Publications

You can also find my articles on my Google Scholar profile.

NLP Driven Political Analysis of Subreddits

Published in 3rd International Conference on Data Intelligence and Cognitive Informatics, 2022, Tirunelveli, India, 2022

This paper explores diverse applications, delving into model mechanics and decision-making processes. Analyzing extensive text data, we employ interpretable algorithms to extract insights. Specifically, our study focuses on extracting information from political subreddits using sentiment analysis and classification model features.

Recommended citation: Singh, K., Anne, S.V.N.S. (2023). "NLP Driven Political Analysis of Subreddits" Data Intelligence and Cognitive Informatics. Algorithms for Intelligent Systems. Springer, Singapore.. 1(2). https://link.springer.com/chapter/10.1007/978-981-19-6004-8_54

Uncovering the Corona Virus Map Using Deep Entities and Relationship Models

Published in Arxiv Preprint, 2020

This paper focuses on extracting COVID-19 entities and relationships from a corpus of articles using a novel model. Through multi-task learning on annotated data, we train entity recognition and relationship discovery models. Employing concept masking, we prevent neural networks from functioning as associative memory, promoting contextual inference. Our findings reveal significant subnetworks, emphasize key terms, and illuminate past treatment modalities for related ailments.

Recommended citation: K Singh, P Singla, K Sarode, A Chandrakar and C Nichkawde (2020). " Uncovering the Corona Virus Map Using Deep Entities and Relationship Models" preprint ArXiv:2009.03068. 1(1). https://arxiv.org/abs/2009.03068