Dr. Sumedha Seniaray

04.09.2018 - Till Date: Delhi Technological University

Undergraduate Courses Taught:

1. Discrete Mathematics (MC102)
2. Data Structures (CS251/ MC201n)
3. Computer Organization & Architecture (MC206)
4. Computer Networks (MC308/ MC305n)
5. Mathematics - I (AM101)
6. Mathematicx - II (AM102)

Postgraduate Courses Taught:

1. Database Management System (MSMA219)

Journals

1. Sumedha Seniaray, Rajni Jindal, "Enhanced Anomaly-based Network Intrusion Detection Leveraging a Modified Picture Fuzzy Clustering Approach," Cluster Computing, vol. 28, 422, 1-25, 2025.
2. Sumedha Seniaray, Rajni Jindal, "Performance Analysis of Anomaly-based Network Intrusion Detection using Feature Selection and Machine Learning Techniques," Wireless Personal Communications, vol. 138, 2321-2351, 2024.
3. Trasha Gupta, Vidhan Garg, Sarika Kaushal, Sumedha Seniaray, "Facial Expression Analysis using Multi-label Classification," International Journal of Experimental Research and Review, 41(Spl Vol), 217–226, 2024.
4. Ravindra Singh, Sumedha Seniaray, Prateek Saxena, "A framework for the improvement of frugal design practices," Designs, 4(3), 37, 2020.

 

International Conferences - Attended/ Paper Presented

1. Sumedha Seniaray, Rajni Jindal, "Real-time Network Intrusion Detection using Hybrid Incremental Learning Approach," Hassanien, A.E., Anand, S., Jaiswal, A., Kumar, P. (eds) 8th International Conference on Innovative Computing and Communication (ICICC-2025), Lecture Notes in Networks and Systems, vol 1438. Springer, Singapore.
2. Dheeresh Chandra, Divyam Raheja, Divyam Goel, Sumedha Seniaray, "Fuzzy Attention Integrated Lightweight Vision Transformer Image Processing for Brain Tumor MRI Classification," 2025 International Conference on Computing Technologies & Data Communication (ICCTDC), Hassan, India, 2025.
3. Areeb Ahmed Khan, Aryan Punia, Garvit Rastogi, Sumedha Seniaray, "Stable Conditional Image Generation with WGAN-GP and DCGAN Architectures," 2025 International Conference on Computing Technologies & Data Communication (ICCTDC), Hassan, India, 2025. 
4. Aman, Gautam, G.S. Tanwar, Sumedha Seniaray, "Efficient Multi-Task Learning for Social Media Stance Detection via Context-Aware LoRA Adaptation," 2025 6th International Conference on Intelligent Communication Technologies and Virtual Mobile Networks (ICICV), Tirunelveli, India, 2025.
5. Sumedha Seniaray, Ayushya Prasoon, Deepak Deepak, Bhavya Jain, "Cardiovascular Disease Prediction Through Retinal Image Analysis using Deep Learning," 2025 3rd International Conference on Self Sustainable Artificial Intelligence Systems (ICSSAS), Erode, India, 2025.
6. Madhav Mahajan, Kashan Akram, Kshitij Gupta, Sumedha Seniaray, "Performance Comparison of Machine Learning and Fuzzy Clustering Techniques for Anomaly-Based Intrusion Detection System," Swaroop, A., Virdee, B., Correia, S.D., Polkowski, Z. (eds) Proceedings of Data Analytics and Management. ICDAM 2024. Lecture Notes in Networks and Systems, vol. 1301. Springer, Singapore, 2025.
7. Aryaraj Shokeen, Manpreet Kaur, Trasha Gupta, Sumedha Seniaray, "Identifying Camouflaged Objects Using Modified Picture Fuzzy Clustering," Swaroop, A., Virdee, B., Correia, S.D., Polkowski, Z. (eds) Proceedings of Data Analytics and Management. ICDAM 2024. Lecture Notes in Networks and Systems, vol. 1301. Springer, Singapore, 2025.
