Dr. Ebin Deni Raj

Assistant Professor
Associate Dean Academic Affairs
ACM Distinguished Speaker in Data Science
Indian Institute of Information Technology Kottayam
Valavoor P.O, Pala
Kottayam - 686635, Kerala, India.
Email: ebindeniraj at iiitkottayam dot ac.in
Hello at: 00 91 04822202154, 00 91 04822202195
Lab Details: https://factshiiitk.vercel.app/home

Innovation distinguishes between a leader and a follower. -Steve Jobs
You can never cross the ocean until you have the courage to lose sight of the shore – Christopher Columbus

Honours and Achievements :
  • Best Ph.D Thesis Award by Computer Society of India(CSI)
  • Cumulative SCI impact factor of 40.534
  • My first PhD student Ms. Jeena Thomas recieved the Kusum Deep Best Phd thesis award constituted by IIT Rourkee
  • Reviewer and invited expert for multiple government and academic panels on AI ethics, innovation in data science, and digital education.
  • Collaborating internationally on the Volkswagen Foundation-funded AI-FOR-A project, focusing on AI for Social Assessment in partnership with Johannes Gutenberg University of Mainz, Germany.
  • Leading development of innovative platforms including a webcam-based eye tracking dashboard for attention heatmaps and gaze analytics, and multiple XAI dashboards
  • Distinguished jury member of the prestigious "AI Gamechanger 2022" -An Initiative to Accelerate India's AI Excellence by NASSCOM and Meity
  • Jury member of Innovation in Data Science in 13th edition of Aegis Graham Bell Awards (AGBA) with the support from the Ministry of Electronics & Information Technology, Government of India; NITI Aayog, Skill India
  • Jury member of Innovation in Data Science in 11th edition of Aegis Graham Bell Awards (AGBA) with the support from the Ministry of Electronics & Information Technology, Government of India; NITI Aayog, Skill India, Maharashtra State Innovation Society & National Informatics Centre Service
  • Best Paper award for the paper titled "FYEO : A Character Level Model For Lip Reading" in 8th International conference on Smart Computing and Communications ( ICSCC 2021) by IEEE
  • PhD Thesis Examiner, VIT University
  • PhD Thesis Examiner Kerala Technological University (KTU).
  • IEEE Conference Co-Chair of 2nd International Conference on Innovative Trends In Information Technology (ICITIIT'21), on Feb, 11-12, 2021. Conducted as a virtual Conference with a paper acceptance rate of 30 %.
  • Best Paper award for the paper titled “Effectual Single Image Dehazing with Color Correction Transform and Dark Channel Prior” in 16th International Conference on Information Processing (ICInPro 2021), Bengaluru,
  • Best Paper award for the paper titled "FYEO: A Character Level Model For Lip Reading" in 8th International conference on Smart Computing and Communications (ICSCC 2021) by IEEE.
  • Best Paper award for the paper titled “Deep Generative Models Under GAN: Variants, Applications and Privacy Issues” in 7th International Conference on Information System Design and Intelligent Applications (INDIA - 2022).
  • Best paper award for the paper titled “Challenges in Streaming Data Analysis for Building an Adaptive Model for Handling Concept Drifts” in 2021 International Conference on System, Computation, Automation and Networking (ICSCAN) by IEEE.
  • Selected among the top 25 Programmers in IEEE Extreme Programmers League (IXPL) Organized by IEEE at VIT University
  • Selected by Alcatel-Lucent (Former Bell Labs, USA) for Project Internship.
  • Selected by Cognizant Technological Solutions (CTS) in campus placement
  • Research publication award in the year 2015 and 2016 by VIT University
  • Research work featured in news sites such as www.sciencedaily.com, www.phys.org, scienceblog.com ,ECN, scientificcomputing.com.
Education :
  • Ph.D, School of Information Technology and Engineering, Thesis titled: "Effective Strategies for Information Spreading in Online Social Networks", VIT University,2016
  • M.Tech., Information Technology ,VIT University,2012
  • B.Tech., Computer Science and Engineering, Cochin University of Science and Technology(CUSAT),2010
Invited Talk/Sessions/FDP/STTP/Training :
  • "Social Big Data", at Sree Ramakrishna Engineering College, Coimbatore, 2017
  • "Data Science and Data Engineering" at DST-NIMAT Cloud Solutions for Emerging IoT Applications, 2018
  • STTP on "Data Science and Artificial Intelligence" at St Gitts College of Engineerning on 16/10/2019
  • Talk on "Trends in Data Science and Artificial Intelligence” at ToCH college of Engineering and Technology on 11/02/2020. "
  • FDP on “Machine Learning Research concerns and challenges” organized by Amal Jyothi College of Engineering as part of 6-day STTP from 3-8 August 2021.
