Courses:

• Published a paper titled “Human Computer Interface for Neurodegenerative Patients Using Machine Learning Algorithms”, Advances in Computerized Analysis in Clinical and Medical Imaging ,Chapter.4, pages.16, 2019, ESCI (UGC Approved Journal). Taylor &Francis. DOI: 10.1201/9780429446030-4
• Published a paper titled, Big Data Analytics Based Sentiment Analysis Using Superior    Expectation – Maximization Vector Neural Network in Tourism, IEEE Proceeding of 6th International Conference on Computing Methodologies and Communications (ICCMC), 2022, PP 1708-1716.
• Published a paper titled, Applying Probabilistic Adversarial Neural Network to Asses the Tourism Sentiment Analysis in Big Data Analytics”, International Journal of Mechanical Engineering, Volume 6, Issue 3, 2021, Pg. No: 3940 -3956.
• Published a paper titled, “ E- Learning Based Sentiment Analysis Using Wisconsin High – Order Neural Network”, International Journal of Mechanical Engineering, Volume 6, Issue 3, 2021, Pg. No: 3951 -3945.
• Published a paper titled “ An Enhanced Student Performance Evolution Model for Career Improvement by Using Prediction Based Machine Learning”, International Journal of Mechanical Engineering, Volume 6, Issue 3, 2021, Pg. No: 3946 -3950.
• Published a paper titled “Timestamp Hashtag for BC-LPBFE: Block chain Security Using Lattice Verified Pair- Block Folding Encryption for Improving Integrity Proofing in Cloud Environment, in International Journal of Mechanical Engineering, Volume 6, Issue 3, Page No:2767-2775. (Scopus Indexed Journal).
• Published a paper titled “Premature Diabetic Prediction Using Optimal Firefly Feature Selection Based on Angular Vector Matrix Transformation Neural Classification, “in International Journal of Mechanical Engineering, Volume 6, Issue 3, Page No:2567-2575. (Scopus Indexed Journal).
• Published a paper entitled “The Hyper-Lexi phantom feature selection based on Topic Vector Lex-Sense Convolution Neural Network for Detection of Fake News in Social Media”, in Design Engineering (Totonto), Volume 2021, Issue 6. ISBN: 0011-9342. Page No: 5870-5891.
• Published a paper titled “Gradient Cat Boost Classification for Enhancing the Vital Values of Pre-Term Neonatal Using Clinical Dataset”, in Design Engineering (Totonto), Volume 2021, Issue 8. ISBN: 0011-9342.14778-14786.(Scopus Indexed).
• Published a paper titled “An Analysis of Blockchain Security System and Proactive Integrity Proofing Model in Centralized Cloud Environment”, in Design Engineering (Totonto), Volume 2021, Issue 7, ISBN: 0011-9342. Page No: 13919-13937.(Scopus Indexed).
• Published a paper titled “Student feedback sentiment analysis: A review”, in Materials Today: Proceedings Journal, Elsevier, https://doi.org/10.1016/j.matpr.2020.10.782 .(Scopus Indexed).
• Published a paper titled “An empirical study to examine the student activity analysis components of technology using an extended multi-labeled gradient boosting methodology” in Materials Today: Proceedings Journal, Elsevier, https://doi.org/10.1016/j.matpr.2021.04.080 . (Scopus Indexed).
• Published a paper titled “An Optimized Spectral Neural Classification Model based on Multiple Kernel Fork Joining Clustering for Premature Treatment in Health Care Industries”, in Materials Today ProceedingsJournal, Elsevier, https://doi.org/10.1016/j.matpr.2020.12.863. (Scopus Indexed).
• Published a paper titled” Multicollinear gradient catboost classification for enhance the preterm neonatal apnea level classification in medical data” inMaterials Today: Proceedings Journal, Elsevier, https://doi.org/10.1016/j.matpr.2020.12.1043. (Scopus Indexed).
• Published a paper titled “S2OPE security: Shuffle standard onetime padding encryption for improving secured data storage in decentralized cloud environment”,in Materials Today: ProceedingsJournal, Elsevier, https://doi.org/10.1016/j.matpr.2021.01.254.(Scopus Indexed).
