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Dr-Bhagavathi-Sivakumar-P_associate-professor_cse_engineering_amritauniversity_coimbatore

Dr. Bhagavathi Sivakumar P.

Chairperson, School of Computing, Coimbatore | Associate Professor, School of Computing, Coimbatore

Qualification: MS, Ph.D
pbsk@cb.amrita.edu
Dr. Bhagavathi Sivakumar P's Google Scholar Profile
Scopus Author ID
Research Interest: Computer Vision and Image Processing Applications, Data Mining, Internet of Things and Artificial & Computational Intelligence, Machine Learning, Pattern Recognition, Predictive Analytics, Time Series Analysis and Forecasting

Bio Publications Honors and Awards Membership of Scientific and Professional Societies TEACHING
Bio

Dr. Palaniappan Bagavathi Sivakumar had joined Amrita in 1996 as Lecturer at School of Computing. He is currently with Coimbatore campus of Amrita Vishwa Vidyapeetham and holds the position of Associate Professor of the School of Computing. He has guided over 75 projects both at undergraduate and graduate levels. He has published 20 technical papers at various refereed international conferences and journals, delivered talks at various forums and seminars, and visited University of Milan, Italy as part of a collaborative project. He has recently visited Hong Kong Polytechnic University and presented his invited paper there in 4th International symposium on Recurrence Plots. His name is included in the 2009-2015 editions of Marquis who’s who in the world. He has also received the “Outstanding Educator & Scholar Award” for impeccable contribution to Teaching & Research from National Foundation for Entrepreneurship Development during the 5th Teacher’s Day Awards & Celebrations-2014.

He has been an active member of the following Technical Societies IEEE, IEEE Computer Society, IEEE Computational Intelligence Society, Institution of Electronics and Telecommunications Engineers (IETE), Computer Society of India (CSI), Institution of Engineers, India and Indian Society for Technical Education (ISTE).

His areas of interests include Predictive Analytics, Time Series Analysis and Forecasting, Data Mining, Machine Learning, Pattern Recognition, Computer Vision and Image Processing Applications, Internet of Things and Artificial & Computational Intelligence.

 

Publications

Conference Paper

Year : 2020

Data-Driven Prognostics for Run-To-Failure Data Employing Machine Learning Models

Cite this Research Publication :

Publisher : IEEE

Year : 2020

Fog Computing-Based Environmental Monitoring Using Nordic Thingy: 52 and Raspberry Pi

Cite this Research Publication : Bharathi P.D., Ananthanarayanan V., Bagavathi Sivakumar P. (2020) Fog Computing-Based Environmental Monitoring Using Nordic Thingy: 52 and Raspberry Pi. In: Somani A., Shekhawat R., Mundra A., Srivastava S., Verma V. (eds) Smart Systems and IoT: Innovations in Computing. Smart Innovation, Systems and Technologies, vol 141. Springer, Singapore

Publisher : Springer, Singapore

Year : 2020

Localization and Indoor Navigation for Visually Impaired Using Bluetooth Low Energy

Cite this Research Publication : B. Nagarajan, Shanmugam, V., Anantha Narayanan V., and P. Sivakumar, B., “Localization and Indoor Navigation for Visually Impaired Using Bluetooth Low Energy”, in Smart Systems and IoT: Innovations in Computing, Singapore, 2020.

Publisher : Springer, Singapore

Year : 2020

Slow Speed Alert for Speed Breakers and Potholes Using IoT and Analytics in the Context of Smart Cities

Cite this Research Publication : S. Kumar Soundararaj, P. Sivakumar, B., and Anantha Narayanan V., “Slow Speed Alert for Speed Breakers and Potholes Using IoT and Analytics in the Context of Smart Cities”, in Smart Systems and IoT: Innovations in Computing, Singapore, 2020.

Publisher : Innovations in Computing, Singapore

Year : 2019

Anomaly detection in time series data using hierarchical temporal memory model

Cite this Research Publication : A. Anandharaj and Sivakumar, P. B., “Anomaly Detection in Time Series data using Hierarchical Temporal Memory Model”, in 2019 3rd International conference on Electronics, Communication and Aerospace Technology (ICECA), Coimbatore, India, India, 2019.

Publisher : IEEE

Year : 2019

Performance comparison of feature reduction techniques in-terms of compactness, computation time and accuracy

Cite this Research Publication : P. Vijai and P. Sivakumar, B., “Performance comparison of feature reduction techniques in-terms of compactness, computation time and accuracy”, in Proceedings of the 2018 IEEE Symposium Series on Computational Intelligence, SSCI 2018, 2019, pp. 374-380.