  • Session on “DATA SCIENCE – PROCESS, HYPE AND FUTURE” organized by Kristu Jayanthi College, ACM-W, Bangalore on June 24, 2020.
  • FDP on “Sustainability and Big Data.” organized by College of Engineering karunagapally as part of AICTE sponsored 5-day STTP on Big Data and Security from March 22-26, 2021.
  • Keynote Speaker on International Conference on Innovative Applications of Emerging Technologies and Management (ICIAETM-2021)- talk titled “Robotics and AI Technology Trends for this Decade” ,on 9th-10th April 2021
  • Resource person of 5-day KTU sponsored FDP on “Research challenges and opportunities in Online social networks.” Organized by SCMS School of Engineering and Technology on May 25th, 2021
  • Invited talk on “Opportunities in Artificial Intelligence and data Science” as part of AlanTuring day celebration at St George’s college Aruvithara on 23/06/2021
  • ACM Invited talk on “Pursuing a career in Data Science” organized by Velagapudi Ramakrishna Siddhartha Engineering College, Vijayawada on 25/06/2021.
  • Resource person of 5-Day KTU sponsored FDP on “Machine Learning Design Patterns.” Organized by TocH college of Engineering and Technology on 05/07/2021.
  • Resource person of 5-day KTU Sponsored FDP “Research Trends in Data Science” Organized by St.Jospeh College of Engineering, Pala on 23rd July 2021.
  • Delivered an online talk on AI and Data Science hosted by the popular print media Malayala Manorama on January 6th 2022. The session had a registration of over 1300.
  • Invited talk as part of Berchmans Lecture Series in Mathematics organized by SB College Changanachery, on January 7, 2022.
  • Resource person for a talk on Data Storytelling through Data visualization organized by IIT Jodhpur as part of Winter School on Computational methods for social sciences on December 7,2022
  • Delivered a talk on "Clustering and Classification " as part of six day FDTP on "CS8091" - "Big Data Analytics" during 18th and 23rd July 2022. Organized by Department of Computer Science and Engineering, PSG Institute of Technology and Applied Research, Neelambur, Coimbatore
  • Resource person for a talk titled “Machine Learning Design Patterns”. Organized by IEEE Malabar Section August 25, 2022.
  • Delivered a talk on “Research Methodology for Working Professionals” for Hindustan Petroleum corporation limited (HPCL) employees on 20/01/2022
  • Delivered a talk on Machine Learning Design Patterns on 20/08/2022, organized by IEEE Malabar Section.
  • Delivered a talk on Explainable and Interpretable ML as part of FDP organized by Amal Jyothi Engineering College, Kanjirapaly, on March 23, 2023.
  • Delivered a talk on Explainable and Interpretable ML as part of Lecture series organized by Holy Grace College of Engineering, on April 18, 2023
  • Conducted a workshop for first-year students pursuing master's in 'Computational Social Sciences, and 'Digital Humanities'. Of IIT Jodhpur on the topic ‘Theory and Practice of Social Network Analysis’ on April 15,2023.
  • Delivered a session for media journalists on the topic" AI tools for news reporting in the era of social media journalism" organized by Ministry of Information and Broadcasting. Govt. Of India on 31/10/2023
  • Coordinated a 5-day online bootcamp on Responsible Computing in March 2025, funded by the Mozilla Foundation and USAID, aimed at fostering ethical technology practices among students and educators.
Patents
  • Filed an Indian patent (Design) “Autonomous device for harvesting fruits” (Application No. 201941028625) on September 18th 2020.
Sponsored Projects
  • Recipent of "Microsoft AI for earth" award- The project grant worth - ₹ 1271288/-.
  • Working as a Principal investigator in the Artificial Intelligence for Social Assessment [AI- FOR A] project in collaboration with Johannes Gutenberg University of Mainz (Germany). Project grant worth- ₹ 24,00,000.
  • Received a Funding of Rs 100000/- from Orzico, USA for a project on Autonomous Fruit picker.
  • Received funding for doctoral fellowship from TIH of IIT Palakkad in the year 2021. Funding Received: ₹ 21,84,000
  • Working as the Principle Investigator of a Responsible Computing project funded by Mozilla foundation and USAID.
