Annamalai University
Home
Faculty Member Details

Staff Id : 15519
Name : Dr. G. VINODHINI (Deputed)
Designation : ASSISTANT PROFESSOR
Department : INFORMATION TECHNOLOGY
Qualification : B.Tech(IT),M.E(CSE).,Ph.D.,
Specialization : Data Mining , Business Intelligence
Date of Birth : 27-11-1981
Date of Joining : 23-03-2009

Present Address Contact Number E-Mail Address
153, BHARATHI NAGAR
NEAR SADAGOPAN NAGAR
CHIDAMBARAM, CUDDALORE - 608001		9626885482vinodhini.g.t@gmail.com

Research Guidance
Discipline Awarded Guidance
M.Phil./M.E./M.Sc. 5-
Ph.D. 00


Conference /Seminar / Symposia / Workshop
Conference Seminar Symposia Workshop
National International
Attended 99444
Conducted -----


Research Projects
Major Projects Minor Projects Total Amount (Rs.)
Completed ---
Ongoing ---

Teaching and Research Experience Industry Experience
15 Years -

Journals Conference Books Published Popular Article
National International National International
1 30 9 9 - -

List of Publications - National
G.Vinodhini and RM.Chandrasekaran, "Effect of Sampling Methods on Hybrid Classification Model for Sentiment Mining .", Jamal academic research journal: An interdisciplinary, ISSN 0973-0303, Volume 1, Number 1, Feb 2014, pp. 811-815. 2014.
List of Publications - International
Charles, J., Vinodhini, G., & Nagarajan, R., "An Efficient Feature Selection with Weighted Extreme Learning Machine for Water Quality Prediction and Classification Model. .", Annals of the Romanian Society for Cell Biology, , Volume 25, Number 3, Jan 2021, pp. 1969-1994. 2021.
Charles, J., Vinodhini, G., & Nagarajan, R., "A Machine Learning based Variational Autoencoder Model for Water Quality Prediction 1.", Journal of Green Engineering, Volume 11, Number 3, Dec 2020, pp. 2029-2040. 2020.
Venil. P, G. Vinodhini, R. Suban, "Astate of the art survey on cold start problem in a collaborative filtering system.", INTERNATIONAL JOURNAL OF SCIENTIFIC & TECHNOLOGY RESEARCH VOLUME 9, ISSUE 04, APRIL 2020 ISSN 2277-8616., Volume 9, Number 4, Apr 2020, pp. 2606-2612. 2020.
Manikumari, N., Vinodhini, G., & Murugappan, A, "Prediction of reference evapotranspiration for irrigation scheduling using machine learning..", Hydrological Sciences Journal, Volume 65, Number 16, Nov 2020, pp. 2669-2677. 2020.
Charles, J., Vinodhini, G., & Nagarajan, R., "Isolation Forest With Optimal Adaptive Neuro-Fuzzy Inference System Based Water Quality Prediction And Classification Model..", International Journal of Advanced Research in Engineering and Technology (IJARET) , Volume 11, Number 11, Nov 2020, pp. 159-176. 2020.
Shanthini, A., G. Vinodhini , "Application Of Multi Layered Perceptron Neural Network For Modeling Biodiesel Yield, .", International Journal of Mechanical and Production Engineering Research and Development (IJMPERD), Volume 10, Number 4, Aug 2020, pp. 199-206. 2020.
Manikumari, N., Vinodhini, G., & Murugappan, A, "Modelling of Reference Evapotransipration using Climatic Parameters for Irrigation Scheduling using Machine learning..", ISH Journal of Hydraulic Engineering.Taylor& Francis, Volume 10, Number 1, May 2020, pp. 134-137. 2020.
A. Shanthini,G. Vinodhini, R. M. Chandrasekaran, "A taxonomy on impact of label noise and feature noise using machine learning techniques.", Soft Computing,Springer, Volume 23, Number 18, Sep 2019, pp. 8597-8607. https://doi.org/10.1007/s00500-019-03968-7.