Publisher : IEEE

Year : 2019

Online Model for Suspension Faults Diagnostics Using IoT and Analytics

Cite this Research Publication : Kokane P., Bagavathi Sivakumar P. (2019) Online Model for Suspension Faults Diagnostics Using IoT and Analytics. In: Kamal R., Henshaw M., Nair P. (eds) International Conference on Advanced Computing Networking and Informatics. Advances in Intelligent Systems and Computing, vol 870.

Publisher : Springer, Singapore

Year : 2019

Efficient Real-Time Decision Making Using Streaming Data Analytics in IoT Environment

Cite this Research Publication : V. S., Dr. Bhagavathi Sivakumar P., and Anantha Narayanan V., “Efficient Real-Time Decision Making Using Streaming Data Analytics in IoT Environment”, International Conference on Advanced Computing Networking and Informatics. Advances in Intelligent Systems and Computing, vol. 870. Singapore, pp. 165-173, 2019.

Publisher : Springer, Singapore

Year : 2018

Use of Predictive Analytics Towards Better Management of Parking Lot Using Image Processing

Cite this Research Publication : K. A. Maheshwari and Dr. Bhagavathi Sivakumar P., “Use of Predictive Analytics Towards Better Management of Parking Lot Using Image Processing”, in Computational Vision and Bio Inspired Computing, Cham, 2018, vol. 28, pp. 774-787.

Publisher : Springer International Publishing

Year : 2016

Framework for a Smart Water Management System in the Context of Smart City Initiatives in India

Cite this Research Publication : M. K. Shahanas and Dr. Bhagavathi Sivakumar P., “Framework for a Smart Water Management System in the Context of Smart City Initiatives in India”, in Procedia Computer Science, 2016, vol. 92, pp. 142-147.

Publisher : Procedia Computer Science, Elsevier.

Year : 2016

Design of IoT Systems and Analytics in the Context of Smart City Initiatives in India

Cite this Research Publication : P. Vijai and Dr. Bhagavathi Sivakumar P., “Design of IoT Systems and Analytics in the Context of Smart City Initiatives in India”, in Procedia Computer Science, 2016, vol. 92, pp. 583-588.

Publisher : Procedia Computer Science, Elsevier.

Year : 2015

A Machine Learning Approach to Cluster the users of Stack Overflow Forum

Cite this Research Publication : Anusha J., Rekha V.S., Sivakumar P.B. (2015) A Machine Learning Approach to Cluster the Users of Stack Overflow Forum. In: Suresh L., Dash S., Panigrahi B. (eds) Artificial Intelligence and Evolutionary Algorithms in Engineering Systems. Advances in Intelligent Systems and Computing, vol 325. Springer, New Delhi

Publisher : Springer, New Delhi

Year : 2015

Learning of Generic Vision Features Using Deep CNN

Cite this Research Publication : K. Nithin.D and Dr. Bhagavathi Sivakumar P., “Learning of Generic Vision Features Using Deep CNN”, in 2015 Fifth International Conference on Advances in Computing and Communications (ICACC), Kochi, 2015.

Publisher : IEEE

Year : 2014

Random forest and change point detection for root cause localization in large scale systems

Cite this Research Publication : D. V. Sagar, Dr. Bhagavathi Sivakumar P., and Anand, R. V., “Random forest and change point detection for root cause localization in large scale systems”, in IEEE International Conference on Computational Intelligence and Computing Research (ICCIC), 2014 (Best paper), Coimbatore, 2014.

Publisher : IEEE

Year : 2014

A Hybrid Auto-tagging System for StackOverflow Forum Questions

Cite this Research Publication : V Smrithi Rekha, Divya, N., and Dr. Bhagavathi Sivakumar P., “A Hybrid Auto-tagging System for StackOverflow Forum Questions”, in In Proceedings of the International Conference on Interdisciplinary Advances in Applied Computing (ICONIAAC '14), New York, NY, USA, 2014.

Publisher : Proceedings of the International Conference on Interdisciplinary Advances in Applied Computing (ICONIAAC '14), New York, NY, USA

Year : 2009

Modeling and predicting stock returns using the ARFIMA-FIGARCH

Cite this Research Publication : Dr. Bhagavathi Sivakumar P. and P., M. V., “Modeling and predicting stock returns using the ARFIMA-FIGARCH”, in Proceedings - 8th International Conference on Computer Information Systems & Industrial Management Applications, 2009.

