Dr Premalatha K - Bannari Amman Institute of Technology

Experience Type	Organization	From	To	Total Experience
Engineering	Bannari Amman Institute of Technology, Sathyamangalam	03.06.2009
Engineering	Kongu Engineering College	07.06.1999	30.05.2009	9 Year(s) & 11 Month(s)
Industry	Ahana Computers	01.07.1993	31.05.1996	2 Year(s) & 11 Month(s)
Engineering	Adhiyamaan Engineering College	01.07.1992	30.06.1993	1 Year & 0 Month
Industry	Cosmic Computers	01.06.1990	30.06.1992	2 Year(s) & 1 Month

Degree	Specialization	Institute	University	Year of Passing
B.E	Computer Science and Engineering	IRTT	Bharathiar University, Coimbatore	1990
M.E	Computer Science and Engineering	Kongu Engineering College	Bharathiar University, Coimbatore	2002
Ph.D	Computer Science and Engineering	Bannari Amman Institute of Technology	Anna University, Chennai	2009

S.No.	Subject Area
1	Data mining
2	Machine Learning

Swathypriyadharsini P , Rupashini P R , Premalatha K, “Feature selection for classification based on machine learning algorithms for prostate cancer” , “Biomed Phys Eng Express” April 2025 , Volume 11, Issue .3, Pages.1-24, doi: 10.1088/2057-1976/adcf2b.

Premalatha K, Wasim Raja A, Vignesh M, Madeswaran D, Janani S, Sivakumar Kandhasamy,“Enhanced Feature Selection and Classification of Breast Cancer Subtypes Using Heuristic Optimization and Ensemble Models on Microarray Data”, “”TPM – Testing Psychometrics Methodology in Applied Psychology””, Volume No. 32, Issue No.84, Pages. 750-774, Aug 2025.

Premalatha K, Prabha Devi D, Sivakumar K, “Machine Learning Framework for Breast Cancer Detection with Feature Selection with L2 Ridge Regularization: Insights from Multiple Datasets”, J Transl Genet Genom. 2025;9:11-34, 10.20517/jtgg.2024.82.

Premalatha K, K Seethappan, “Impact of Oxymoron Features and Deep Learning Techniques in the Detection of Sarcastic Contents”, Vol.No.46, Issue No.9, 45385, Doi: 10.3233/Jifs-211295

Sivakumar Kandhasamy, Premalatha Kandhasamy, Barath Palanivel, Kumutha Duraisamy, Sudharsanan Radhakrishnan, “A Network Based Approach for Automated Identification of Calanoid Copepods Using Deep Learning”, Original Research Article, Vol.28 No.4 2023 Page: [123-134].

N Sangavi, K Premalatha, V Dhananjayan, V R. Kiruthika, P Ananthi, “Augmentation Applied with Transfer Learning Approach to Detect Real and Fake Faces,” 2023 Third International Conference on Smart Technologies, Communication and Robotics (STCR), Sathyamangalam, India, 2023, Pages. 1-5, Doi: 10.1109/Stcr59085.2023.10396919.

S Jothimani, S N Sangeethaa, K Premalatha, R. Sathishkannan, “A New Spatio-Temporal Neural Architecture with Bi-Lstm for Multimodal Emotion Recognition”, 2023 8th International Conference on Communication and Electronics Systems (ICCES), Coimbatore, India, 2023, Pages. 257-262, Doi: 10.1109/Icces57224.2023.10192713.

Swathypriyadharsini P, Premalatha K, “Hybrid Cuckoo Search with Clonal Selection for Triclustering Gene Expression Data of Breast Cancer”, IETE Journal of Research, Vol. No.69, Issue No.5, 2023

Premalatha K, “THFN: Emotional Health Recognition of Elderly People Using a Two-Step Hybrid Feature Fusion Network Along with Monte-Carlo Dropout”, Biomedical Signal Processing and Control, Vol. No.86/A, 2023

Premalatha K, G Sathish Kumar, G Uma Maheshwari, “No More Privacy Concern: A Privacy-Chain Based Homomorphic Encryption Scheme and Statistical Method for Privacy Preservation of User’s Private and Sensitive Data”, Expert Systems with Applications, Vol. No.234, Issue No.30, 2023

Premalatha K, G Sathish Kumar, G Uma Maheshwari, G Vijaya, M Nivaashini, “Differential Privacy Scheme Using Laplace Mechanism and Statistical Method Computation in Deep Neural Network for Privacy Preservation”, Engineering Applications of Artificial Intelligence, Vol. No.128, Issue No.107399, 2023

Sathishkumar, K Premalatha, STIF: Intuitionistic Fuzzy Gaussian Membership Function with Statistical Transformation Weight of Evidence and Information Value for Private Information Preservation, Distributed and Parallel Https://Doi.Org/10.1007/S10619-023-07423-3

B Mahesh Kumar, K Premalatha, S Suvitha, “Lung Disease Detection Using Self-Attention Generative Adversarial Capsule Network Optimized with Sun Flower Optimization Algorithm”, Biomedical Signal Processing and Control, Vol 79, 2023

Jothimani , K Premalatha, “Mff-Saug: Multi Feature Fusion with Spectrogram Augmentation of Speech Emotion Recognition Using Convolution Neural Network”, Chaos, Solitons & Fractals, Volume 162, 112512, Https://Doi.Org/10.1016/J.Chaos.2022.112512 2022,

Seethappan K, K Premalatha, “A Comparative Analysis of Euphemistic Sentences in News using Feature Weight Scheme and Intelligence Technique, Journal of Intelligent & Fuzzy Systems, vol. 42, no. 3, pages. 1937-1948, 2022.
Saranya, K Premalatha, “Multi Attribute Case Based Privacy-Preserving for Healthcare Transactional Data Using Cryptography”, Intelligent Automation & Soft Computing Doi: 10.32604/Iasc.2023.027949, Tech Science Press

Sangavi N, Kiruthika V R, Premalatha K, “Impact of Classification Algorithms on Cervical Cancer Dataset,” 2022 International Conference on Sustainable Computing and Data Communication Systems (ICSCDS), Erode, India, Pages. 1633-1640, Doi: 10.1109/Icscds53736.2022.9760715.2022,

Sathishkumar , K Premalatha, “Privacy Preserving Data Mining – Past and Present”, Int. J. Business Intelligence and Data Mining, Vol. 21, No. 2, 149-170.2022,

Seethappan K, K Premalatha A Comparative Analysis of Euphemistic Sentences in News Using Feature Weight Scheme and Intelligence Technique, Journal of Intelligent & Fuzzy Systems, Vol. 42, No. 3, Pages. 1937-1948, 2022

Sasikala K Premalatha, “Application of Class Based Association Rule Pruning to Generate Optimal Association Rules in Healthcare”, Journal of Medical Imaging and Health Informatics, Volume 11, Number 11, 2021, Pages. 2859-2861(3)

K Seethappan, K Premalatha, “A Comparative Analysis of Euphemistic Sentences in News Using Feature Weight Scheme and Intelligent Techniques”, Journal of Intelligent & Fuzzy Systems, Doi:10.3233/Jifs-211295,

R Ramya, K Premalatha, P Swathypriyadharsini, “Feature Selection for Alzheimer”S Gene Expression Data Using Modified Binary Particle Swarm Optimization”, Iete Journal of Research, Doi10.1080/03772063.2021.1911691,