R. Karunia Krishna Priya, G. Vinodhini, K. Sakthivel, , "A Statistical Survey On The Big Data Mining With The Results,.", International Journal of Creative Research Thoughts (IJCRT) , Volume 6, Number 2, Apr 2018, pp. 126-132. 2018.
J.Charles , G.Vinodhini , R.Nagarajan, "A Survey on Machine Learning Methods in GIS Based Water Modeling.", International Journal of Computational Engineering Research , Volume 8, Number 8, Aug 2018, pp. 26-30. 2018.
GVinodhini,RM.Chandrasekaran, "A sampling based sentiment mining approach for e-commerce applications.", Information Processing & Management , Volume 11, Number 1, Jan 2017, pp. 223-236. 2017/https://doi.org/10.1016/j.ipm.2016.08.003.
GVinodhini,RM.Chandrasekaran, "Patient opinion mining to analyze drugs satisfaction using supervised learning.", Journal of Applied Research and Technology , Elsevier, Volume 15, Number 4, Aug 2017, pp. 311-319. https://doi.org/10.1016/j.jart.2017.02.005.
A. Shanthini,G. Vinodhini, R. M. Chandrasekaran, "OPINION CLASSIFICATION OF ONLINE REVIEWS USING THE PROBABILISTIC NEURAL NETWORK AND PRINCIPAL COMPONENT ANALYSIS .", Journal of Theoretical and Applied Information Technology, Scopus Indexed, Volume 95, Number 17, Sep 2017, pp. 4211-4220. 2017.
A. Shanthini,G. Vinodhini, R. M. Chandrasekaran, "Predicting Students’ Academic Performance in the University Using Meta Decision Tree Classifiers .", Journal of Computer Science -Scopus Indexed, Volume 14, Number 5, May 2017, pp. 654-662. 10.3844/jcssp.2018.654.662 .
V.Manieniyan,G.Vinodhini,R.Senthilkumar,S.Sivaprakasam, "Wear element analysis using neural networks of a DI diesel engine using biodiesel with exhaust gas recirculation.", Energy, Volume 11, Number 0360-5442, Nov 2016, pp. 603-612. 2016/https://doi.org/10.1016/j.energy.2016.08.040.
G.Vinodhini RM.Chandrasekaran, "A comparative performance evaluation of neural network based approach for sentiment classification of online reviews.", Journal of King Saud University-Computer and Information Sciences,Elsevier, Volume 28, Number 1, Jan 2016, pp. 2-12. 2016/ 10.1016/j.jksuci.2014.03.024.
Manikumari, N., & Vinodhini, G, "Regression models for predicting reference evapotranspiration. , .", International Journal of Engineering Trends and Technology (IJETT), Volume 38, Number 3, Jul 2016, pp. 134-139. 2016.
G.Vinodhini and RM.Chandrasekaran, "Measuring the quality of hybrid opinion mining model for e-commerce application.", Measurement, ISSN: 0263-2241, Elsevier, Volume 55, Number 1, Sep 2014, pp. 101-109. 2014.
A. Shanthini , G.Vinodhini , RM. Chandrasekaran, "Effect of Principle Component Analysis and Support Vector Machine in Software Fault Prediction.", International Journal of Computer Trends and Technology, Volume 7, Number 3, Jan 2014, pp. 313-316. 2014.
G.Vinodhini and RM.Chandrasekaran, "Sentiment Mining Using SVM-Based Hybrid Classification Model.", Advances in Intelligent Systems and Computing, ISSN: 2194-5357, Springer, Volume 246, Number 1, Feb 2014, pp. 155-162. 2014.
G.Vinodhini and RM.Chandrasekaran, "Opinion Mining using principal component analysis based ensemble methods.", CSI transactions on ICT, ISSN: 2277-9086, Springer, Volume 4, Number 1, Oct 2014, pp. 1-11. 2014.
G.Vinodhini and RM.Chandrasekaran, "Sentiment Learning from Imbalanced Dataset: An Ensemble Based Method.", International Journal of Artificial Intelligence ISSN 0974-0635, Volume 12, Number 2, Oct 2014, pp. 75-87. 2014.