8. Lakshay Saini, Prachi Verma, S. Seniaray, "The sentiment analysis and emotion detection of COVID-19 online education tweets using ML techniques," AIP Conference Proceedings, International Conference on Intelligent and Smart Computation (ICIASC-2023), vol. 3072(1), Mohali, India, 2023.
9. Tanishka Singh, Yash Goel, Tanush Yadav, Sumedha Seniaray, "Performance Analysis of ELA-CNN model for Image Forgery Detection," 4th International Conference for Emerging Technology (INCET 2023), Belgaum, 2023.
10. A. Dhyani, A. Bansal, A. Jain, S. Seniaray, "Credit Card Fraud Detection Using Machine Learning and Incremental Learning," Mahapatra, R.P., Peddoju, S.K., Roy, S., Parwekar, P. (eds) Proceedings of International Conference on Recent Trends in Computing. Lecture Notes in Networks and Systems, vol 600. Springer, Singapore, 2023.
11. Sumedha Seniaray, Trasha Gupta, Payal, Ravindra Singh, "Emotion Recognition for Individuals with Autism," Kurosu, M. (eds) Human-Computer Interaction. Technological Innovation. HCII 2022. Lecture Notes in Computer Science, vol 13303. Springer, Cham, 2022.
12. Animesh Upreti, Ansh Agrawal, Jai Kumar Joshi, Sumedha Seniaray, " Quantitative study of candlestick pattern & identifying candlestick patterns using deep learning for the Indian stock market," 2022.
13. Farheen Ajaz, Prince, Sumedha Seniaray, "Sentiment classification and analysis of twitter data on distance learning using ML classifiers", 2022.
14. Kunnal Jaluthria, Sumedha Seniaray "Sentiment Analysis of Twitter Data using Machine Learning Algorithm," International Conference on Computing and Applied Engineering (ICCAE-2021), Goa, India, 2021.
15. Urmita Sharma, Sumedha Seniaray, "Stock Prediction and Forecasting using Stacked LSTM-Recurrent Neural Network Model," International Conference on Computing and Applied Engineering (ICCAE-2021), Goa, India, 2021.
16. Sumedha Seniaray, Rajni Jindal, "Machine Learning-Based Network Intrusion Detection System," Smys, S., Bestak, R., Palanisamy, R., Kotuliak, I. (eds) Computer Networks and Inventive Communication Technologies. Lecture Notes on Data Engineering and Communications Technologies, vol 75. Springer, Singapore, 2021.
17. Sadhvi Mehra, Sumedha Seniaray, "An Analysis on Abrupt Fall of Indian Stock Markets," 2021 International Conference on Information Technology (ICIT), Amman, Jordan, 2021.
18. Vaibhav Kumar, Shubham Pasari, Vallabh Pravin Patil, Sumedha Seniaray, "Machine Learning based Language Modelling of Code Switched Data," 2020 International Conference on Electronics and Sustainable Communication Systems (ICESC), Coimbatore, India, 2020.
19. Sumedha Seniaray, Trasha Gupta, "Music is the Shorthand of Emotion," International Conference on Recent Advances in Pure and Applied Mathematics (ICRAPAM2018), New Delhi, India, 2018.
20. Sumedha Seniaray, Nidhi Jain, "Big Data Fusion for Structured, Semi-structured and Unstructured Data," Proceedings of the 12th INDIACom; INDIACom-2018, 5th International Conference on “Computing for Sustainable Global Development, New Delhi, India, 2018.

