IITKGP

Research Areas

I try to get my hands dirty on Machine Learning (a fancy name for statistics + computer programming), Natural Language Processing, Big Data Processing, and ML guided Artificial Intelligence.

My research objective is to develop mathematical and computational models for data that are simple, stands on comprehensible theoretical foundation and withstand the test of rigorous experimental evaluation. I put considerable effort behind any research work that I do to fulfil the above three criteria.

I enjoy writing non-trivial and efficient computer program for large data. In fact, thinking about efficient data structures, algorithms and their implementation on real data using a white box programming language is an intrinsic part of my thought process. 

 
  • A Deterministic-Probabilistic Approach to Neural Network Pruning by Banerjee S., Paik J. H. IEEE Transactions on Artificial Intelligence - (Accepted/In-Press)
  • A Positive-Unlabeled Learning Approach with Self-correcting Regularized Risk by Saha S., Hassan A. , Paik J. H. IEEE Transactions on Artificial Intelligence - (Accepted/In-Press)
  • A Stratified Seed Selection Algorithm for K-means Clustering on Big Data by Bajpai N., Paik J. H., Sarkar S. IEEE Transactions on Artificial Intelligence - (Accepted/In-Press)
  • A wrapper feature selection approach using Markov blankets by Hassan A., Paik J. H., Khare S. R. Pattern Recognition - (2025)
  • Balanced Seed Selection for K-means Clustering with Determinantal Point Process by Bajpai N., Paik J. H., Sarkar S. Pattern Recognition - (Accepted/In-Press)

Principal Investigator

  • TCS ION Industry Honor Certification Product: Big Data Analytics Advanced Tata Consultancy Services

Ph. D. Students

Atif Hassan

Area of Research: Machine learning and Deep learning with applications

Debjani Mazumder

Area of Research: Educational Data Mining

Dipannita Podder

Area of Research: Search Engines

Dipojjwal Ghosh

Area of Research: marketing analytics

Namita Bajpai

Area of Research: Artificial Intelligence

Nazeer Haider

Area of Research: Machine Learning

Sayantan Saha

Area of Research: Machine Learning

Soumyadipta Banerjee

Area of Research: Deep Learning

Sudip Kumar Bhattacharya

Area of Research: Complex system simulation

Trishita Mukherjee

Area of Research: Graph Machine Learning