G Sathishkumar, K Premalatha, “Securing Private Information by Data Perturbation Using Statistical Transformation with Three Dimensional Shearing”, Applied Soft Computing, Vol 12, 107819. 2021,

N Kousika, K Premalatha, “An Improved Privacy Preserving Data Mining Technique Using Singular Value Decomposition with Three Dimensional Rotation Data Perturbation”, The Journal of Supercomputing, Vol.77, No. 9, Pages. 10003 – 10011, 2021,

K Saranya, K Premalatha “Privacy-Preserving Data Publishing Based on Sanitized Probability Matrix Using Transactional Graph for Improving the Security in Medical Environment” The Journal of Supercomputing,Vol. 76, No. 8, Pages. 5971 – 5980, 2020

Shree Rama Mani, K. Premalathaandhasamy, Karthikeyan Vijayan, Muthupriya Palanichamy, Justin Packia Jacob, Sivakumar Kandhasamy, “Haematological Parameters of Cyprinus Carpio with Reference to Probiotic Feed: A Machine Learning Approach”, The ISRAEL Journal of Aquaculture, Https://Doi.Org/10.46989/001c.25146

V Vignesh, K Premalatha, “Multi-Qos and Interference Concerned Reliable Routing in Military Information System”, Advances in Intelligent Systems and Computing, Vol. 645, Pages. 351 – 360, 2018

Swathypriyadharsini Palaniswamy, K Premalatha Kandhasamy, “Rough Fuzzy Cuckoo Search for Triclustering Microarray Gene Expression Data”, Turkish Journal of Electrical Engineering , No. 2019(27), Pages. 4328 – 4339, 2019

V Vignesh, K Premalatha, “Optimal Route Path Sustainability in Military Information System with Reduced Interference Effect”, The Journal of Supercomputing an International Journal of Highperformance Computer Design, Analysis, and Use, Vol. 75, No. 9, Pages. 6106 – 6117, 2019

R Prema, K Premalatha “Identifying Autism Biomarkers from Microarray Data Using Intuitionistic Fuzzy Normalization and Feature Selection”, Romanian Biotechnological Letters, Vol. 24, No. 3, Pages. 554 – 562, 2019

S Kannimuthu, K Premalatha, “Stellar Mass Black Hole Optimisation for Utility Mining”, Int. J. Data Analysis Techniques and Strategies, Vol. 11, No. 3, Pages. 222 – 245, 2019

T Keerthika, K Premalatha, “An Effective Feature Selection for Heart Disease Prediction with Aid of Hybrid Kernel Svm “, Int. J. Business Intelligence and Data Mining, Vol. 15, No. 3, Pages. 306 – 326, 2019

P Swathypriyadharsini, K Premalatha, “Comparison of Cuckoo Search and Particle Swarm Optimisation in Triclustering Temporal Gene Expression Data”, International Journal of Swarm Intelligence, Vol. 4, No. 1, Pages. 55 – 72, 2019

K Premalatha, “Course and Program Outcomes Assessment Methods in Outcome-Based Education: A Review”, Journal of Education, Sage, Pages. 1 – 17, 2019

Swathy Priyadharshini , K Premalatha, “Comparative Study on Swarm Intelligence Techniques for Triclustering of High Dimensional Microarray Gene Expression”, Journal Advanced Research in Dynamical and Control Systems, Elsevier Publishers, Vol. 10, No. 5, 2018

R Prema, K Premalatha, “Fuzzy Logic Based Normalization and Classifier for Gene Expression Data”, Journal Advanced Research in Dynamical and Control Systems, Elsevier Publishers, Vol. 10, No. 7, 2018

R Prema, K Premalatha, “Two Level Maximum Relevance-Maximum Significance Feature Selection Algorithm for Microarray Gene Expression Data”, Journal Advanced Research in Dynamical and Control Systems, Elsevier Publishers, Vol. 10, No. 5, 2018

R Ramya, K Premalatha, “Machine Learning Techniques for Diabetes Mellitus- A Comparitive Study”, Journal Advanced Research in Dynamical and Control Systems, Elsevier Publishers, Vol. 10, No. 5, 2018

D Sasikala, K Premalatha, Social Network Analysis for Prediction of Civil Unrest: A Review, International Journal of Pure sad Applied Mathematics, Vol.119, No. 16b,2018

R Prema, K Premalatha, “Gene Selection Using Fuzzy Discretization and Rough Set Theory” , Research Journal of Pharmacy and Technology

R Prema, K Premalatha, “Identifying Autism Bio-Markers from Microarray Data Using Intuitionistic Fuzzy Normalization and Feature Selection”, Romanian Biotechnological Letters, Rom Biotechnol Lett. 2019; 24(3): 554-562

V Vignesh, K Premalatha “Channel Load Based Interference Aware Scheduling in Military Communication Environment” Concurrency and Computation: Practice and Experience [Anna University,Chennai – Annexure I] Accepted for Publication Doi : 10.1002/Cpe.4738, 2018

Prema R, K Premalatha, “Minimum Redundancy Maximum Relevance with Mean Based Ranking for Biomarker Gene Selection in Autism”, International Journal of Telemedicine and Clinical Practices, Inderscience Publishers, 2018

R Prema, K Premalatha, “Effect of Intuitionistic Fuzzy Normalization in Microarray Gene Selection”, Turkish Journal of Electrical Engineering and Computer Science, Vol. 28, Pages. 1141-1152, Doi:10.3906/Elk-1708-105,2018

Swathy Priyadharshini, K Premalatha, “Triocuckoo: A Multi Objective Cuckoo Search Algorithm for Triclustering Microarray Gene Expression Data” , Journal Information Science and Engineering, 2017

S Kannimuthu, K Premalatha, “Stellar Mass Black Hole Optimization for Utility Mining”, International Journal of Data Analysis Techniques and Strategies, Inderscience Publishers , 2017

T Keerthika, K Premalatha, “An Effective Feature Selection for Heart Disease Prediction with Aid of Hybrid Kernel Svm”, International Journal of Business Intelligence and Data Mining ,Doi: 10.1504/Ijbidm.2017.100094412017

V Vignesh, K Premalatha, “Multi Path Interference Aware Reliable Route Path Establishment in Mobile Adhoc Network Environment”, Cluster Computing, Springer, Https://Doi.Org/10.1007/S10586-017-1289-2, Pages.1-9, 2017

M Anidha, K Premalatha, “An Entropy Based Mean Score Feature Selection Method for Identification of Biomarkers Using Mirna Expression Profiles for Cancer Classification”, Asian Journal of Information Technology, Vol. 16, No. 2-5, Pages. 206-211, 2017

C Gunavathi, K Premalatha, K Sivasubramanian, “A Survey on Feature Selection Methods in Microarray Gene Expression Data for Cancer Classification”, Research J Pharm. and Tech. Vol. 10, No. 5, Pages. 1395-1401, 2017

M Anidha, K Premalatha, “An Application of Fuzzy Normalization in Mirna Data for Novel Feature Selection in Cancer Classification”, Biomedical Research, Vol. 28 No. 9, Pages.4187-4195, (Impact Factor 0.259)2017.

