ONGOING( Ph.D - 3)

1. Enhanced Secured Solution Using Machine Learning and Predictive Modeling for Commodity Trading- Investment Portfolio Management.

2. Detection and Mitigation of Cross-Write Scripting attacks (XSS) Using Deep Learning Approach on Social Network Services(SNS)

3. Privacy - Preserving Linear Regression on Distributed Data by Homomorphic Encryption and Data Masking Big Data Healthcare Preserving Privacy and Security

Official website - www.avinuty.ac.in

ORCID - 0000-0002-0315-692X

Scopus ID - 36642701800

Research Gate - https://www.researchgate.net/scientific-contributions

Google Scholar - euvlxJIAAAAJ

1. DST Curie-Phase I - Principal Investigator - Detection and Prevention of Cyber-Harassment against Women in Social Media using Supervised Learning Algorithm.

2. DST Curie -Phase - II-Co-Investigator - Detection of Stored Grain Pests and its Classification Using Machine Learning and Deep Learning Techniques

Achievements

• Acted as a Organizing Secretary and was in charge for the release of Online Book Publishing - Special Volume 41, World Scientific News, 18^th and 19^th February 2016

• Compiled a Book on Windows Applications and Computer Programming (Volume I) at Department Level for Ancillary Course

• Compiled a Book on Windows Applications and Computer Programming (Volume II) at Department Level for Ancillary Course

• Compiled a Book on Windows Applications and Computer Programming (Volume III) at Department Level for Ancillary Course

• Compiled a Book on Visual Basic with Access at Department Level for Ancillary Course

• Handled MS Office classes for Staff members, Avinashilingam University for Women, 1998-2000

• Compiled a Hand Book on e-services Under the Workshop Digital Literacy Programme

• Imparted the role as Reviewer for the Journals- IJCSEA - AIRCC , IJCNC journal

• Chaired a session - CYBROZ and Tech Wings for Paper Presentation Event at Department Level.

• Chaired a session - paper presentation in the UGC Sponsored One Day International Conference on SMAC-Reshaping the Future 9 February 2018, Organized by the Department of Computer ScienceICDCOT-2021

• Worked as Reviewer for ICDCOT-2021,SOCL-D-21-00051 -Personal and Ubiquitous computing,2021

• Delivered on an Invited Lecture on the Topic “Bright and Auspicious Future of Data Science – Learn it before you regret” for UG and PG students of PG and Research Department of Information Technology, Government Arts College, Coimbatore.

• Worked as Content Developer for the MooC Course - Cyber Security by Dr. G. Padmavathi, Professor, Department of computer Science- Week 9 - Module 21-25 .

• Certificate of Appreciation - Outstanding contribution of using ICT based teaching and learning methodology for students through the implementation of Spoken Tutorial Project holding software training at University level, Spoken Tutorial IIT Bombay, 2021

Book Chapter (6)

1. Leaf and Flower Recognition Using Preferential Image Segmentation, Springer- Verlog, Berlin Heidelberg, ISSN 1865-0929

2. An Amalgam Approach for Feature Extraction and Classification of Leaves using Support Vector Machine, Springer verlog, Vol.1, Pp 847-856, ISSN 1867-5662

3. One Chapter on "A Feature Selection Algorithm For Plant Identification Through Leaf Recognition”, Handbook on Computer And Information Technology (HCIT), Research India Publications, New Delhi, January 2016.

4. Scientific Publications – Online Book Publishing – Internet of Things, (2016), "Impact of Internet of Things on Future of Education – An Overview", World Scientific News, Pp. 296-301, EISSN 2392-2192

5. One Chapter on Malware and Anomaly Detection Using Machine Learning and Deep Learning Methods (pages 104-131), Handbook of Research on Machine and Deep Learning Applications for Cyber Security, IGI Global Publications, July 2019.

6. One Chapter on Big Data Analytics With Machine Learning and Deep Learning Methods for Detection

of Anomalies in Network Traffic (pages 317-346), Handbook of Research on Machine and Deep

Learning Applications for Cyber Security, IGI Global Publications, July 2019.

Journal Publications ( 24)

1.An efficient Thinning algorithm for Tamil handwritten Characters, IETECH International Journal of Advanced Computations, September 2007.

2.Leaf Recognition for Plant Classification, IETECH, International Engineering and Technology Journal of Advanced Computations,Vol.3,November 3,2009.

3.Analysis of the Classification Techniques for Plant Identification through Leaf Recognition, CIIT, International Journal of Data Mining and Knowledge Engineering, Vol.1,No.5,August 2009.

4.A Novel Approach for Plant Leaf Image Segmentation using Fuzzy Clustering”, International Journal of Computer Applications, Vol. 44, No. 13, Pp10-20, ISSN No: 0975 – 8887,Impact Factor : 0.814, ,2011.