Publisher : IEEE

Year : 1997

An Expert system to test the space craft based Onboard Computer

Cite this Research Publication : Dr. Bhagavathi Sivakumar P., K., P., and R., S., “An Expert system to test the space craft based Onboard Computer”, in Sixth symposium on Intelligent systems, organized by IEEE, Bangalore Section, India, 1997.

Publisher : IEEE

Year : 1996

Automatic Grammar Acquisition towards autoprogramming

Cite this Research Publication : Dr. Bhagavathi Sivakumar P. and G., G., “Automatic Grammar Acquisition towards autoprogramming”, in First international conference on Educational Computing, EDUCOMP’96, TTTI (Technical Teachers Training Institute), Chandigarh, India, 1996.

Publisher : Technical Teachers Training Institute, Chandigarh, India

Book Chapter

Year : 2018

Smart Energy Management System Based on Image Analytics and Device Level Analysis

Cite this Research Publication : S. Birindha, Anantha Narayanan V., and Dr. Bhagavathi Sivakumar P., “Smart Energy Management System Based on Image Analytics and Device Level Analysis”, in Computational Vision and Bio Inspired Computing. Lecture Notes in Computational Vision and Biomechanics, vol. 28, Springer, Cham, 2018, pp. 705-721.

Publisher : Springer, Cham

Year : 2015

Artificial Intelligence and Evolutionary Algorithms in Engineering Systems

Cite this Research Publication : J. Anusha, V Smrithi Rekha, and Dr. Bhagavathi Sivakumar P., “Artificial Intelligence and Evolutionary Algorithms in Engineering Systems”, in A Machine Learning Approach to Cluster the users of Stack Overflow Forum, vol. 325, P. L. Suresh, Dash, S. Subhransu, and Panigrahi, K. Bijaya, Eds. New Delhi: Springer India, 2015, pp. 411–418.

Publisher : Springer India

Year : 2007

Evaluating the Predictability of Financial Time Series – A case study on SENSEX data

Cite this Research Publication : Dr. Bhagavathi Sivakumar P. and Mohandas, V. P., “Evaluating the Predictability of Financial Time Series - A case study on SENSEX data”, in Innovations and Advanced Techniques in Computer and Information Sciences and Engineering - Edited by Tarek Sobh, Springer, 2007, pp. 99–104.

Publisher : Springer, Dordrecht

Journal Article

Year : 2018

Performance comparison of techniques for water demand forecasting

Cite this Research Publication : P. Vijai and Dr. Bhagavathi Sivakumar P., “Performance comparison of techniques for water demand forecasting”, Procedia Computer Science, vol. 143, pp. 258 - 266, 2018.

Publisher : Procedia Computer Science

Year : 2017

Wireless IoT Based Smart Parking Solutions using Sensor Technology in the Context of Planned Smart Cities in India

Cite this Research Publication : K. A. Maheshwari and Dr. Bhagavathi Sivakumar P., “Wireless IoT Based Smart Parking Solutions using Sensor Technology in the Context of Planned Smart Cities in India”, Journal of Engineering and Applied Sciences, vol. 12, no. 8, pp. 8302-8308, 2017.

Publisher : Journal of Engineering and Applied Sciences

Year : 2016

A crowdsourcing-based platform for better governance

Cite this Research Publication : C. Vishal, V., R. Shivnesh, Kumar, V. Romil, Anirudh, M., Dr. Bhagavathi Sivakumar P., Dr. Shunmuga Velayutham C., Suresh, L. P., and Panigrahi, B. K., “A crowdsourcing-based platform for better governance”, Proceedings of the International Conference on Soft Computing Systems, Advances in Intelligent Systems and Computing, in L.P. Suresh and B.K. Panigrahi (eds), vol. 397, pp. 519-527, 2016.

Publisher : Springer, New Delhi

Year : 2016

An Automated System to Mitigate Loss of Life at Unmanned Level Crossings

Cite this Research Publication : S. Sharad, Dr. Bhagavathi Sivakumar P., and Anantha Narayanan V., “An Automated System to Mitigate Loss of Life at Unmanned Level Crossings”, Procedia Computer Science, vol. 92, pp. 404 - 409, 2016.

Publisher : Procedia Computer Science.

Year : 2016

Advocacy Monitoring of Women and Children Health through Social Data

Cite this Research Publication : G. R. Ramya and Dr. Bhagavathi Sivakumar P., “Advocacy Monitoring of Women and Children Health through Social Data”, vol. 9, no. 6, 2016.