C Gunavathi, K Premalatha, K Sivasubramanian, “Biomarker Selection from Gene Expression Data for Tumour Categorization Using Bat Algorithm”, International Journal of Intelligent Engineering and Systems, Vol. 10, No. 3, Pages. 401-408, 2017.

M Anidha, K Premalatha, “An Mrmr with Mean Score Feature Selection for Ovarian Cancer Classification Using Joint Analysis”, International Journal of Pharmaceutical and Biological Science, Vol.8, No. 2, Pages. 495-504, 2017.

M Anidha, K Premalatha, “Integrated Cox Model for Survival Analysis and Biomarker Discovery with a Feature Ranking Technique Based on Z-Score Transformation in Non-Small Cell Lung Cancer Patients”, Biomedical Research, Vol. 25 No. 5, Pages.1975-1983, 2017.(Impact Factor)

K Saranya, K Premalatha, “Privacy Preserving Data Clustering Using Hybrid Particle Swarm Optimization Algorithm”, Asian Journal of Research in Social Sciences and Humanities, Vol. 7, No.3, Pages. 601-619, 2017

C Gunavathi, K Premalatha, K Sivasubramanian, “An Application of Clonal Selection Algorithm in Gene Selection for Cancer Classification Using Microarray Data”, Research Journal of Pharmaceutical, Biological and Chemical Sciences, Vol. 8, No. 1, 2017.

R Balamurugan, A M Natarajan, K Premalatha, “A Modified Harmony Search Method for Biclustering Microarray Gene Expression Data”, International Journal of Data Mining and Bioinformatics, Vol. 16, No. 4, 2016, Pages. 269-289.

K Saranya, K Premalatha, “Private Frequent Itemset Mining in Smart Splitting for Privacy Preserving Using Attribute Probability Matrix”, Asian Journal of Research in Social Sciences and Humanities, Vol. 6, No.10, 2016

N Kousika, K Premalatha, “An Efficient Hybrid Data Perturbation Approach to Preserve Privacy”, Asian Journal of Research in Social Sciences and Humanities, Vol. 6, No. 10, Pages. 453-461, 2016.

R Balamurugan, A M Natarajan, K Premalatha, “A Meta Heuristic Approach for Discovering Local Pattern in Gene Expression Data”, Asian Journal of Research in Social Sciences and Humanities, Vol. 6, No.7, Pages. 2304-2314,2016

M Anidha, K Premalatha, “A Hybrid Gene Selection Technique Using Improved Mutual Information and Fisher Score for Cancer Classification Using Microarrays”, World Academy of Science, Engineering and Technology International Journal of Computer, Electrical, Automation, Control and Information Engineering Vol. 10, No. 3, Pages. 554-557, 2016

T Keerthika, K Premalatha, “Heart Disease Prediction System Using Optimal Rough-Fuzzy Classifier Based on Abc”, Asian Journal of Information Technology, Vol. 15, No. 3, Pages. 481-492, 2016.

S Logeswari, K Premalatha, “Ontology-Based Semantic Smoothing Model for Biomedical Document Clustering”, Int. J. Telemedicine and Clinical Practices, Vol. 1, No. 1, 2015, Pages.94-110

M Pandi, K Premalatha, “A Cuckoo Search with Differential Evolution for Clustering Microarray Gene Expression Data”, World Academy of Science, Engineering and Technology, International Journal of Computer, Information, Systems and Control Engineering, Vol.10, No.2, Pages.334-339 , 2016. [Sjr 0.12]

T Anantha Kumar, K Premalatha, A M Natarajan, “A Hand Vein Pattern Recognition Using Natural Image Statistics”, Defence Science Journal, Vol. 65, No. 2, Pages.150-158, 2015 Doi:Http://Dx.Doi.Org/10.14429/Dsj.65.731 (Impact Factor 0.359 )

M Pandi, K Premalatha, “Clustering Microarray Gene Expression Data Using Enhanced Harmony Search”, Inderscience – International Journal of Bio-Inspired Computation, Vol. 7, No. 5, 2015, Pages. 296-396. (Impact Factor – 1.68)

D Sasikala, K Premalatha, “A Tree Based Association Rule Approach for Xml Data with Semantic Integration”, World Academy of Science, Engineering and Technology, Vol:8 No:11, Pages. 1836-1841, 2014

C Gunavathi, K Premalatha, “Cuckoo Search Optimization for Feature Selection in Cancer Classification: A New Approach”, International Journal of Data Mining and Bioinformatics, Vol. 13, No. 3, 2015, Pages. 248-265. (Impact Factor – 0.65)

S Logeswari, K Premalatha, “Designing a Semantic Similarity Measure for Biomedical Document Clustering”, Journal of Medical Imaging and Health Informatics , Volume 5, No. 6, 2015, Pages.1163-1170 (Impact Factor – 0.62)

R Balamurugan, A M Natarajan, K Premalatha, “Stellar-Mass Black Hole Optimization for Biclustering Microarray Gene Expression Data” , Applied Artificial Intelligence: An International Journal, Vol. 29, No. 4, 2015, Pages. 353-381 (Impact Factor – 0.47)

R Balamurugan, A M Natarajan, K Premalatha, “Cuckoo Search with Mutation for Biclustering of Microarray Gene Expression Data”, The International Arab Journal of Information Technology, Vol. 16, No. 3, 2019 (Impact Factor – 0.39)

N B Mahesh Kumar , K Premalatha, “Palmprint Authentication System Based on Local and Global Feature Fusion Using Dost”, Journal of Applied Mathematics, Hindawi Publishing Corporation, Volume 2014, Article Id 918376, Pages.1-11

C Gunavathi, K Premalatha, “Statistical Measures and Optimization Algorithms for Gene Selection in Lung and Ovarian Tumor”, International Journal of Medical, Health, Pharmaceutical and Biomedical Engineering, , Vol:8 No:10, Pages. 685-691, 2014

C Gunavathi, K Premalatha, “Performance Analysis of Genetic Algorithm with KNN and SVM for Feature Selection in Tumor Classification”, International Journal of Computer, Information, Systems and Control Engineering Vol:8 No: 8, Pages. 1363-1370, 2014 .

Arul anand Natarajan, K Premalatha, “Bin Bloom Filter Using Heuristic Optimization Techniques for Spam Detection”, World Academy of Science, Engineering and Technology, Vol. 8, No. 8, Pages. 1339 – 1345 , 2014

T Anantha Kumar, K Premalatha, “Hand Vein Pattern Recognition Using Multiple Texture Features”, The International Arab Journal of Information Technology (Impact Factor – 0.39)

R Balamurugan, A M Natarajan, K Premalatha , “Biclustering Microarray Gene Expression Data Using Modified Nelder-Mead Method”, International Journal of Information and Communication Technology, Inderscience Publishers, Vol. 9, No. 1, Pages.43-62, 2016

S Kannimuthu, K Premalatha, “Up-Gniv: An Expeditious High Utility Pattern Mining Algorithm for Itemsets with Negative Utility Values”, International Journal of Information Technology and Management, Inderscience Publishers, Vol. 14, No. 1, Pages. 26-42, 2015

M Pandi, K Premalatha, “An Advanced Nelder Mead Simplex Method for Clustering of Gene Expression Data”, World Academy of Science, Engineering and Technology , Vol. 8, No.4, Pages.588-596, 2014

