Research Interests:   

Data Mining, Machine Learning

Other Details:

Courses:

• NPTEL online course “Python for Data Science” (September 2019).
• NPTEL online course “Medical Image Analysis” (March 2020).
• GUVI online course “AWS” (March 2020).
• Coursera online course “AWS – Machine Learning” (April 2020).
• GUVI online course “Deep Learning” (April 2020).
• Coursera online course “Computer Vision Basics” (May 2020).
• NPTEL online course “Machine Learning” (August 2021).

Research Interests: Artificial Intelligence, Image Processing, Deep Learning, Soft Computing

 

Selected Publications:

• Dayana, AM & Emmanuel, WRS, ‘A comprehensive review of Diabetic Retinopathy detection and grading based on Deep Learning and Metaheuristic Optimization techniques’, Archives of Computational Methods in Engineering, vol. 30, pp. 4565–4599, 2023 (SCI, Springer).
• Dayana, AM, Emmanuel, WRS & Linda, CH, ‘Feature fusion and optimization integrated refined deep residual network for diabetic retinopathy severity classification using fundus image’, Multimedia Systems, vol. 29, issue. 3, pp. 1629 – 1650, 2023 (SCI, Springer).
• Dayana, AM & Emmanuel, WRS, ‘Deep learning enabled optimized feature selection and classification for grading diabetic retinopathy severity in the fundus image’, Neural Computing and Applications, vol. 34, issue. 21, pp. 18663–18683, 2022 (SCI, Springer).
• Dayana, AM & Emmanuel, WRS, ‘An enhanced swarm optimization-based deep neural network for diabetic retinopathy classification in fundus images’, Multimedia Tools and Applications, vol. 81, no. 15, pp. 20611–20642, 2022 (SCI, Springer).
• Gilda, AJ & Dayana, AM, ‘A Relevant Approach for Image Retrieval Based on Interactive Genetic Algorithm using Feature Descriptors’, IJRTER (International Journal of Recent Trends in Engineering and Research) Journal, Volume 2, Issue 11, 2016.

Papers Presented:

• Shaji, C & Dayana, AM, ‘Reversible data hiding method using MSB and center shifting technique’, International Conference on Multidisciplinary Perspective and Futuristic Research and Innovation in New Era, Arunachala College of Engineering for Women, Vellichanthai, December 2023.

• Gilda, AJ, Dayana, AM & Sheela, AJ, ‘Integration of Voice Assistance System for Visually Challenged Person’, IEEE International Conference on Research Methodologies in Knowledge Management, Artificial Intelligence, and Telecommunication Engineering, R.M.K. Engineering College, Chennai, November 2023.
• Dayana, AM & Emmanuel, WRS, ‘An entropy-based hybrid vessel segmentation approach for Diabetic Retinopathy screening in the fundus image’, International Joint Conference on Advances in Computational Intelligence (IJCACI – 2022), Algorithms for Intelligent Systems, Springer, Singapore, pp. 19-29, 2023.
• Dayana, AM & Emmanuel, WRS, ‘LS-NET: An Improved Deep Generative Adversarial Network for Retinal Lesion Segmentation in Fundus Image’, International Conference on Advances and Applications of Artificial Intelligence and Machine Learning (ICAAAIML – 2021), Lecture Notes in Electrical Engineering, LNEE – 925, Springer, Singapore, 127-138, 2022.
• Dayana, AM & Emmanuel, WRS, ‘Attention-based deep Fusion network for Retinal lesion segmentation in Fundus image’, International Conference on Advances in Computing and Data Sciences (ICACDS – 2021), Communications in Computer and Information Science, CCIS – 1440, Springer, Cham, 401-409, 2021.
• Dayana, AM & Emmanuel, WRS, ‘A Patch-Based Analysis for Retinal Lesion Segmentation with Deep Neural Networks’, International Conference on Computer Networks, Big Data and IoT (ICCBI – 2019), Lecture Notes on Data Engineering and Communications Technologies, LNDECT – 49, Springer, Cham, 677–685, 2020.
• Dayana, AM, Sheela, AJ & Gilda, AJ, ‘An approach for optic disc detection from Fundus image using PCA and Mathematical Morphology’, National Conference on Vacuum Science and Technology and its Application in Material Science and Instrumentation, Hindustan Institute of Technology, Coimbatore, March 2018.
• Dayana, AM, ‘IOT-based real-time Healthcare monitoring and control using Fog Computing’ National Conference on Computer Science and Research (NCCSR – 2017), Nanjil Catholic College of Arts and Science, Kaliyakkavilai, August 2017.
• Dayana, AM & Gilda, AJ, ‘Privacy Preservation in Cloud using Anonymous Authentication Protocol’, National Conference on Research Issues in Computer Science and Engineering, RMK Engineering College, Chennai, May 2016.
• Dayana, AM & Sheela, AJ, ‘Energy Minimization using Data-Centric and Multipath Routing Protocols’, Indian Conference on Intelligent Systems, DMI College of Engineering, Chennai, February 2016.