• Published a paper titled “An optimized spectral neural classification model based on multiple kernel fork joining clustering for premature treatment in health care industries”, in Materials Today: Proceedings Journal, Elsevier, https://doi.org/10.1016/j.matpr.2020.12.863 .(Scopus Indexed).
• Published a paper titled “A Subset Feature Selection Based DDoS Detection Using Cascade Correlation Optimal Neural Network for Improving Network Resources in Virtualized Cloud Environment’ in the IOP Conference Series: Materials Science and Engineering, January 2020, Volume 993, DOI:doi:10.1088/1757-899X/993/1/012055.  (Scopus Indexed).
• Published a paper titled ” An Review of Student Sentimental Analysis For Educational Database Using Unsupervised Machine Learning Approaches” ,European Journal of Molecular & Clinical Medicine,  2020, ISSN 2515-8260, Volume 7, Issue 9, Pages 2151-2165.
• Published a paper titled ” The Comprehensive Review of Novel Data-Mining Approaches for Sentiment Classification In Tourism Applications”,European Journal of Molecular & Clinical Medicine, 2020, Volume 7, Issue 9, Pages 2166-2180.
• Published a paper titled “ Associative subset feature based prediction marginal rule mining for DDos attack classification on Mining algorithm”, WutanHuatanJisuanJishu , Volume XVI, Issue XII, December/2020, ISSN:1001-1749, PP: 40-48. (UGC Care Group II Journal).
• Published a paper titled “Cloud Data Integrity Security by Using Block Chain”, in Journal of Critical Reviews (JCR), Volume No 7, Issue 8, PP: 2884-2887 (Scopus Indexed Journal).
• Published a paper titled “Detection of DDoS Attack in Cloud Computing using an Artificial Intelligence Based Approaches”. In Journal of Critical Reviews (JCR), Volume no 7, Issue 8, PP: 2855-2857(Scopus Indexed Journal).
• Published a paper titled “An analysis of Sentimental Analysis Techniques used in Tourism”, A journal of Composition Theory (JAC) , volume no 13, issue 3, PP : 616-619. ISSN: 0731-6755 (UGC APPROVED JOURNAL)
• J Published a paper titled “ A Survey on Reliable Source Discovery in Social Media for Big Data, Test Engineering and Management, ISSN: 0193-4120, 2020,Volume 82, PP. 16573-16584.(Scopus Indexed).
• Published a paper titled “Literature Review on Sentiment Analysis in Tourism, Test Engineering and Management, ISSN: 0193-4120,2020 Volume 83, PP. 2466-2474. (Scopus Indexed).
• Published a paper titled “The Comprehensive Analysis of Intrusion Detection System in Cloud Computing Security”, International Journal of New Innovations in Engineering and Technology, volume 13, Issue 1, PP: 53-60.ISSN: 2319-6319. (UGC Approved journal)
• Published a paper titled “An Optimal Load /balancing Technique for the Virtual machine in the Cloud Environment using PSO, Journal of Information and Computational Studies (JOICS), 2020, Volume No 10, Issue 6, PP: 385-392, ISSN:1548-7741. (UGC Care Group II Journal.)
• Published a paper titled “ Neonatal Monitoring System Using Adaptive Clustering online Kalman Filter” , in the International Journal of Advanced Science and Technology, 2020, Volume no 29, Issue 8s, PP:2922-2931. (Scopus Indexed Journal).IP: 5.7
• Published a paper titled “ Hyperspectral Image Analysing using Image Fusion Techniques”, in the Journal of JAC : A JOURNAL OF COMPOSITION THEORY, ISSN: 0731-6755, 2020, Volume 13, Issue 4, PP:128- 138. ( UGC Care Group II Journal).
• Published a paper titled “The Usage of Probability Theory Concepts for Analysing Big Data Uncertainty Reasoning”, International Journal for Research in Engineering Application and Management (IJREAM), ISSN: 2454- 9150. 2020, Volume No 6, Issue 2, PP:151 – 154 (UGC care Group II Journal). IP: 6.466