C Gunavathi, K Premalatha, “A Comparative Analysis of Swarm Intelligence Techniques for Feature Selection in Cancer Classification Scientific World Journal, Hindawi Publishing Corporation”, Volume Article Id 693831, Pages. 1-12, Http://Dx.Doi.Org/10.1155/2014/693831 (Impact Factor – 1.730) 2014,

N B Mahesh Kumar, K Premalatha, “Finger Knuckle-Print Identification Based on Local and Global Feature Extraction Using Sdost”, American Journal of Applied Sciences, Vol. 11, No. 6 , Pages. 929-938,2014

T Anantha Kumar, K Premalatha, “Personal Identification Using Local Gaussian Quadrature Filter Pair Phase Quantisation of Hand Vein Images”, International Journal of Biometrics, Vol. 6, No. 2, Pages. 180-203, 2014,

D Sasikala, K Premalatha, “Pxml Miner: A Projection- Based Interesting Xml Rule Mining Technique”, Data Science Journal, Volume 13, Pages. 12-25,2014,

S Kannimuthu, K Premalatha, “Discovery of High Utility Itemsets Using Genetic Algorithm with Ranked Mutation”, Applied Artificial Intelligence, Applied Artificial Intelligence: An International Journal, Taylor & Francis Volume 28, Issue 4, Pages. 337-359 Doi: 10.1080/08839514.2014.891839 (Impact Factor – 0.47)2014,

S Kannimuthu, K Premalatha, “A Distributed Approach to Extract High Utility Itemsets from Xml Data”, International Journal of Computer, Information Science and Engineering Vol:8 No:3, Pages. 93-101, 2014,

R Balamurugan, A M Natarajan, K Premalatha, “Comparative Study on Swarm Intelligence Techniques for Biclustering of Microarray Gene”, World Academy of Science, Engineering and Technology, Vol. 8 No. 2, Pages. 4619-4625, 2014,

K Premalatha, T Anantha Kumar, A M Natarajan, “A Dorsal Hand Vein Recognition-Based on Local Gabor Phase Quantization with Whitening Transformation”, Defence Science Journal, Vol. 64, No. 2, Pages. 159-167, Doi : 10.14429/Dsj.4659 (Impact Factor 0.359 ) 2014,

M Gunasekaran, K Premalatha, “An Anonymity-Based Secure on-Demand Routing for Mobile ad Hoc Networks”, International Journal of Computer, Information Science and Engineering Vol:8 No:1, 2014, Pages. 94-103

S Kannimuthu, K Premalatha, “Discovery of High Utility Itemsets Using Genetic Algorithm”, International Journal of Engineering and Technology (IJET), Vol 5 No 6 Pages. 4866-4880,2013- 2014,

M Gunasekaran, K Premalatha, “Por: Privacy-Preserving on-Demand Routing Scheme to Mitigate Malicious Nodes in Mobile ad Hoc Networks” , International Journal of Computer Applications, Vol. 82, No.10,

M Gunasekaran, K Premalatha, “Spawn: A Secure Privacy-Preserving Architecture in Wireless Mobile ad Hoc Networks”, Eurasip Journal on Wireless Communications and Networking 2013:220 (Impact Factor – 0.54 )2013,

C Gunavathi, K Premalatha, “An Analysis of Genetic Algorithm for Cancer Classification with Top-M Genes Based on Statistical Measures”, National Journal of Technology, Vol.9, No.3, Pages.44 – 50, 2013

Gunasekaran M, Premalatha K, “TEAP: Trust-Enhanced Anonymous on-Demand Routing Protocol for Mobile ad Hoc Networks”, Iet Information Security, Volume 7, Issue 3, Pages. 203-211, (Impact Factor – 0.62 )2013.

C Gunavathi, K Premalatha, “Gene Selection Methods for Cancer Classification: A Review”, Indian Journal of Engineering, Science, and Technology, Vol. 6, No. 1 & 2, Pages. 78 – 81, 2012

S Kannimuthu, K Premalatha, S Shankar , “A Novel Approach to Extract High Utility Itemsets from Distributed Databases”, Computing and Informatics, Vol. 31, No. 6, Pages.1597-1615, (Impact Factor – 0.254 )2012.

Arulanand Natarajan, S Subramanian, K Premalatha , “A Comparison Study of Cuckoo-Bat Search for Optimization of Bloom Filter in Spam Filtering”, Inderscience – International Journal of Bio-Inspired Computation, Vol. 4 No. 2 Pages.89-99, (Impact Factor – 1.68)2012

Arulanand Natarajan , S.Subramanian, K Premalatha , “Optimized Bin Bloom Filter for Spam Filtering Using Particle Swarm Optimization”, European Journal of Scientific Research, Vol 68, No. 2, Pages. 199-213, 2012

Arulanand Natarajan , S Subramanian,K Premalatha , “Optimization of Bloom Filter Using Simulated Annealing”, Elixir Computer Science & Engineering, Vol 41, Pages. 5914-5918 (Elixir Online Journal), 2011

Arulanand Natarajan , S.Subramanian, K Premalatha, “An Enhanced Cuckoo Search for Optimization of Bloom Filter in Spam Filtering”, Global Journal for Computer Science and Technology, Vol. 12, No. 1. 2012

S Kannimuthu, K Premalatha, S Shankar,”Ifum – Improved Fast Utility Mining”, International Journal of Computer Applications Vol. 27, No. 11, Pages. 32-36, 2011

Arulanand Natarajan , S Subramanian, K Premalatha , Combined Heuristic Technique for Optimization of Bloom Filters in Spam Filtering, Journal of Computer Science, Vol. 7, No. 9, Pages.1439-1447,2011

Mahesh Kumar N B, K Premalatha “A Survey of Image Enhancement Techniques for Vein Pattern Biometrics”, International Journal of Computer Information Systems Vol. 2, No. 4 Pages. 12-17,2011

Arulanand Natarajan, S Subramanian, K Premalatha, “Enhanced Matrix Bloom Filter for Weak Password Identification”, CIIT International Journal of Networking and Communication Engineering, Vol. 3, No. 5, Pages. 297-305,2011

D Sasikala, K Premalatha, S Logeswari, “A Survey on Association Rule Mining”, CIIT International Journal for Data Mining Knowledge Engineering”, Vol. 3, No. 4, Pages. 231-236,2011.

K Premalatha, A M Natarajan , “Diverse Depiction of PSO for Document Clustering”, Ict Academy, Vol.1 No.3 Pages. 125-130,2011

S Logeswari, K Premalatha, D Sasikala , “A Survey on Text Mining in Clustering”, International Journal of Advanced Research in Computer Science, Vol 2 No.1 Pages. 111-116,2011

M Gunasekaran, K Premalatha, B Gopalakrishnan, ”A Survey on Dos Attacks and Countermeasures in Mobile ad Hoc Networks”, International Journal of Advanced Research in Computer Science, Volume 1, No. 3, Pages. 156-164,2010

K Premalatha, A M Natarajan , “Hybrid PSO and Ga for Document Clustering”, International Journal of Advances in Soft Computing and its Applications, Vol 2, No. 3, Pages. 302-319,2010

Arulanand Natarajan, S Subramanian, K Premalatha, “Bloom Filter : A Review”, International Journal of Advanced Research in Computer Science, Volume 1, No. 3, Pages. 248-254, 2010

K Premalatha, A M Natarajan , “ A Literature Review on Document Clustering”, Information and Technology Journal, Vol. 9, No. 5, Pages. 1-10,2010

K Premalatha, A M Natarajan, “Combined Heuristic Optimization Techniques for Global Minimization”, International Journal for Advances in Soft Computing and its Applications, Vol. 2 No. 1, Pages. 85-98, 2010

K Premalatha, A M Natarajan , “Hybrid Pso with Ga for Global Optimization”, International Journal for Open Problems in Computer Science and Mathematics Vol. 2, No. 4, Pages. 597-608.