  • Working as Co-PI on UKIERI project titled "UAV-enabled ultra-reliable low latency communication for energy efficiency and latency reduction in 6G networks”
Consultancy
  • Working on four consultancy projects related to E-learning content creation and Responsible AI initiatives.
Publications
Selected Journal Publication
  1. Jo, Ashly Ann, Ebin Deni Raj, and Jayakrushna Sahoo. "Efficiency and Performance Optimization in Large Language Models through IB Fine-Tuning." ACM Transactions on Intelligent Systems and Technology 16, no. 3 (2025): 1-23.
  2. Nair, Akarsh K., Sinem Coleri, Jayakrushna Sahoo, Linga Reddy Cenkeramaddi, and Ebin Deni Raj. "Incentivized Federated Learning: A Survey." IEEE Transactions on Emerging Topics in Computational Intelligence (2025).
  3. Raj, Ebin Deni. "Swin-RSIC: remote sensing image classification using a modified swin transformer with explainability." Earth Science Informatics 18, no. 2 (2025): 1-18.
  4. Thomas, Jeena, and Ebin Deni Raj. "Improved image dehazing model with color correction transform-based dark channel prior." The Visual Computer (2024): 1-24.
  5. Nair, Akarsh K., Jayakrushna Sahoo, and Ebin Deni Raj. "Privacy preserving Federated Learning framework for IoMT based big data analysis using edge computing." Computer Standards & Interfaces (2023): 103720.
  6. 4.Nair, Akarsh K., Ebin Deni Raj, and Jayakrushna Sahoo. "A robust analysis of adversarial attacks on federated learning environments." Computer Standards & Interfaces (2023): 103723
  7. Ebin Deni Raj, Gunasekaran Manogaran, Gautam Srivastava, Yulei Wu. Information Granulation-Based Community Detection for Social Networks. IEEE Transactions on Social Computational Systems, Page(s): 1 - 12, IEEE,2020.
  8. Ebin Deni Raj, L.D Dhinesh Babu.A Fuzzy Adaptive Resonance Theory inspired Overlapping Community Detection Method for Online Social Networks. Knowledge Based System, Volume 113, Pages 75-87, Elsevier ,2016[SCI Indexed,Thomson Reuters Impact Factor- 8.038]
  9. L.D Dhinesh Babu, Ebin Deni Raj. Flocking based Evolutionary Computation Strategy for measuring Centrality of Online Social Networks. Applied Soft computing,Volume 58, Pages 495-516, Elsevier,2017 [SCI indexed, Thomson Reuters Impact Factor–6.725]
  10. Ebin Deni Raj, L.D Dhinesh Babu.Realistic Trust prediction using Reputation features of Big Data for Online Social Networks. Neurocomputing ,Volume 219, Pages 412-421Elsevier,2017 [SCI indexed, Thomson Reuters Impact Factor-5.719]
  11. Ebin Deni Raj, L.D Dhinesh Babu.Detecting modular and granular overlaps in Online Social Networks using Fuzzy-ART. International journal of fuzzy systems, Volume 19, Issue 4, pp 1077–1092, Springer. [SCI indexed,Thomson Reuters Impact Factor-4.406]
  12. Ebin Deni Raj, L.D Dhinesh Babu.A Firefly inspired Game Dissemination and QoS based Priority Pricing Strategy for Online Social Network Games. International Journal of Bio- Inspired Computation, Indesrcience Publishers,2017 . [SCI indexed,Thomson Reuters Impact Factor- 3.977]
  13. Huifeng, Wang, Seifedine Nimer Kadry, and Ebin Deni Raj. Continuous health monitoring of sportsperson using IoT devices based wearable technology. Computer Communications 160 (2020): 588-595.[SCI Indexed , Thomson Reuters Impact Factor- 3.167]
  14. Li, Chaofeng, Ebin Deni Raj, "Feature Recognition of Abstract Art Painting Multilevel Based Convolutional Ancient Recognition Neural Network Method." Journal of Interconnection Networks (2021): 2141003.
For details of all publications,Please visit googleScholar or DBLP
Professional Activities
Reviewer:
  • IEEE Transactions on Emerging Topics in Computing
  • Applied Soft Computing, Elsevier
  • Information Technology and People, Emerald Publishers
  • Physics Letters A, Elsevier
  • Journal on Wireless Communications and Networking, Springer
  • International Journal of Data Science and Analytics, Springer
  • International Journal of Communication Systems, Wiley
Innovation in Teaching Methodology
  • Created a platform rstudio.iiitkottayam.ac.in for Post graduate students to learn R programming interactively. The server is hosted at the IIIT Kottayam Campus.