Working Papers: Optimization-based GAN for cardiovascular risk prediction

Work in Progress: Deep Learning Approach for Segmenting Retinal Blood Vessels

 

Academic Experience: 10 Years

Other Professional Experience:  Nil

Achievements:

• Received Elite + Silver Certificate on Completion of NPTEL Course “Machine Learning”, Feb-Apr 2021 (8 Weeks Course).

Workshops /Seminars/Conferences:

• Attended the webinar on “ChatGPT and You” organized by BVICAM, New Delhi on 15^th June 2024.
• Attended the webinar on “Neurotechnology – Enabling Human Augmentation” organized by BVICAM, New Delhi on 09^th March 2024.
• Attended the webinar on “Trust models for social IOT Networks” organized by BVICAM, New Delhi on 6^th January 2024.
• Attended a five-day Faculty Development Programme on “Recent Advancements in Computing Technology” organized by the Department of Computer Science, Sri S. Ramasamy Naidu Memorial College, Sattur, from 13^th to 17^th February 2023.
• Attended the webinar on “Simplifying IPR and Patent Filing” organized by BVICAM, New Delhi on 26^th November 2022.
• Attended the webinar on “AI-based Transformer Technologies” organized by BVICAM, New Delhi on 01^st October 2022.
• Attended the National Webinar on “How to Write a Research Paper” organized by Research Development and Co-ordination Committee, Bherulal Patidar Government PG College, Indore on 17^th August 2022.
• Attended the National Webinar on “Academic Writing and Research Publication in Indexed Journals” organized by the Department of Rural Health and Development Studies, Centre for Applied Research, The Gandhigram Rural Institute, Gandhigram held on 28^th & 29^th July 2022.
• One-day skill enhancement program on “Computing with special reference to H-index, Scopus and Web of Science” organized by the Department of Mathematics, Nesamony Memorial Christian College, Marthandam on 12^th May 2022.
• Participated in a one-week Faculty Development Programme on “Skills and Techniques of Writing Quality Research Paper” organized by IQAC, New Prince Sri Bhavani Arts and Science College, Chennai, from 14^th to 20^th March 2022.
• Participated in the International Seminar on “Data Science and Information Processing” organized by the Centre of Data Science and Information Processing, Department of Computer Science, University of Kerala, from 22^nd to 24^th November 2021.
• Attended Webinar on “Scientific Writing for Good Quality Journal Research Papers” organized by Teaching Learning Centre & School of Engineering and Technology, Sharda University, Greater Noida held on 6^th September 2021.
• Participated in the One-day National Level Faculty Development Programme on “Professional Guidance on Writing Research Articles and Applying for Funded Projects” organized by the Department of Computer Science, Sarah Tucker College, Tirunelveli, on 07^th June 2021.
• Participated in a one-day Professional Development E-Workshop on “Plagiarism and Citation Techniques: Some Useful Tips for Researchers” organized by S.P.D.M. Arts, S.B.B. & S.H.D. Commerce & S.M.A. Science College, Shirpur Dist., Dhule on 25^th May 2021.
• Participated in the International webinar on “Computing Applications in Biology” organized by the Department of Computer Science and Engineering, Easwari Engineering College, Chennai on 19^th May 2021.
• Participated in National Research Online Workshop on “How to write and Publish” organized by the Department of Commerce and Management, Truba Group of Institutes, Bhopal, Madhya Pradesh on 6^th and 7^th May 2021.
• Participated in the Webinar on “Fake News Detection on Social Networks using Machine Learning Approaches” organized by the Department of Electronics and Communication Engineering, MEA Engineering College, Kerala on 21^st April 2021.
• Participated in AICTE-sponsored Short Term Training Programme on “Speech and Image Processing using Deep Learning Techniques” organized by the Department of Computer Science and Engineering, Annamalai University from 17^th to 23^rd March 2021.
• Participated in a two-day International Virtual Faculty Development Program on “Practical Probabilistic Modelling using Deep Learning” organized by BRIGITZ, Department of Information Technology, St. Xavier’s Catholic College of Engineering, Nagercoil on 09^th and 11^th March 2021.
• Participated in the two-day DST-SERB-sponsored National Workshop on “Deep Learning for Image Processing Applications” organized by the Department of Computer Science, Pondicherry University, Puducherry on 28^th and 29^th Jan 2021.
• Participated in the International webinar on “Recent Technologies in Computing”, organized by the Department of Computer Science, Bharathiyar University, Coimbatore, on 07^th and 08^th August 2020.