K Premalatha, A M Natarajan, “Discrete PSO with Ga Operators for Document Clustering”, International Journal of Recent Trends in Engineering, Vol. 1, Pages. 20-24, 2009

K Premalatha, A M Natarajan , “Dimension Reduction for Indexing Structure of Documents Based on Concept Hierarchy”, Journal for Arts, Commerce, Computer Science and Technology, Vol. 7, No. 2,2009

K Premalatha, A M Natarajan , “Hybrid Genetic-Particle Optimizer for Document Clustering”, International Journal for Computer Science and Engineering Systems, Vol. 3, No. 1,2009

K Premalatha, A M Natarajan , “Chi-Square Test for Anomaly Detection in Xml Documents Using Association Rule Mining”, Journal of Computer and Information Science, Vol. 2, No. 1, Pages. 75-82,2009

K Premalatha, A M Natarajan , “Genetic Algorithm for Document Clustering Based on Simultaneous and Ranked Mutation”, Journal of Modern Applied Science, Vol. 3, No. 2, Pages. 35-42,2009

K Premalatha, A M Natarajan, “Procreant PSO for Document Clustering for Fastening the Convergence Towards Optimal Solution”, Current Science, Vol. 96, No. 1, Pages. 137-143 (Impact Factor – 0.934 ),2009

K Premalatha, A M Natarajan , “A Variant PSO for Achieving Better Optimal Solution in the Application of Document Clustering”, International Journal of Algorithms, Computing and Mathematics, Vol. 1, No. 1, Pages. 37-47,2008

K Premalatha, A M Natarajan , “Binary PSO for Document Clustering with Local Search”, International Journal for Engineering Research and Industrial Applications, Vol. 1, No. 2, Pages. 209-224,2008

K Premalatha, A M Natarajan , “A New Approach for Data Clustering Based on PSO with Local Search”, Journal of Computer and Information Science, Canadian Center of Science and Education, Vol. 1, No. 4, Pages. 139-145,2008

K Premalatha, A M Natarajan, “Document Clustering Based on Genetic Algorithm with Dynamic and Adaptive Mutation”, International Journal for Engineering Research and Industrial Applications, Vol. 1, No. 4, Pages. 75-86,2008

K Premalatha, A M Natarajan, “Hybrid PSO-GA with Crossover for Document Clustering”, International Journal for Mathematical Sciences and Engineering Applications, Vol. 2, No. 4, Pages. 185-198,2008

A M Natarajan, K Premalatha, “Three Dimensional Concept-Based Indexing for Xml Documents”, International Journal for Systematics, Cybernetics and Informatics, Vol. 2, No. 2, Pages. 40-45,2007

Premalatha K, Sangavi N, Premalatha K, Kiruthika V R, Ananthi P, “Augmentation Applied with Transfer Learning Approach To Detect Real And Fake Faces”, Third International Conference on Smart Technologies, Communication And Robotics”, BIT, 2023.

Premalatha K, “Augmentation Applied With Transfer Learning Approach to Detect Real And Fake Faces”, AICTE Sponsored Two Day International Conference on “Information and Communication Engineering”, Care College of Engineering, 2023.

Premalatha K, Kalaivani E “Utilization of A Deep Learning Classifier for the Diagnosis of Biomedical Leukaemia”, International Conference on “Computational Intelligence and Communication Networks”, National Institute for Engineering and Research, 2023.

Premalatha K, “Transformer Ensemble Method for Hate Speech Detection”, International Conference on Advanced Materials and Technologies for Industry 4.0”, BIT, 2023.

B Magesh Kumar, K Premalatha, Autism Spectrum Disorder Prediction by Facial Recognition using Deep Learning, Intelligent Systems and Control, Karpagam College of Engineering, 10-11, Mar 2023

P R Rupashini, K Premalatha, Transformer ensemble method for hate speech detection, International Conference on Advanced Materials and Technologies for Industry 4.O – ICAMT 4.O, Bannari Amman Institute of Technology, March 23 & 24 – 2023.

Premalatha K, Magesh Kumar B, “Autism Spectrum Disorder Prediction by Facial Recognition using Deep Learning”, International Conference on “Intelligent Systems And Control” Karpagam College of Engineering, 2023.

Premalatha K, Santhiya B “Dyslexia Detection using Handwriting Recognition in Machine Learning” International Conference On “ Multidisciplinary PerspectivesiIn Engineering Science, Social and Management”, IIRM, 2022.

Premalatha K, “Online Credit Card Fraud Detection A Practical Approach using MCC”, International Conference on Artificial Intelligence and Robotics”, BIT, 2022.

Premalatha K, Sangavi N, Kiruthika V R, “Impact of Classification Algorithms on Cervical Cancer Dataset”, International Conference on “Sustainable Computing and Data Communication Systems (ICSCDS-2022)”, Shri Venkateswara High-Tech Engineering College, 2022.

Premalatha K, “Online Credit Card Fraud Detection: A Practical Approach Using MCC”, International Conference on “Artificial Intelligence and Smart Computing – ICAISC 2022”, BIT, 2022.

Premalatha K,Arun R, “Social Vulnerability to Floods of Slum Dwellers using Factor Analysis: A Case Study of Adayar Basin Chennai India”, ESW IX National Conference “Environment and Social Welfare Society 2022.

S. Jothimani, S. N. Sangeethaa & K. Premalatha,” Advanced Deep Learning Techniques with Attention Mechanisms for Acoustic Emotion Classification”, International Conference on Inventive Computation Technologies (ICICT), 2022,DOI: 10.1109/ICICT54344.2022.9850908

Anand Kumar, K Premalatha, Online Credit Card Fraud Detection : A Practical Approach Using MCC, Second International Conference on Artificial Intelligence and Smart Computing (ICAISC – 2022 Virtual Conference) held on 11th – 12th March 2022 at Bannari Amman Institute of Technology, Sathyamangalam, Tamil Nadu, India

Premalatha K, “Online Credit Card Fraud Detection: A Practical Approach Using MCC”, International Conference on “Artificial Intelligence and Smart Computing – ICAISC 2022”, BIT, 2022.