Shanthini. A, Vinodhini. G and Chandrasekaran. R M, "Bagged SVM Classifier for Software Fault Prediction.", International Journal of Computer Applications , Volume 62, Number 15, Jan 2013, pp. 21-24. 2013.
G.Vinodhini and RM.Chandrasekaran, "Performance Evaluation of Machine Learning Classifiers in Sentiment MiningPerformance Evaluation of Machine Learning Classifiers in Sentiment Mining.", International Journal of Computer Trends and Technology (IJCTT), Volume 4, Number 6, Jan 2013, pp. 1783-1786. 2013.
G.Vinodhini and RM.Chandrasekaran , "Effect of Feature Reduction in Sentiment analysis of online reviews.", International Journal of Advanced Research in Computer Engineering & Technology, ISSN: 2278-1323, Volume 2, Number 6, Apr 2013, pp. 2165-2172. 2013.
G.Vinodhini and RM.Chandrasekaran , "Product Review Mining for Opinion Using Ensemble Classifier.", Computer Engineering and Applications Journal, ISSN: 2252-5459, Volume 2, Number 2, Jun 2013, pp. 15-19. 2013.
G.Vinodhini and RM.Chandrasekaran , "Performance Evaluation of Sentiment Mining Classifiers on Balanced and Imbalanced Dataset.", International Journal of Computer Science and Business Informatics, ISSN: 1694-2507, Volume 6, Number 1, Jul 2013, pp. 1-8. 2013.
G.Vinodhini and RM.Chandrasekaran , "Performance of Hybrid Sentiment Classification Model on Online Product Reviews.", International Journal of Computer Science Engineering, ISSN: 2319-7323, Volume 2, Number 06, Aug 2013, pp. 313-318. 2013.
G.Vinodhini and RM.Chandrasekaran , "Sentiment Analysis and Opinion Mining: A Survey.", International Journal of Advanced Research in Computer Science and Software Engineering, Volume 2, Number 6, Jun 2012, pp. 282-292. 2012.
G.Vinodhini, L. Srisubha and RM.Chandrasekaran , "Feature based opinion mining for customer reviews.", International journal of information technology and Engineering, Volume 3, Number 1-2, Aug 2012, pp. 73-78. 2012.
List of Conferences - National
Charles, J., Vinodhini, G., & Nagarajan, R., WATER QUALITY MONITORING USING NEURAL NETWORKS FOR GREEN ENVIRONMENT, On Green Chemistry and Engineering: Towards Future Technology , Dec 27-28, 2019, Department of Chemical Engineering, Faculty of Engineering and Technology, Annamalai University, Ann, pp. 1-3. GCETFT -, 2019.
Charles, J., Vinodhini, G., & Nagarajan, R., Water Quality Monitoring using Machine learning Techniques for Sustainable Development, 4 National Conference on â,œChallenges in Chemical Engineering and Biosciences for Sustainable Environment (CBSE)â,, Feb 15-16, 2019, Department of Chemical Engineering, Faculty of Engineering and Technology, Annamalai University, Ann, pp. 24-27. CBSE, 2019.
G.Vinodhini and RM.Chandrasekaran, Mining online product reviews for opinion using Machine learning, National conference on recent advances in computr technologies, Apr 10-10, 2013, Melmaruvathur, pp. 17-21. Melmaruvathur, CSI and ISTE.
G.Vinodhini and RM.Chandrasekaran, Applying Machine learning for sentiment classification , National conference on computing techniques, Apr 5-5, 2013, University college of Engineering, villupuram, pp. 34-37. University college of Engineering,, villupuram.
G.Vinodhini, Bagged SVM Classifier for software defect prediction, National conference on advanced computing , Jan 18-18, 2013, SRC, pp. 56-56. SASTRA University, Kumbakonam.