  • Created a platform rconnect.iiitkottayam.ac.in enabling students to publish the projects in R and also to publish Dashboards for data analysis (using shiny or Flask). It is hosted at IIIT Kottayam campus.
  • Introduced real life and industrial case studies in the courses
  • Created and Introduced J-Flap simulations for better understanding of Theory of computation concepts.
  • Added a module on Virtual Programming Lab in Moodle for better programming and ease of evaluation.
  • Worked with the technical team of IIIT Kottayam to create and customize an open source online learning platform (big blue button) and integrate it with Moodle. For this initiative the institute received appreciation from Ministry of Education in October 2020.
Courses Taught at IIIT Kottayam
    Course Name Semester/Academic Year
    IT Workshop III Odd Semester 2016-17’
    Algorithms Odd Semester 2016-17’, Odd Semester 2017-18’
    Operating System Odd Semester 2016-17’
    Theory of Computation Even Semester 2016-'17, Even Semester 2017-'18,Even Semester 2018-'19, Even Semester 2019-'20
    Data Structures Even Semester 2016-'17
    Computer Programming Odd Semester 2017-'18
    Datawarehousing and Data Mining Even Semester 2017-'18,Even Semester 2018-'19
    Parallel Algorithms Odd Semester 2018-'19
    Advanced Data Mining Odd Semester 2018-'19
    Design and Analysis of Algorithms Odd Semester 2019-'20
    IT Workshop I Odd Semester 2019-'20
    Mathematical Foundations of Data Science Odd Semester 2019-'20
    Introduction to AI and Data Science Even Semester 2019-'20, Odd Semester 2020-'21,Even Semester 2020-'21, Odd Semester 2021-'22, Even Semester 2021-'22
    Programming and Data Structures Even Semester 2019-'20, Odd Semester 2020-'21,Even Semester 2020-'21, Odd Semester 2021-'22
    Introduction to Artificial Intelligence Odd Semester 2023-'24
    Introduction to Data Science Even and Odd Semester of 2024-'25, 2025
Research scholars
  • Ms.Jeena Thomas - Completed - Recieved Best Phd thesis award from IIT Roorkee
  • Mr.Shahad P
  • Ms. Ashly Ann Jo
  • Ms.Remya Raveendran
  • Ms.Mahesh Sasikumar
Additional Responsibilities
  • Associate Dean, Academic Affairs [From June 2022- till date ]
  • Head of Computer Science and Engineering [June 2019- June 2022]
  • Faculty in-charge, Academic Affairs [From Jan 2019- June 2022]
  • Senate member of IIIT Kottayam
  • Secretary, Board of Studies – IIIT Kottayam
  • Involved in the curriculum development of M.Tech. in Artificial Intelligence and Data Science for working professionals
  • Involved in the curriculum development of M.Tech. in Cyber Security for working professionals
  • Involved in the curriculum development of B.Tech. in Computer Science and Engineering
  • Member of Training and Placement activities
  • Overall Coordination and Control- Third Convocation of the institute [Virtual mode]
  • Chairperson of Disciplinary Action committee [ Feb 2017- June 2019]
  • Member of Disciplinary action committee[June 2019- till date]
  • Admission In-charge UG admissions.[June 2018- June 2022]
  • Admission in-charge PG Admission [Jan 2020- Nov 2020]
  • Member of Disciplinary Action Committee [July 2019- December 2023]
  • Member of Anti- Ragging committee
  • Member of Mental health well-being committee
  • Nodal officer AISHE (All India Survey for Higher Education)
  • Nodal Officer- Swachh Bharat Summer Internship programme
  • Technical club – faculty in charge [ Jan 2017- December 2019]
  • Coordinated Coding club activities
  • Timetable Committee Coordinator [Jan 2017-June 2019]
  • Member of Time Table Committee [July 2019- till date]
  • Overall Coordination and Control- Fourth, Fifth Convocation of the institute
  • Chairperson- Anti Ragging Squad
  • Chairperson - UG Academics and Admission
  • Chairperson - Examination Cell
  • Chairperson - Institute level purchase committee
  • Chairperson - Invigilation duty and exam schedule committee
  • Member - Grievance redressal Committee
  • Chairperson - Student Feedback Committee
Internship/Summer projects