Arun R, K Premalatha, Social vulnerability to floods of slum dwellers using factor analysis : A case study of floods to Adayar Basin, Chennai, ESW, IX Annual Research Conference on Impact of Environmental stressors on Human and Disaster Management, 30-31 Jan 2022

Sangavi N, K Premalatha, Impact of classification algorithms on cervical cancer dataset, International Conference on Sustainable data and Data Communication Systems, Shree Venkateswara Hi-Tech Engineering College, Erode, 7-9, April 2022

R. Sathishkannan, , Dr. K. Premalatha An Efficient Two Phase Intrusion Detection System (IDS) Using Deep Learning Techniques, 2nd International Conference on Research Trends in Engineering and Management, 25-26, Aug 2022

K Premalatha, Parkinson’s Disease Prognostication Using Machine Learning Technique The Second International Conference on Recent Challenges in Science, Engineering, and Technology-2021, Apr 2021, Guntur,Andhra Pradesh, India in association with IIRM-SDT “, 2021

N. Sangavi and K Premalatha, Data Perturbation Techniques In Privacy Preserving Data Mining, AICTE sponsored International Conference on Data Science and Big Data analytics for sustainability, Nandha Engineering College, 2020

K Premalatha, Hybrid Cuckoo search with genetic algorithm for Triclustering Time series gene expression data, International conference on Electrical sciences, SNS, Coimbatore, 2020

K Premalatha, Data Perturbation techniques in Privacy preserving data mining, AICTE sponsored international conference on Data science and Big data analytics, Nanda Engineering College, Erode, 2020

Arun R, K Premalatha Assessment of Social vulnerability to floods of slum dwellers in Adyar Basin Chennai using Predictive Analytics, Groud water resource management of sustainable development : Special Emphasis on Coastal and Urban Environment, CWRDM, Kozhikode, Kerala, 2020

Swathypriyadharsini P and K Premalatha, “Coexpression Analysis of Androgen Receptor Modulator Effect in Time Series Microarray Gene Expression Data”, IEEE Conference ICACCE,, April 2019

Ramya S and K. Premalatha, “Brain Tumor Detection using K-Means Segmentation”, International conference on Advanced Computing and Communication System, Sri Eshwar College of Engineering, Coimbatore, March 2019

Sujeetha and K. Premalatha, “Sentiment analysis using additive regularization”, Emerging Trends in Wireless Communications, Signal Processing And Networking, Avinashilingam Institute for Home Science and Higher Education for Women , Coimbatore, March 2019

Sushmitha M, K Ganagavalli, K Premalatha , “An Ensemble Classification System for Twitter Sentiment Analysis “, International Conference on Emerging Trends in Wireless Communications, Signal Processing and Networking, Avinashilingam Institute for Home Science and Higher Education for Women , Coimbatore, March 2019

M. Munirathinam and K. Premalatha, “Predictive Analytics for Diabetes Mellitus using Classification Model”, Two day National Conference on Innovations in Information Technology, Bannari Amman Institute of Technology, Erode, March 2018

Hemalatha, and K. Premalatha , “Predictive Analytics in Human Resource Management”, International Conference on Advances in Engineering and Technology, Karpagam Academy of Higher Education, Coimbatore, March 2018

M. Munirathinam and K. Premalatha, “Comparative study on classification approaches for diabetes mellitus”, International Conference on Advances in Engineering and Technology (ICAET), Karpagam Academy of Higher Education,Coimbatore, 2018

M. Munirathinam and K. Premalatha, “Predictive analytics in diabetes research”, International Conference on Emerging Trends in Science, Engineering and Technology ICETSET-2018, AJK College of Arts , Coimbatore

M. Munirathinam and K. Premalatha, Predictive Analytics for Diabetes Mellitus using classification Models, National Conference on Innovations in Information Technology, 2018, BIT

Keerthika T, Premalatha K, “A Literature Review on Artificial Bee Colony Algorithm”, IEEE international Conference on Recent Trends in Engineering and Technologies, Sri Krishna College of Engineering and Technology, Coimbatore, December 2017

Seethappan K, Premalatha K, “Analysis of Sarcasm in Social Media Content Using Machine Learning Algorithms”, IEEE international Conference on Recent Trends in Engineering and Technologies, Sri Krishna College of Engineering and Technology, Coimbatore, December 2017

Swathypriyadharshini, Premalatha K, “Mining Triclusters in Temporal Microarray Gene Expression Data using Cuckoo Search Optimization”, International Conference on Biosciences and Bioinformatic, Bharathiar University, Coimbatore, December 2017

Prema R, Premalatha K, “Minimum Redundancy Maximum Relevance With Mean Based Ranking For Biomarker Gene Selection In Autism”, International Conference on Biosciences and Bioinformatics, Bharathiar University, Coimbatore, December 2017

Ramya R, Premalatha K, “Feature selection techniques in microarray analysis: A review”, International Conference on Biosciences and Bioinformatics, Bharathiar University, Coimbatore, December 2017

V. Vignesh and K. Premalatha, “Multi-QoS and Interference Concerned Reliable Routing in Military Information System”, Advances in Big Data and Cloud Computing, Karunya University, Coimbatore, April 2017

Sandhiya.V and Dr. K. Premalatha, “Feature Selection using Mutual Information for Pedestrian Safety Enhancement “, International Conference on Advanced Information and Communication Technology, Sri Krishna College of Engineering and Technology, Coimbatore, February 2017

Sandhiya.V and Dr. K. Premalatha, “Fuzzy Normalisation based Feature Selection for Pedestrian Safety Enhancement”, National Conference on Advances in Computing Technologies, Hindusthan Institute of Technology, Coimbatore, February 2017

Abinaya R , Dr.K.Premalatha, “Sentimental causal rule discovery from social media using anaphora resolution”, National conference on Innovative research Trends in Computer Science and Technology, Kongu Engineering College, Erode , March 2016

K. Premalatha and R. Balamurugan , “A Nature Inspired Swarm Based Stellar Mass Black hole for Engineering Optimization”, IEEE International Conference on Electrical, Computer and Communication Technologies, , Coimbatore, March 2015

Anidha M. and Premalatha K. , “A Review on Cancer Classification with Array-CGH data”, International Conference on Innovations In Computing Techniques, PSG College of Technology, Coimbatore, January 2015

Balamurugan R., Natarajan A.M., and Premalatha K. , “Nelder-Mead Simplex method for Biclustering Microarray Gene Expression Data”, International Conference on Intelligent Information Technologies, Anna University, Chennai, December 2014

Abinaya R, Premalatha K, “Sentimental Causal Rule Discovery From Social Media Using Anaphora Resolution”, National Conference on Innovative Research Trends in Computer Science and Technology, Kongu Engineering College, Erode, March 2013

N.B. Mahesh Kumar, Premalatha K, “Gabor Transform and Fourier Transform based Palmprint for Human Identification”, Proceedings of the International Convention cum PreConference Workshop on Innovations in Engineering and Technology for Sustainable Development, Bannari Amman Institute of Technology, Sathy, September 2012

C.Gunavathi and K.Premalatha , “Gene selection methods for cancer classification: A review”, International Convention cum Pre-Conference Workshop on Innovations in Engineering and Technology for Sustainable Development, Bannari Amman Institute of Technology, Erode, September 2012

Sasikala D and Premalatha K, “Mining association rules from XML documents”, International Convention cum Pre-Conference Workshop on Innovations in Engineering and Technology for Sustainable Development , Bannari Amman Institute of Technology, Erode, September 2012

Logeswari.S and Premalatha.K, “Concept based indexing for text documents”, International Convention cum Pre-Conference Workshop on Innovations in Engineering and Technology for Sustainable Development , Bannari Amman Institute of Technology, Erode, September 2012

M. Gunasekaran, Dr. K. Premalatha, “Providing anonymity in mobile ad hoc networks”, International Convention cum Pre-Conference Workshop on Innovations in Engineering and Technology for Sustainable Development , Bannari Amman Institute of Technology, Erode, September 2012