Research Interests:

Big Data Analytics, Cloud Computing, Social Network Analysis

Papers Presented:

• Presented a paper entitled “Inverse Contexture Abstractive Term Frequency Model using Surf Scale Diffusive Neural Network for analysis of fake social content in public forum” in 7th International Conference on Data Management, analytics , and Innovations (ICDMAI 2022), on 15th Janauary 2022, organized by Society for Data Science,(India) in association with IBM and Springer.
• presented a paper entitle” DEEP LEARNING-BASED ADAPTIVE DEEP BELIEF NEURAL NETWORKS FOR NEONATAL APNEA LEVEL CLASSIFICATION USING PRE-TERM BIRTH HEALTH RECORD” , in the International Conference on Recent Trends in Communication & Intelligent Systems (ICRTCIS 2021), Organized by Arya College of Engineering and Information Technology and hosted by the Department of Electronics & Communication Engineering, Jaipur.
• Presented a Paper entitled “A Survey on Data Integrity Schemes using Blockchain Technology in Cloud Computing Environment”, in the Second Annual International Conference on Data Science, Machine Learning and Blockchain Technology held on Feb 15^th and 16^th, 2021, organized by Department of Computer Science & Engineering, Vidyavardhaka College of   Engineering,Mysuru in Association with VVCE ACM Student Chapter.
• Presented a Paper entitled “A Socio Responding Implementation Using Big Data Analytics”, Proceeding of International Conference on Information Management & Machine Intelligence held at Jaipur, Springer AIs Series , ISSN:2524-7565, Scopus Indexed Publication.PP: 200-205
• Presented a Paper entitled “Survey of Cloud Computing Security Services and Storage Methods, Proceeding of International Conference on Innovation Integration in Commerce, Management and Information Technology,
• Presented a Paper entitled “Mending Image Data using Data Analytics Storage Methods”. 3^rd International Conference on Data Management, Analytics and Innovation (ICDMAI-2019), Lincoln University College, Kuala Lumpur, Malaysia. 2018.
• Presented a Paper entitled “ The Structure based framework for Sybil identification in Real-World online Social Networking sites”. International Conference on Computing Sciences (ICCS)-Loyola College,Chennai. ISBN: 978-81-910217-0-9. 2018.
• Presented a Paper entitled “. A Comprehensive survey on Sybil node identification methods in online Social networking sites”. National Conference on Current Trends in Computational Sciences. Annai Violet Arts and Science College Chennai. ISBN: 978-93-87882-19-5.2018.

Achievements:

• R. Renuga Devi, Mrs. V. Vishwa Priya and Mrs. N. Umamaheswari, “Data Communication and Networking”, 1^st Edition, Volume 1, Jayalakshmi Publications, ISBN: 978-93-91987-91-6.
• S. Ramkumar, Dr. R. RenugaDevi, Dr. A. Prema Kirubakaran & Ms. V.Vishwa Priya, Basics of Internet with WEB Design,1^st Edition, Volume 1, ESN Publications, 2021,ISBN:978-93-90781-66-9.
• A. Prema & Dr. R. Renuga Devi, Lockdown impacts on education system COVID 19 effects and recovery Lockdown Impacts, compiled under COVID-19 and Its Impact, Page no:34-47. ESN publications on 30th January 2021,ISBN:978-81-947019-41-1
• Gopala Krishnan, Dr. R. Renuga Devi, and Dr. A. Prema, published a Book titled “Software Metrics”, 1st Edition, Volume 1, Jayalakshmi Publications, ISBN: 978-9390203-00-0 on 16th June 2020.
• GopalaKrishnan, R. Renuga Devi, and A. Prema, published a Chapter in Springer Book series titled “A Socio Responding Implementation Using Big Data Analytics” in Information Management and Machine Intelligence, Algorithms for Intelligent Systems. Springer, Singapore. https://doi.org/10.1007/978-981-15-4936-6_22. PP 203-207. (Springer).
• R. Renuga Devi, Dr. A. Prema, and A. Thirumurthiraja, Software Engineering Fundamental Concepts, 1st Edition, volume 1, Jayalakshmi Publications, ISBN: 978-93-86712-85-1.
• Editor and Organizing Secretary for the National Conference Proceedings of Advanced Research Techniques in Information Technology. ISBN: 978-93-82570-43-1.