5.Enhancement Technique for Leaf Images”, International Journal of Computer Science and Information Security, 2011.

6.A Hybrid Method for Enhancement of Plant Leaf Recognition”, World of Computer Science and Information Technology Journal,Vol.1, No. 9, Pg No:370-375, ISSN No 2221-0741,2011.

7.An Optimal Feature Subset Selection for Leaf Analysis”, International Journal of Computer and Communication Engineering, Vol.6, Pp152-157, ISSN No:2010-3743, ,2012,Scopus Indexed.

8. Leaf Image Segmentation Based On the Combination of Wavelet Transform and Kmeans Clustering”, International Journal of Advanced Research in Artificial Intelligence ,Vol. 1, No. 3, Pp 37-43, ISSN No: 2165-4050, ,2012.

9. Plant Leaf Segmentation Using Non Linear K means Clustering”, International Journal of Computer Science Issues, Vol. 9, Issue.3, Pp 212-218, ISSN No : 1694-0784, 2012,Elsevier Indexed.

10. An Optimal Feature Subset Selection for Leaf Classification(2012), International Arab Journal of Information Technology, Vol. 1, No. 9, ISSN No: 1683-3198, Impact Factor 0.127, 2012, Thomson Reuters, Elsevier Indexed.

11.An Amalgam Approach for Feature Extraction and Classification of Leaves using Support Vector Machine”, Second International Conference in Computer Science, Engineering and applications(ICSEA) Advances in Computer Science Engineering and Applications, Springer verlog, New Delhi, 2012,Vol.1, Pp 847-856, ISSN 1867-5662.

12. Automatic Recognition System Using Preferential Image Segmentation For Leaf and Flower Images”, Computer Science & Engineering: An International Journal, Vol.1, No.4, Pp13-25, ISSN No: 2231- 3583, 2012, Scopus Indexed.

13.An Efficient Segmentation and Classification, Technique for Automatic Plant Identification, IRACST - International Journal of Computer Science and Information Technology & Security (IJCSITS), ISSN: 2249-9555,Vol. 3, No.5, October 2013.

14.Impact of Internet of Things on Future of Education-An Overview, -Special Volume 41, World Scientific News, 18^th and 19^th February 2016 .

15.Tracking Misplaced Objects Through Arduino –Uno and GPS-GSM Star Research Journal, An International Online Journal International,(UGC) ISSN 2321-676X Vol.05,Issue.8,31-36 August 2017.

16.Comprehensive Study On Computer Worm – Cyber Attack Journal of Network Communications and Emerging Technologies (JNCET) International,(UGC) ISSN 2395-5317Vol.7, Issue 9,51-58 September 2017.

17.A Study on Recent Worms Classification and Defense Mechanisms, International Journal of Pure and Applied Mathematics International (Scopus),ISSN 1311-8080 2985-2993,Jan 2018.

18. A Study on the Applicability of IOT Based Technology in Mosquito Control International Journal of Theoretical & Applied Sciences International (UGC) ISSN 0975-1718,Vol.10(1),143-146 Jan-June 2018.

19. Digital Learning Platforms for Innovative and Technological Education Asian Journal of Multidimensional Research International (UGC) 2278-4853 ,Vol .7, 495-502,February 2018 Special Issue.

20. Internet of Things- A Roadmap and the Way Forward to Shape Education to Individual Learning Style-Two Day National Conference on Teaching in Technological Era, BONFRING-Intellectual Integrity, ISBN- 9789386638120, 2017

21.An Analysis on Integrating Data Analytics with Machine Learning Techniques for Investment Portfolio Management,

ICCSR Sponsored National Seminar on Sustainable Business Approaches and Models for Industry 4.0,03-Sep-2019,

Vol. 28, No. 17,pp. 270-280, ISBN: 978-93-87-862-89-0

22.Measures for Financial Fraud Detection Using Data Analytics and Machine Learning, International Journal of Advanced Science and Technology 2019, Vol. 28, No. 17, 270-280, ISSN: 2005-4238, Scopus Indexed

23.BROD: A Novel Reliable Opinion Based Optimized Deep Learning Prediction Algorithm of Different Financial Frauds in Cloud Environment, Indian Journal of Natural Sciences, Vol.12 / Issue 65 / April / 2021, ISSN: 0976 – 0997

24.An Effective Behavior-Based Fraud Detection Using CNN with Fine Grained Attribute-Level Co-Occurrences in Online Payment Services, Indian Journal of Natural Sciences, Vol.12 / Issue 65 / April / 2021, ISSN: 0976 – 0997

International Conferences - Presentation ( 13)

1. Paper entitled “Secured Tamil Handwritten Digital Contents using Watermarking Technique” Published in the Proceedings of UGC sponsored State Level Symposium at the Standard Fireworks Rajaraman College for Women, Sivakasi, August 2006.