• One Week National Level Online Short-Term Training Program (E-STTP) on “Research Methodology” organised by the Faculty of Humanities and Science, Adayalampattu Phase II campus, Dr. MGR Educational and Research Institute University from 20^th to 27^th July 2020.
• Participated in six days AICTE-sponsored online short-term training programme on “Recent Trends in Artificial Intelligence and Soft Computing – I”, organized by the Department of Information Technology, R.M.D. Engineering College, Kavaraipettai, from 13^th to 18^th July 2020.
• Participated in a two-day International seminar on “Art of Writing Scientific Articles, Funding Proposal and Patent”, organized by Chennai Institute of Technology on 26^th and 27^th May 2020.
• Completed five days “Hands on FDP: Data Science using Python”, organized by the Department of Information Technology, Jeppiaar Institute of Technology, Sriperumbudur from 18^th to 22^nd May 2020.
• Attended a five-day National Level Online Faculty Development Program on “Data Handling and Data Visualization using Python” organized by the Department of Computer Science and Engineering, Government College of Engineering, Tirunelveli, from 6^th to 10^th July 2020.
• Attended two days Online Industry training on “Amazon Web Services”, conducted through Virtusa Software Services Pvt. Ltd., organized by the Department of Computer Science and Engineering and IT, R. M. K. Engineering College, Kavaraipettai, on 4^th and 5^th June 2020.
• Participated in the webinar on “Patent Filing, Publications & Commercialization” organized by FX IPR Cell and the Department of Mechanical Engineering & Electronics and Communication Engineering in association with the Institution’s Innovation Council of Francis Xavier Engineering College, Tirunelveli on 02^nd June 2020.
• Participated in a two-day International Workshop on “Restriction of Plagiarism: A Quality measure in Social Science Research” organized by University Library and Department of Library and Information Science, MS University, Tirunelveli, sponsored by ICSSR, MHRD, Osmania University Library, Hyderabad on 13^th and 14^th March 2020.
• Participated in the one-day Workshop on “Writing Skills for Quality Research and Publication” organized by the Commano Research Forum, Department of Commerce, Manonmaniam Sundaranar University, Tirunelveli on 22^nd February 2020.
• Participated in the DST-sponsored one-week Faculty Development Programme on “Artificial Intelligence and Machine Learning” organized by the Department of Computer Science, Mother Teresa Women’s University, Madurai, from 13^th to 19^th February 2020.
• Participated in a one-day National Level Seminar on “Data Privacy and Data Breaches” organized by Department of Computer Science, St. Teresa Arts and Science College for Women, Mangalakuntu on 3^rd February 2020.
• Participated in the one-day Workshop on “R language” organized by Teacher Learning Centre, ICT at IIT Bombay, funded by the PMMMNMTT, MHRD, Govt. of India, held at R. M. K. Engineering College, Chennai on 09^th November 2019.
• Participated in the International Workshop on “Writing and Publishing Research Articles in UGC-CARE Journals” organized by the Sree Ayyappa College for Women, and Voice of Teachers in collaboration with the Department of Animal Science, MS University, Tirunelveli, held at Sree Ayyappa College for Women, Nagercoil on 26^th August 2019.
• Participated in the one-day Workshop on “Python-Machine Learning” organized by Concept Solutions, Trivandrum on 18^th July 2019.
• Participated in the National Seminar on “Research Issues in Computer Science” organized by the Computer Science Research Centre (CSRC) held on 1^st September, 2018 at Nesamony Memorial Christian College, Marthandam.
• Faculty Development programme on “The Art of Effective Teaching” organized by Nanjil Catholic College of Arts and Science, Kaliyakkavilai on 9^th February, 2017.
• Orientation programme on “SPSS – Statistical Package for Social Science” organized by Nanjil Catholic College of Arts and Science, Kaliyakkavilai on 4^th January, 2017.
• Participated in the one-day Seminar on “Data Warehousing and Mining” organized by the Department of Computer Science, Nanjil Catholic College of Arts and Science, Kaliyakkavilai on 22^nd August 2016.
• Attended the International Seminar on “Trends in Information and Communication Technology in Higher Education” held at Nanjil Catholic College of Arts and Science on 6^th January 2016.
• Participated in the International Seminar on “Mobile Security” held at ST Hindu College, Nagercoil on 28^th December 2015.

 

Achievements and Awards:

• Received best paper award at the International Joint Conference on Advances in Computational Intelligence (IJCACI – 2022), conducted by South Asian University and Jahangirnagar University, Bangladesh on October 15-16, 2022.

Academic / Professional Membership: CSTA, IAENG, IFERP, SDIWC