Workshops /Seminars/Conferences:

• Participated in the Five days Online National level workshop on” Research and patenting” from 9-11-2021 to 13-11-2021, organized by Sri Ramakrishna College of Arts and Science,Coimbatore.
• Participated in the WORKSHOP “TECHNOLOGY ENABLED APPLICATIONS” held on 25.10.2021 To 29.10.2021, Organized by Department of Computer Applications, ANGAPPA COLLEGE OF ARTS AND SCIENCE, Seerapalayam, Coimbatore.
• Participated in the International Webinar on “An Overview of Evolutionary Multi – Objective Optimization”, organized by the Department of Computer Science & Technology , MITS, Madanapalle, on 17th August 2021.
• Participated in one day National webinar on  “ Cyber Security Need of the Hour”, Organized by Councils of Exams-India- SkillSlate in Association with Marcraft- USA, on 14th August 2021.   
• Participated in National level online workshop on “Prototype- Carrer Readiness for Hackers”, organized by Department of Information Technology and Institution’s Innovation Council (IIC), G. Vekataswamy Naidu College (SFC), Kovilpatti, on 19th August 2021. 
• R. Renuga Devi attended a five days FDP on “Cyber Security & Cryptography”, organized byIIT Roorkee from 27 th September to 1 st October 2021.
• Participated in Five Days Virtual Faculty Development Programme On “Block Chain And Cryptocurrency Techniques” Organized By Department Of Computer Science And Engineering, Sri Sairam Institute of Technology from 9th august 2021 to 13th  August 2021. 
• Participated in the Six days faculty development programme on “ Cyber Security and Digital Forencies” ,organized by the department of digital and Cyber Forensic Science,SreeSaraswathiThyagaraja College in association with ABG Cyber Solutions held from June 16^th to june 22^nd ,2021.
• Participated in the Five Days International FDP on Progress in Computer Science, and its Applications, organized by School of Computing Sciences, Vels Institute of Science, Technology and Advanced Studies, from 9-7-2021 to 14-7-2021.
• Participated in the Faculty Development Programme on “Top strategies for Effective Classroom”, organized by Department of Computer Applications(Shift I), Patrician College of Arts and Science, Chennai on Thursday 24th June 2021.
• Participated in the Faculty Development Programme on “ Emotional Intelligence”, organized by Department of Computer Applications , Patrician College of Arts and Science, Chennai on Friday 18th June 2021.
• Participated in the 3 Days Faculty Development Programmeon “Emerging Trends in Computational Research”, organized by Department of Computer Science, New Prince Shri Bhavani Arts and Science College on 17th, 18th and 19th June 2021.
• Participated in “Two Weeks International Fdp On Trends And Challenges In Machine Learning And Deep Learning ” from 10/05/2021 to 21/05/2021, Organized by the Department of Information Technology, Easwari Engineering College, Chennai.
• Participated in the 5 Days Faculty Development Program on “Practical Implementation of Pedagogy in OBE” Organized by VISTAS from 24th May to 28th May 2021.