2. A Hybrid Model for Selection in Mining Text Documents, International conference on Soft Computing, Avinashilingam University for women, Coimbatore, January 24th & 25th 2007.

3.Wavelets for Compression and Secured Transmission of Medical Images: An Evolutionary Approach, International Conference on Global Computing and Communications (ICOGCAC’09) ,pg 182-186, Hindustan Institute of Technology and Science, Chennai, India, December 09-11,2009.

4.Performance Analysis of Various Leaf Boundary Edge Detection Algorithms”, Amrita-ACM-W Celebration of Women in Computing(A2WIC), First Conference on Women in Computing in India with International Participation Conference Theme:”Emerging Trends in Computing”, Amrita Vishwa Vidyapeetham, Coimbatore, ISBN:978-1-4503-0194-7,2010.

5. “Hybrid Image Segmentation Algorithm for Leaf Recognition and Characterization”, IEEE International Conference on Process Automation, Control and Computing, Coimbatore Institute of Technology, Coimbatore. 2011.

6. Leaf and Flower Recognition Using Preferential Image Segmentation, International Conference on Computer Science, Engineering and Information Technology(CCSEIT 2011), Springer-Verlog, Berlin Heidelberg held at Manonmaniam Sundaranar University, Tirunelveli, ISSN 1865-0929, 2011.

7. Efficient Feature Selection and Classification Technique for Plant Leaf Image Retrieval System, ACM International Conference on Computational Science Engineering and Information Technology (CCSEIT 2012), Avinashilingam Institute for Home Science and Higher Education for Women, Coimbatore, Pp 132-137,2012.

8. “Multiple Noise Reduction using Hybrid Method for Leaf Recognition”, IEEE International Conference on Devices, Circuits and Systems-ICDCS 2012, Karunya University, Coimbatore, Pp 707-711,2012.

9.An Optimal Feature Subset Selection for Leaf Analysis, International Conference on Machine Vision, Pattern Recognition and Image Processing, (2012),World Academy of Science, Kuala Lumpur, Malaysia, Issue 62, January 2012, Pp 440-445, ISSN 2010-3778,2012

10.Big Data Challenges and Opportunities: A Brief Study on Big Data its Challenges and Tools, National Conference on Big Data Challenges and Opportunities – A Perspective on Security and Social Media Analytics, Avinashilingam Institute for Home Science and Higher Education for Women, 19^th and 20^th Februrary 2015, ISBN 938068677-3.

11. A Study on the Applicability of IOT Based Technology in Mosquito Control ,UGC and DST-Curie Sponsored International Conference on SMAC -Reshaping the future , February 2018

12.Enhanced Prediction for Investment Portfolio Management using Multiple Kernel-based Long Short-Term Memory- Network for Nickel Price Prediction, ICOT2020-The 8th International Conference on Orange Technology, Daegu, South Korea, 18-21 Dec 2020.

13. Detection and Prevention of Cyber-Harassment against Women in Social Media using Supervised Learning Algorithm, ICT Academy Global Technology Forum 2020, International Conference on AI, Robotics and Automation 14-18 October 2020, 267-272

ISBN 978-81-937760-4-9

• • • Faulty Incharge for the MoU Collaboration between our University and Kyungpook National University, South Korea

    • Staff Co-Ordinator- Data Science and Analytics Club in collaboration with UREKA Education Group, United Kingdom

    • Course Co-Ordinator - Co-curricular Course -Digital Marketing

    • Course Co-Ordinator- Add on certified course on Graphics and Multimedia

    • In charge for Value Added Course - Web designing and Hosting offered by the Department

    • In charge for Value Added Course - GIMP

    • Acted as supporting member for imparting AICTE Regulations for MCA course at Department Level

    • Acted as supporting member for the introduction and Admission of B.Voc - Artificial Intelligence and Machine Learning Course at Department Level

    • Organizing Member for Research Convention on Sustenance of Quality and Innovation in Research - 2019

    • Coordinator for the Certified Course Spoken Tutorial, IIT Bombay

    • Member of the Admission Committee ,Examination Committee member for a period of 2 years (2014-2016)

Board of Studies Member, UGC 12B Committee visit, XII plan monitoring committee

• NSS Programme Officer, Alumni Association Member , Placement Officer for the Faculty of science

• Organizing member for 150^th Birthday Celebrations of Swami Vivekananda , 2014

• Organizing Member for Science Day function, Kalaivizha, Convocation, Lightening Ceremony, Annai Vizha,

Ayya's Memorial Day, Republic Day , Independence Day

• Working as Question Paper Setter-UG and PG courses for various other Universities and Colleges

• Handled computer classes for School Students of class XII in the absence of school Teacher ,

Avinashilingam Higher Secondary School, 2012

Computer Society of India CSI - :2010000071

Life member -Indian Science Congress Association

World Scientific and Engineering Academy and Society – WSEAS