Experimental Analysis of Classification Mining Algorithm for Coronary Artery Disease", International Journal of Applied Engineering Research", 10(6), 14467-14477, 2015, (Scopus).

Work in Progress:

• With S. Vidyanandini, and E. sreedevi, "Antimagic Labeling and Square Difference Labeling For Trees and Complete Bipartite Graph”, in the “International Conference on Cognitive Informatics & Soft Computing (CISC-2021)”, held during 20-21 August, 2021 at the Balasore College of Engineering & Technology and Accepted of this paper.
• With S. Vidyanandini, and E. sreedevi, "Edge irregularity Strength exists in the Anti-Theft network", in the International Conference on Cognitive Informatics & Soft Computing (CISC-2021), held during 20-21 August, 2021 at the Balasore College of Engineering & Technology and Accepted of this paper.

Academic Experience

• Technical Support Executive, Shalom InfoTech, Trichy-18. Jun 2001 - May 2003.
• Software Developer, Shalom InfoTech, Trichy-18, Jun 2005 - May 2007.
• Lecturer, Bharathidasan University, Trichy-23. Jun 2007 - May 2008.
• Project Associate, Indian Institute of Technology, Madras, Chennai-36, July 2008 - Jan 2012.
• Research Scholar, Anna University, Chennai-25. Feb 2012 - Nov 2015.
• Project Associate, IIT Madras, Chenna-36, Dec 2015 - Jun 2016.
• Associate Professor, K L University, Vijayawada, AP. Jul 2016- Jul 2021.
• Assistant Professor, SRM University, Kattankulathur, Chennai, Aug 2021- Till date.  

Other Professional Experience

• Part time Guest faculty of University of Madras Distance Education from 2014-2019, to handle Artificial Neural Network for PAN Africans and MCA, M.Sc IT students.

Conferences/Seminars/Workshops: 

• Participated in FDP programmer on "Machine Learning using Python" VELS University, Chennai, 2020.
• Participated FDP Program on "Big Data-Hadoop Eco System", held during 27th to 31th May 2020 at CMR Institute of Technology, Hyderabad.
• Attended National seminar on "Recent Trends in Unmanned Aircraft System and its Applications" on 2th Nov, 2018 in Department of Computer Science and Engineering, KL University, Guntur, Andhra Pradesh.
• Participated in one week National Level FDP Program on "Data Visualization and Machine Learning Python" from 9th to 13th April, 2018 in CVR College of Engineering, Ibrahimpatnam, Hyderabad, Telangana.
• Participated in one week National Level FDP Program on “Internet of Things and Smart Applications" from 27thNov, 2017 to 1thDec, 2018 in CVR College of Engineering, Ibrahimpatnam, Hyderabad, Telangana.
• Attended two days’ workshop on "Data mining techniques" on 27th, 28th March, 2012 organized by Department of Information technology, Anna University, MIT Campus.
• Attended special seminar on "Global Analytics: Three illustrative Examples (Data analysis, Data science, Data mining)" on 12th March-2012 in Department of Mathematics IIT Madras, Chennai.
• Organized in the "NPTEL Workshop" held during 8th July 2010 at IIT Madras, Chennai

Workshops /Seminars/Conferences organized:

• Organized the Webinar on "Crank up your Analytics Skill with Python" on 11th and 12th of October 2021 by the Department of Computer Applications, SRM IST, Kattankulathur, and Chennai-603203.
• Organized the conference on "International Conference on Advances in Data Science Challenges with Big Data Analysis-ICADSC2022" on 16th – 17th February 2022 at Department of Computer Applications, SRM IST, Kattankulathur and Chennai-603203..  

Achivements and Awards:

• I have received “Excellent Execution of Teaching Learning Process award" for Problem Solving & Computer Programing, Lab in AY 2019-2020.
• I have received “Excellent Execution of Teaching Learning Process award" for Problem Solving & Computer Programing, Theory course in AY 2019-2020.
• I have received “Emerging Scientist Award" from VDGood Technology Factory on Dec-2020.

Patent Filed

• S. Sivakumar, A System and Method for Processing Random Access Procedures in Relay Using State-Action-Reward-State-Action (SARSA), Application No.202141028054 A, July 2021 (Published).

Memberships

• Member of International Association of Engineers (IAENG) No.286582.
• Member in the Computer Science Teachers Association (CSTA) in partnership with ACM.
• Papers Reviewed Journals
• International Journals of Engineering Technology
• Indian heart journal
• Journal of Computational and Theoretical Nanoscience
• Multimedia Tools and Applications

Online Courses

• Digital Transformation, Simplilearn.
• Introduction to Project Management, Simplilearn.
• Introduction to Data Analysis, Simplilearn.
• Introduction to IOT, Simplilearn.
• Introduction to Robotic Process Automation, Simplilearn.
• Introduction to Artificial Intelligence, Simplilearm.