Achievements and Awards:

• Received “Faculty Excellence Award for the academic year 2021” from Vels Institute of Science, Technology and Advanced Studies.
• Received “Best Research Supervisor Award”, to commemorate Teacher’s day 2021 from Teachers day achievers award committee, Tourism Malaysia, CIBAF & Chennai Softech on September 22^nd 2021
• A.PremaKirubakaran & Dr. R.Renuga Devi, Chapter  titled “Lockdown impacts on education system COVID 19 effects and recovery”, for the book of LOCKDOWN IMPACTS, compiled under COVID-19 and its impact, published by ESN publications on 30th January 2021,ISBN:978-81-947019-41-1,has entered  India book of Records and Asia Book of records, held in January 2021 at Chennai,India
• Received NAARI SAMMAN award from Holistic research centre, Hyderabad to commemorate International women’s day on 7^th March 2021
• Received Real Super Woman 2020 award from FISA on 13^th October 2020 for the achievements in education & Research
• Received “Appreciation Awards for Visiting Foreign countries”, from Vels Institute of Science, Technology and Advanced Studies, on 12^th September 2019.

Workshops /Seminars/Conferences:

• International Conference on Advance Computing and Innovation Technologies in March 4-5,2021. Galgotias College of Engineering.
• International Conference on Application of SPSS and Statistical Data Analytics, April 29- 2020, Euxodia Research Centre.
• International Conference on Computing, Communication, and Information Technology conducted by Chennai Institute of Technology on dated 30-31 July 2020.
• International Conference on Research Advances in Engineering and Technology, organized by Musaliar College of Engineering on dated 24-25^th September 21.
• International Conference on Reliability, Infocom and Optimization organized by Amit University, on dated 3^rd and 4^th September 21.
• International Conference on Instrumentation, MEMS and Biosensing Technologies, organized by SRM Technologies, on dated 18-20 Feb 20.
• International Conference on strategies for improving quality environment: teaching organized by Bishnois on dated 4-6^th June
• International Conference on Advances in Information Technologies, Business Management and E-Commerce organized by Quadie millet College on dated 4-5^th July 20.
• IMMUNE conference on organized by Australian Embassy on dated 12-13^th September
• National conference on “Advanced computing and communication technologies” February 20, 2009 presented the paper concept of “E-Learning concepts”.
•  National conference on “TIME 2015” April 17,2015 presented the paper of Product aspect ranking using sentimental classification algorithm”.

FDP /Seminars:

• AICTE ATAL FDP on Integrated Data Analytics the tools and application in industries, from 5^th July 21 to 9^th July 21.
• AICTE ATAL FDP on Application of Computers in Biology from 7^th June to 11^th June
• IIT Bombay – FDP on LATEX during from 27^th April to 2^nd may 20.
• FDP on Innovation and Entrepreneurship conducted by KARE on dated 27^th April 20.
• FDP on Foregrounding the spectrum of Character building in human life conducted by Balaji Institute of Science College, on dated 25^th June to 3^rd July 20.
• FDP on NBA to keep in touch with NBA Accreditation organised by Internal Quality Assurance Cell (IQAC), PACE Institute of Technology and Sciences on 16^th may 2020.
• FDP on Recent Advanced Technologies organized by KSR Women’s Arts and Science College, on dated 25^th June to 2^nd July 20.
• FDP on Scientific Research article and Publishing organized by AE Consultancy on dated 21^st April 20.
• FDP on Data Science and its Applications organized by BVRIT College, on dated 22^nd to 26^th June
• FDP on Multi-Technologies organized by BVRIT College on dated 28^th June to 3^rd July
• FDP on Innovative Strategies on Emerging Technologies organized by Rajus college, on dated 20^th -24^th July 20.
• FDP on Data Science using Python organized by Mohamed Sathak College on dated 25^th – 30^th may 20.
• FDP on Fundamental of Research Paper writing organized by St,Anns College on dated 2^nd may 20.
•  FDP on Research Perspective in Futuristic Computing Technologies organized by Dayananda Sagar University, on dated 2^nd – 10^th July 20
• AICTE STTP Programme on Advances in Computing using Emerging Technologies on dated 2^nd -7^th November 20.