N.B.Mahesh Kumar and K.Premalatha, “Gabor transform and fourier transform based palm-print for human identification”, International Convention cum Pre-Conference Workshop on Innovations in Engineering and Technology for Sustainable Development , Bannari Amman Institute of Technology, Erode, September 2012

Pandi M and Dr K Premalatha, “Cheng and Church biclustering algorithm for gene expression data in cancer data set”, International Convention cum Pre-Conference Workshop on Innovations in Engineering and Technology for Sustainable Development , Bannari Amman Institute of Technology, Erode, September 2012

C.Gunavathi and Dr.K.Premalatha , “Gene selection methods for cancer classification: a review”, International Convention cum Pre-Conference Workshop on Innovations in Engineering and Technology for Sustainable Development, Bannari Amman Institute of Technology, Erode, April 2012

S.No.	Title	Investigator(s)	Funding Agency	Amount	Project Status	Sanction Date
1	Hand Vein Pattern Recognition : Global Security Intelligence	K. Premalatha	DRDO	13.5 Lakhs	Completed	26.04.2011
2	CLUGENE : A Clustering tool for Gene expression data	K. Premalatha	DBT	10.66 Lakhs	Completed	17.09.2011
3	Training Women in Desktop Publishing package and Accounting software Tally	Dr Saravanan	DSIR	4.06 Lakhs	Completed
4	Open Source Tool for Land Use Monitoring System using Geo Spatial Data	Dr. Ra. Paarivallal	DST-NRDMS	5.60 Lakhs	Completed	13.02.2018
5	Land use based Flood damage assessment using Remote Sensing : Chennai Case Study	K. Premalatha	DST NRDMS	10.5 lakhs	Completed	14.11.2018

S.No.	Name of the Scholar	Register Number	Date of Reg.	Title of the Ph.D Thesis / Tentative title of the Research	Status
1	Gunasekaran M	100930621005	Jan-2011	Performance Analysis of Privacy Preserving Anonymous Routing Schemes in Mobile Ad Hoc and Mobile IP Networks	Completed on 24.07.2014
2	Kannimuthu S	71110631020	Feb-2011	Certain Investigations on Utility Mining Algorithms for Extracting High Utility Itemsets with Negative Item Values	Completed on 20.02.2015
3	Gunavathi C	71030622012	Jan-2010	Heuristic Optimization for Feature Selection in Microarray Gene Expression Data for Cancer Classification	Completed on 17.07.2015
4	Logeswari S	100930622014	Jan-2014	Certain Investigations on Ontology Based Indexing for Medical Document Clustering	Completed on 30.10.2015
5	Pandi M	71030621022	Feb-2022	Heuristic Optimization for Gene Based Clustering in Microarray Gene Expression Data	Completed on 11.11.2016
6	Sasikala D	100930622025	Jan-2010	Certain Investigations on Association Rule Mining in XML Database	Completed on 19.01.2017
7	Anidha M	1424469128	Jan-2014	Investigations on Feature Selection Techniques in Microarray MiRNA Expression Data for Cancer Classification	Completed on 23.11.2018
8	Prema R	16244697130	Jan-2016	Feature Selection and Classification for Gene Expression Data Analysis	Completed on 14.08.2019
9	Swathypriyadharsini P	16244697161	Jan-2016	Heuristic Optimization for Triclustering Time Series Gene Expression Data	Completed on 24.01.2020
10	Vignesh V	11210931013	Feb-2011	Certain Investigation on Load Based Interference Aware Multipath Routing Schemes in MANET	Completed on 11.06.2020
11	Keerthika T	1422469747	Jan-2014	Feature Selection Using Heuristic Approaches for Heart Disease Classification	Completed on 20.11.2020
12	Saranya K	1523469142	Jan-2015	Certain Investigations on Privacy Preserving Data Mining Using Perturbation for Pharmaceutical Drugs	Completed on 01.09.2021
13	Sathish Kumar G	18144691211	Jun-2018	Privacy Preserving Data Mining Using Statistical and Data Perturbation Techniques	Completed on 27.04.2022
14	Ramya R	17244697437	Jun-2017	Heuristic Optimization for Gene Selection of Alzheimer’S Microarray Gene Expression Data Classification	Completed on 08.08.2023
15	Kousika N	1424469107	Jan-2014	Certain Investigations on Data Perturbation Techniques Forprivacy Preserving Data Mining	Completed on 07.10.2022
16	Seethappan K	16144697254	Jan-2016	Sentiment Analysis on Social Media Contents Using Intelligent Techniques	Completed on 04.03.2024
17	Jothimani S	21244697192	Apr-2021	Investigations of Multimodal Emotion Recognition Using Deep Learning Techniques	Completed on 30.04.2025
18	Rupashini P R	22244691193	Jan-2022	An Enhanced Hate Speech Detection Using Natural Language Processing	Confirmation completed
19	Arun R	21144691574	Jan-2021	Land Use Based Flood Damage Asseseement Using Remote Sensing and Gis: Chennai Case Stuty	Confirmation completed
20	Sathishkannan R	22134691269	Jan-2022	Intrusion Detection System Using Distributed Processing and Machine Learning Techniques	Confirmation completed
21	Santhiya B	22234691161	Jan-2022	Sepsis Prediction Using Machine Learning Technique	Confirmation completed
22	Magesh Kumar B	22144697256	Jul-2022	Early Detection Of Autism Spectrum Disorder for Younger Children Using Deep Multimodal Learning	Confirmation completed
23	Kalaivani E	23244691219	Jan-2023	Detection of Bone Marrow Cells Using Deep Learning	Confirmation completed
24	Sangavi N	23244691265	Jan-2023	Face Antispoofing Using Deep Learning Techniques	Confirmation completed
25	Kavitha R	23244697276	Jul-2023	Multimodal Approaches for Alzheimers Disease Detection	Confirmation completed

S No.	Title	Date	Reg. No.	Status	Level	Funding Agency
1	MOUSE ATTACHABLE HOLDER	09.09.2024	408716-001	Granted	National	Self
2	PEST IDENTIFICATION IN THE PADDY FILED USING INTERNET OF THINGS	10.08.2021	202141045875	Published	National	Self
3	VEHICLE PARKING RESERVATION SERVICE SYSTEM	22.07.2019	201941022637	Published	National	Self
4	SMART SYSTEM FOR EXPIRY DATE MANAGEMENT	07.08.2019	201941033115	Filed	National	Self
5	FISHERMAN SEA BORDER SECURITY SYSTEM	19.10.2020	202041045401	Filed	National	Self
6	SMART SHOPPING CART WITH RFID FOR FAST CHECKOUT	06.08.2019	201941032315	Published	National	Self
7	THE SMART SHOES FOR DIABETIC PATIENT	06.06.2022	202241032162	Filed	National	Self
8	SMART SYSTEM TO IDENTIFY THE RHINOCEROS BEETLE IN THE COCONUT TREE	26.12.2019	201941053941	Published	National	Self
9	AUTOMATIC IDENTIFICATION OF COCONUT TREE LEAF DISEASES IN A GROVE USING RFID TAG	11.04.2022	202241063004	Filed	National	Self