Book Chapters

1. Ravindra Singh, Sumedha Seniaray, Partha Pratim Das, "Role of IoT in Universal Design," In: Hussain, C.M., Di Sia, P. (eds) Handbook of Smart Materials, Technologies, and Devices: Applications, Springer, Cham, 2022.

• Commendable Research Award by DTU in 2025

1. Attended a Two-week Skill Training Program on “Remote Sensing and GIS 2025,” conducted by India Space Academy (ISA), from 15^th July – 18^th August, 2025.
2. Participated in “Summer School on AI: Deep Dive into Deep Learning,” organized by Department of Training & Placements and Department of Computer Science & Engineering, DTU, from 14^th – 25^th July, 2025.
3. Attended One-day Workshop on “Train the Trainer on Cyber Security,” organized by HRDC, DTU in association with Computer Centre, DTU on 17^th April, 2025.
4. Organized Awareness Workshop on “Environment Management and Sustainability Issues,” organized by Department of Applied Mathematics, DTU, on 16^th April, 2025.
5. Attended a Two-week Online FDP on “Foundations and Applications of Quantum Computing”, organized by the Department of Mathematics and Computer Science (DMACS), Sri Sathya Sai Institute of Higher Learning, from 18^th March – 3^rd April, 2025
6. Attended Workshop on “Sustainable Development Goals (SDG) Integration in University Activities,” organized by DTU on 28^th February, 2025.
7. Organized a Two-day Workshop for “Curriculum Development & Revision for Integrated MSc Mathematics and BTech Mathematics and Computing,“ from 6^th – 7^th February, 2025.
8. Attended Industrial Training on “Process Mining” in Head of Academic Alliance, Celonis from 10/06/2024 to 28/06/2024.
9. Attended 1-week FDP on “Artificial Intelligence driven Data Analytics for Business Research and Teaching”, organized by Department of Management Studies, ABV-IIITM, Gwalior, from 24-30 May, 2024.
10. Attended a Workshop on Relevance of Ancient Technology on Modern Times in context of NEP 2020, organized by DTU on 5^th April, 2024.
11. Attended 5-days Training Programme on “Maple, SPSS, and Statcraft”, organized by Department of Applied Mathematics, DTU from 12-16 February, 2024.
12. Attended FDP on “Disaster Preparedness and Risk Reduction,” organized by Geo-Meteorological Risk Management Division through India Universities and Institutions Network for Disaster Risk Reduction of National Institute of Disaster Management, Ministry of Home Affairs, Govt. of India, in collaboration with Department of Civil Engineering, DTU from 11-15 December, 2023
13. Attended a Webinar on “Case study & Industry Applications in Data Science”, organized by C-DAC, Noida on 25^th September, 2023
14. Attended Workshop on Implementation of NEP 2020 organized by DTU on 5^th October, 2023.
15. Attended 1-Week Faculty Development Programme on “Introduction to High Performance Computing (HPC) and its applications”, organized by Department of Computer Science & Engineering, DTU from 7-11 August, 2023.
16. Attended and successfully completed Two-Weeks Refresher course in “Mathematical Sciences” from 28^th January – 11^th February, 2023
17. Attended a Popular Talk of Prof. Sunil Maharaj on “Role of Spacetime Dimensions”, organized by Department of Applied Mathematics, DTU on 5^th January, 2023
18. Attended Two-days hands-on Workshop on “MAPLE 2022 and Its Applications” organized by Binary Semantics Ltd. at the Department of Applied Mathematics, DTU during 26^th – 27^th May, 2022
19. Participated in the Three-day FDP on “NBA Accreditation Procedures” conducted by IQAC, DTU, from 9^th-11^th May, 2022.
20. Organizing member, Two-day Workshop on “Departmental Specific Electives offered in MSc curriculum” for the students of final year MSc (Mathematics) on 5^th - 6^th May, 2022
21. Organizing member, One day workshop on “My-Story- Motivational Session by Successful Innovators” held on 26 November, 2021
22. Attended Two-weeks Refresher Course in Mathematics organized by Ramanujan College, 16-30 March, 2021
23. Attended One Month Online Orientation Programme organized by Ramanujan College, 10 Nov – 9 Dec, 2020
24. Participated in One Week Faculty Development Programme (FDP) on “Advanced Pedagogical Techniques” organized by Ramanujan College, 29 Oct – 5 Nov, 2020
25. Participated in One Week Faculty Development Programme (FDP) on “Development & Implementation of MOOCs” organized by Ramanujan College, 21-27 October, 2020
26. Online Training Program on “Online Teaching Classes”, conducted by HRDC, DTU, 4^th and 6^th July, 2020.
27. Participated in One-Week Online FDP on “Data Science”, conducted by Department of CSE, PEC, Chandigarh, 4-8 May, 2020
28. Organizing Member, One week STTP on “Graph Theory and its Applications” held during November 25-29, 2019
29. Co-Coordinator, One week STTP on “Recent Trends in Security and Cryptography” held during November 18-22, 2019
30. Participated in TEQIP III sponsored Faculty Development Programme on “Machine Learning and Pattern Recognition” held at DTU Delhi, 10-14 June 2019
31. Attended FDP on Universal Human Values as part of Student Induction
32.  Participated in Faculty Development Programme on “Game Changer” held at DTU Delhi, 01-02 March 2019.
33. Organizing Member, International Conference on Recent Advances in Pure and Applied Mathematics held during 23-25 October 2018 at DTU

Invited Talks/ Expert Lectures

1. Invited Talk/ Orientation session on Entrepreneurship in NEEV Programme, organized by Sarvodaya Bal Vidyalaya on 20th November, 2025.
2. Delivered an Expert Lecture on “Trends in Cybersecurity”, in the Three weeks Training programme for the 60^th, 61^st, and 62^nd Batches of DANICS Probationers, organized by HRDC, DTU, in association with the Directorate of Training (Union Territories Civil Services) from 26^th May – 13^th June, 2025.
3. Invited talk on "Cyber Security" in a short term course on Cyber Security organized by CYBERX, Delhi Public School, R. K. Puram in collaboration with Deen Dayal Upadhyaya College, University of Delhi.
4. Delivered an Expert Lecture on “Trends in Cybersecurity” on 4^th September, 2024, in the Three weeks Training programme for the 59^th, 60^th, and 61^st Batches of DANICS Probationers, organized by HRDC, DTU, in association with the Directorate of Training (Union Territories Civil Services) from 20^th-6^th Sept, 2024.
5. Delivered an Expert Lecture on “Data Mining” in Two days workshop on Departmental Specific Electives offered in M. Sc. Curriculum on 5^th-6^th May, 2022
6. Delivered an Expert Lecture on "Cybersecurity" in Three weeks Training programme for the 59^th Batch of DANICS Probationers”, organized by HRDC, DTU, in association with the Directorate of Training (Union Territories Civil Services) from 11th -29th September 2023.