G.Vinodhini and RM.Chandrasekaran, An unsuprvised approach for mining feature opinion in online product reviews, UGC sponsored national confernce on Knowledge discovery and data mining, Mar 12-13, 2012, Annamalai University, pp. 74-76. Annamalai University, Annamalai University.
G.Vinodhini, Neotric technique for database security, National conference on computer engineering and technology, Mar 19-20, 2010, Punjab, pp. 117-123. RIMT institute of engineering and technology, Punjab..
G.Vinodhini, A key Exchange approach for group session keys using public key cryptography, NCNICS, Feb 7-7, 2008, SNS College of technology, pp. 19-19. SNS College of technology, Coimbatore.
G.Vinodhini, Steganography in Wavelet compression, Emerging trends in communication & netorking, Mar 25-26, 2005, Gandhigram rural University, pp. 21-25. UGC-SAP(DRS), Gandhigram rural University.
List of Conferences - International
P. Deivajothi, G. Vinodhini & V. Manieniyan, Experimental Catalyst Optimization and Artificial Neural Network Modeling in Biodiesel Preparation, Advances in IC Engines and Combustion Technology, Aug 19-20, 2020, NIT- Kurushethra, pp. 167-175. Lecture Notes in Mechanical Engineering book series (LNME), Springer.
Nivetha Gopalakrishnan, Venkatalakshmi Krishnan, Vinodhini Gopalakrishnan, Ensemble Feature Selection to Improve Classification Accuracy in Human Activity Recognition, Inventive Communication and Computational Technologies, May 11-11, 2019, Singapore, pp. 2669-2677. Lecture Notes in Networks and Systems, Springer.
P.Venil, G.Vinodhini, R.Suban, Performance Evaluation of Ensemble based Collaborative Filtering Recommender System, International Conference on Systems Computation Automation and Networking 2019, Mar 29-30, 2019, MVIT,, pp. 503-507. Pudhucherry, IEEE Advanced Technology for Humanity @IEEE 978-1-7281-1524-5.
P.Venil, G.Vinodhini, Identifying Concept Drift in Recommender Systems using a Rating-Genre Based Collaborative Filtering, 2nd International Conference on Recent Advances in Engineering and Technology,, Feb 8-9, 2019, SriKrishna College of Engg & Technology, pp. 1079-1081. Coimbatore, ISBN:978-93-87862-50-0.
R. Karunia Krishna Priya, G. Vinodhini, K. Sakthivel, , SUBSPACE CLUSTERING BASED FAULT DETECTION AND ESTIMATION IN BIG DATA, Recent Advances in Engineering & Technology, Feb 8-9, 2019, Coimbatore, pp. 1264-1264. Sri Krishna College of Engineering & Technology, ISBN: 978-93-87862-50-0.
N Manikumari, A Murugappan, Vinodhini G, Time Series Forecasting of Daily Reference Evapotranspiration by Neural Network Ensemble Learning for Irrigation System,  IOP Conference Series Earth and Environmental Science, Mar 17-18, 2017, SASTRA UNIVERSITY, pp. 12-16. Tirumalaisamudram, Thanjavur, Published under licence by IOP Publishing Ltd.
1. G.Vinodhini and RM.Chandrasekaran, Sentiment Mining using principal component analysis, IEEE sponsored International conference on information, communication and embedded system, Feb 27-28, 2014, CHENNAI, pp. 213-218. S.A ENGG COLLEGE , IEEE.
G.Vinodhini and RM.Chandrasekaran, EFFECT OF SAMPLING METHODS ON HYBRID CLASSIFICATION MODEL FOR SENTIMENT MINING, INTERNATIONAL CONFERENCE ON MATHEMATICAL METHODS AND COMPUTATION, Feb 13-14, 2014, trichy, pp. 813-817. Jamal mohamed, Jamal mohamed.
G.Vinodhini and RM.Chandrasekaran, Sentiment Mining Using SVM-Based. Hybrid Classification Model. , Computational Intelligence, Cyber Security and Computational Models, Dec 19-21, 2013, coimbatore, pp. 155-162. PSG, PSG.