Publisher : Indian Journal of Science and Technology

Year : 2015

Generic Feature Learning in Computer Vision

Cite this Research Publication : K. Nithin D. and Dr. Bhagavathi Sivakumar P., “Generic Feature Learning in Computer Vision”, Procedia Computer Science, vol. 58, pp. 202 - 209, 2015.

Publisher : Elsevier

Year : 2013

Comparison of Automatic and Interactive Image Segmentation Methods

Cite this Research Publication : H. Renjini and Dr. Bhagavathi Sivakumar P., “Comparison of Automatic and Interactive Image Segmentation Methods”, International Journal of Engineering Research & Technology (IJERT), vol. 2, no. 6, pp. 3162-3170, 2013.

Publisher : ESRSA Publications

Year : 2013

Fusion Techniques for Thermal & Visual Face Images

Cite this Research Publication : N. S. Babu and P. Sivakumar, B., “Fusion Techniques for Thermal & Visual Face Images”, International Journal of Engineering Research & Technology (IJERT), vol. 2, pp. 3157-3161, 2013.

Publisher : International Journal of Engineering Research & Technology (IJERT)

Year : 2010

Performance comparison of attribute set reduction algorithms in stock price prediction – A case study on Indian stock data

Cite this Research Publication : Dr. Bhagavathi Sivakumar P. and Mohandas, V. Pb, “Performance comparison of attribute set reduction algorithms in stock price prediction - A case study on Indian stock data”, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 6466 LNCS, pp. 567-574, 2010.

Publisher : Springer-Verlag Berlin Heidelberg

Year : 2010

Performance Analysis of Hybrid Forecasting models with Traditional ARIMA Models – A Case Study on Financial Time Series Data

Cite this Research Publication : Dr. Bhagavathi Sivakumar P. and V.P., M., “Performance Analysis of Hybrid Forecasting models with Traditional ARIMA Models - A Case Study on Financial Time Series Data”, International Journal of Computer Information Systems and Industrial Management Applications (IJCISIM), vol. 2, pp. 187-211, 2010.

Publisher : IJCISIM

Year : 2001

An incremental learning temporal influence model for identifying topical influencers on Twitter dataset

Cite this Research Publication : Ramya, G.R., Bagavathi Sivakumar, P. An incremental learning temporal influence model for identifying topical influencers on Twitter dataset. Soc. Netw. Anal. Min. 11, 27 (2021).

Publisher : Springer Vienna

Conference Proceedings

Year : 2017

Usage and analysis of Twitter during 2015 Chennai flood towards disaster management

Cite this Research Publication : M. R. Nair, G. R. Ramya, and Sivakumar, P. B., “Usage and Analysis of Twitter During 2015 Chennai Flood towards Disaster Management”, Procedia Computer Science, vol. 115. Elsevier B.V., pp. 350-358, 2017.

Publisher : Procedia Computer Science, Elsevier B.V,

Year : 2017

The smart bus for a smart city – A real-time implementation

Cite this Research Publication : S. Sharad, Dr. Bhagavathi Sivakumar P., and Anantha Narayanan V., “The smart bus for a smart city - A real-time implementation”, 2016 IEEE International Conference on Advanced Networks and Telecommunications Systems, ANTS 2016. Institute of Electrical and Electronics Engineers Inc., 2017.

Publisher : 2016 IEEE International Conference on Advanced Networks and Telecommunications Systems, ANTS 2016,

Year : 2017

Bayesian nonparametric Multiple Instance Regression

Cite this Research Publication : Dr. Shunmuga Velayutham C., S, S., S, R., S, G., Dr. Bhagavathi Sivakumar P., and S, V., “Bayesian nonparametric Multiple Instance Regression”, Proceedings - International Conference on Pattern Recognition. Institute of Electrical and Electronics Engineers Inc., Cancun, Mexico, pp. 3661-3666, 2017.

Publisher : Institute of Electrical and Electronics Engineers Inc

Year : 2016

Forecasting the Stability of the Data Centre Based on Real-Time Data of Batch Workload Using Times Series Models

Cite this Research Publication : V. Anand R., Dr. Bhagavathi Sivakumar P., and V., S. Dhan, “Forecasting the Stability of the Data Centre Based on Real-Time Data of Batch Workload Using Times Series Models”, Proceedings of the International Conference on Soft Computing Systems, Advances in Intelligent Systems and Computing, in L.P. Suresh and B.K. Panigrahi (eds), vol. 398. Springer India, pp. 579-589, 2016.