S.No.	Topic	Program	Venue	Date
1	Artificial Intelligence and Smart Computing 2023	Chairperson in Third International Conference	Bannari Amman Institute of Technology	March 10, 2023
2	Construction 4.0	ATAL FDP	Bannari Amman Institute of Technology	March 16, 2023
3	popular lecture series	DBT sponsored	Bannari Amman Institute of Technology	May 25-27, 2022
4	DBT sponsored Applications	Bioinformatics Data Analysis using Open source software	Bannari Amman Institute of Technology	27-28, July 2022
5	Artificial Intelligence and Smart Computing 2022	Chairperson in Second International Conference	Bannari Amman Institute of Technology
6	Machine learning for healthcare Data	DBT Sponsored Advancements in Biomedical Engineering	Karpaga Vinayaga College of Engineering and Technology	17 July 2020
7	Artificial Engineering and Machine Learning for IoT applications in Healthcare System,	ICSSR sponsored 5 day workshopICSSR sponsored 5 day workshop	KPR Institute of Engineering and Technology	30.7.2021
8	Unsupervised machine learning	CSIR sponsored Two day National Seminar on Recent Trends in Cognitive Machine Learning	Karpagam College of Engieering, Coimbatore	30.08.2019
9	Clustering	AICTE sponsored FDP on AI Techniques in Data analytics and Information Retrieval	Bannari Amman Institute of Technology	07.06.2019
10	Innovations in Information Technology	NCIIT 2018	Bannari Amman Institute of Technology	08.03.2018
11	Rattle	DBT Sponsored Three-week STTC on Applied Statistics for Bioinformatics and Computational Biology Solutions using R and Bioconductor	Bannari Amman Institute of Technology	20.09.2017
12	Clustering and Classification in Gene Expression Data	DBT Sponsored Three-week STTC on Applied Statistics for Bioinformatics and Computational Biology Solutions using R and Bioconductor	Bannari Amman Institute of Technology	13.09.2017
13	Data Precprocessing Techniques using R	DBT Sponsored Three-week STTC on Applied Statistics for Bioinformatics and Computational Biology Solutions using R and Bioconductor	Bannari Amman Institute of Technology	12.09.2017
14	RCommander	DBT Sponsored Three-week STTC on Applied Statistics for Bioinformatics and Computational Biology Solutions using R and Bioconductor	Bannari Amman Institute of Technology	11.09.2017
15	Basics in R	DBT Sponsored Three-week STTC on Applied Statistics for Bioinformatics and Computational Biology Solutions using R and Bioconductor	Bannari Amman Institute of Technology	04.09.2017
16	Data structures and subsetting in R	Data Analytics using R Software	Bannari Amman Institute of Technology	14.07.2017
17	Statistics using R	Applied statistics for Bioinformatics using R	Bannari Amman Institute of Technology	19.02.2016
18	Chairperson for 4th National conference	Innovations in Information Technology	Bannari Amman Institute of Technology	21st & 22nd Feb 2013
19	Innovations in Information Technology	Chairperson 5th National conference	Bannari Amman Institute of Technology	27th & 28th Feb 2014
20	Innovations in Information Technology	Chairperson 6h National conference on	Bannari Amman Institute of Technology	26th & 27th Feb 2015
22	Session chair for Recent Trends	Information and Communication Technology	Bannari Amman Institute of Technology	12.04.2013
23	Technical symposium	Chief guest	J.K. Muniraj Engineering College	04.10.2013
24	Communication Computing Networks	Jury for the National Conference	Bannari Amman Institute of Technology	05.10.2013
25	ICMR Sponsored National workshop	Medical Data Mining on Intelligent Mining in Medicines	Bannari Amman Institute of Technology	11.03.2011
26	Particle Swarm Optimization	AICTE sponsored SDP on Non-traditional Techniques for Structural Optimization	Bannari Amman Institute of Technology	07.12.2010
27	Hybrid PSO and GA	CSIR sponsored Two day National Seminar on Heuristic Optimization Techniques for Engineering and Research Applications	Bannari Amman Institute of Technology	25.9.2010
28	Deep Learning Techniques for Healthcare Analytics	Seminar cum Workshop	Karpaga Vinayaga College of Engineering & Technology, Madhuranthagam , Kancheepuram .	2022-07-28
29	Artificial Intelligence And Machine Learning For Iot Applications In Healthcare Systems	Webinar	KPR Institute of Technology, Coimbatore	2021-07-30

S.No.	Title	Author	Publication	Year / Month
1	Premalatha K, Gunavathi C, Kannimuthu Subramanian, Swathypriyadharsini P	Trend and Predictive Analytics of Dengue Prevalence in Administrative Region	Handbook of Research on Applications and Implementations of Machine Learning Technique	2020
2	C. Gunavathi , S. Kannimuthu and K. Premalatha	Data Mining and Machine Learning Approaches in Breast Cancer Biomedical Research	IGI Sentiment Analysis and Knowledge Discovery in Contemporary Business	2018
3	S. Logeswari and K. Premalatha	Semantic-Based Indexing Approaches for Medical Document Clustering Using Cognitive Search	IGI Global Cognitive Social Mining Applications in Data Analytics and Forensics	2018
4	K. Premalatha	Texture Based Hand Vein Pattern Recognition	Anchor Academic Publishing	2017
5	K. Premalatha	Texture Based Hand Vein Pattern Recognition	Anchor Academic Publishing	2017
6	C. Gunavathi and K. Premalatha	Heuristic Optimization for Feature Selection in Microarray Gene Expression Data for Cancer Classification	Anchor Academic Publishing	2017
7	K. Premalatha	Stellar Mass Black Hole for Engineering Optimization, A volume in the Advances in Computational Intelligence and Robotics (ACIR) Book Series	IGI Global	2017
8	K. Premalatha	Stellar Mass Black Hole for Engineering Optimization, A volume in the Advances in Computational Intelligence and Robotics (ACIR) Book Series	IGI Global	2017

Monographs

S No.	Details
1	R. Balamurugan, A.M. Natarajan and K. Premalatha Biclustering of Microarray Gene Expression Data : Heuristic Approach, Lambert Academic Publishing, 2015 ISBN 978-3-659-74639-0.
2	M. Anidha and K. Premalatha, A Hybrid Feature Selection Technique based on TOPSIS and Rough Sets for Cancer Classification in Intuitionistic Fuzzy Normalized Microarray Data, Anchor Academic Publishing, 2017.
3	N.B. Mahesh Kumar and K. Premalatha, Palmprint Authentication by Discrete Orthonormal Stockwell Transform, Lambert Academic Publishing, 2017, ISBN 978-620-2-06697-6.
4	N.B. Mahesh Kumar and K. Premalatha, Finger Knuckle-Print Authentication Using Fast Discrete Orthonormal Stockwell Transform, Anchor Academic Publishing, 2017.
5	N.B. Mahesh Kumar and K. Premalatha, Certain Investigations on Transform Based Techniques in Palmprint and Finger Knuckle-Print Biometrics for Personal Authentication, GRIN, 2017.
6	D. Sasikala and K. Premalatha, Association Rule Mining in XML databases, Lambert Academic Publishing, 2017, 978-620-2-07242-7.
7	S. Logeswari, and K. Premalatha Concept Based Indexing for Medical Document Clustering, Lambert Academic Publishing, 2017, 978-620-2-07241-0.