Publisher : Springer India

Year : 2015

A novel IoT-Based energy management system for large scale data centers

Cite this Research Publication : S. Sharad, Dr. Bhagavathi Sivakumar P., and Anantha Narayanan V., “A novel IoT-Based energy management system for large scale data centers”, e-Energy 2015 - Proceedings of the 2015 ACM 6th International Conference on Future Energy Systems. Association for Computing Machinery, Inc (ACM New York NY USA), pp. 313-318, 2015.

Publisher : Association for Computing Machinery, Inc

Year : 2014

Brain Tumor Detection and Classification in MRI Images using Probabilistic Neural Networks

Cite this Research Publication : D. Bhuvana and Dr. Bhagavathi Sivakumar P., “Brain Tumor Detection and Classification in MRI Images using Probabilistic Neural Networks”, In Proceedings of the Second International Conference on Emerging Research in Computing, Information, Communication and Applications (ERCICA-14). Elsevier, pp. 796-801, 2014.

Publisher : Elsevier

Year : 2013

Fusion Techniques For Thermal And Visual Face Images

Cite this Research Publication : N. S. Babu and Dr. Bhagavathi Sivakumar P., “Fusion Techniques For Thermal And Visual Face Images”, International Journal of Engineering Research and Technology, vol. 2(6). ESRSA Publications, pp. 3157-3161, 2013.

Publisher : ESRSA Publications

Year : 2012

Human gait recognition and classification using time series Shapelets

Cite this Research Publication : T. Shajina and Dr. Bhagavathi Sivakumar P., “Human gait recognition and classification using time series Shapelets”, Proceedings - 2012 International Conference on Advances in Computing and Communications, ICACC 2012. Cochin, pp. 31-34, 2012.

Publisher : Proceedings - 2012 International Conference on Advances in Computing and Communications

Year : 2011

Recurrence plot and recurrence quantification analysis as a tool for determining determinism in time series data: An empirical study on Indian stock data

Cite this Research Publication : Dr. Bhagavathi Sivakumar P. and V.P., M., “Recurrence plot and recurrence quantification analysis as a tool for determining determinism in time series data: An empirical study on Indian stock data”, Proceedings - 4th International symposium on Recurrence Plots. Hong Kong Polytechnic University, Hong Kong, 2011.

Publisher : Hong Kong Polytechnic University

Year : 2008

Hybrid Techniques for Image Retrieval

Cite this Research Publication : V. P. Vijina and Dr. Bhagavathi Sivakumar P., “Hybrid Techniques for Image Retrieval”, Proceedings of International Conference on Recent Trends in Computational Science (ICRTCS ). Toc H Institute of Science and Technology, Kochi, 2008.

Publisher : Toc H Institute of Science and Technology, Kochi

Year : 2008

Gender Identification Using Fingerprint Images

Cite this Research Publication : R. Rupi and Dr. Bhagavathi Sivakumar P., “Gender Identification Using Fingerprint Images”, Proceedings of International Conference on Recent Trends in Computational Science (ICRTCS – 2008) . Toc H Institute of Science and Technology, Kochi, 2008.

Publisher : Toc H Institute of Science and Technology, Kochi

Honors and Awards

“Outstanding Educator & Scholar Award” for impeccable contribution to Teaching & Research   from National Foundation for Entrepreneurship Development during the 5th Teacher’s Day Awards & Celebrations-2014.

Membership of Scientific and Professional Societies
  • Member, IEEE, USA.
  • Member, IEEE Computer Society
  • Member, IEEE Computational Intelligence Society
  • Member, IEEE Communications Society
  • Life Member CSI – Computer Society of India
  • Life Member ISTE – Indian Society for Technical Education
  • Member IE – India.
TEACHING
  • Object Oriented Analysis & Design
  • Software Engineering
  • Computer Architecture (Advanced)
  • AI & Expert systems
  • System Software
  • Engineering Economics & Management
  • Digital Electronics
  • Analysis & Design of algorithms
  • Digital Logic Design & Computer Organization
  • Computer Programming
  • Basic Engineering
  • Principles of Management
  • Pattern Recognition
  • Data Mining
  • Soft computing
  • Principles of Management
  •  Software Project Management
  • Neural Networks
  • Data Mining
  • Software Engineering
  • Software Quality Assurance & Testing
  • Digital Computer Fundamentals
  • Software project Management
  • Internet & Java Programming (Web Tech)
  • Computer Architecture
  • Network Protocols, Management & Security
  • Principles of Management and Object Oriented Analysis & Design.
  • Pattern Recognition
  • PR & Machine Learning
  • Machine Learning
  • Modern Computer Architecture
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