Search Results for author: Paramita Koley

Found 4 papers, 1 papers with code

Generative Maximum Entropy Learning for Multiclass Classification

no code implementations3 May 2012 Ambedkar Dukkipati, Gaurav Pandey, Debarghya Ghoshdastidar, Paramita Koley, D. M. V. Satya Sriram

In this paper, we introduce a maximum entropy classification method with feature selection for large dimensional data such as text datasets that is generative in nature.

Binary Classification Classification +2

Regression Under Human Assistance

1 code implementation6 Sep 2019 Abir De, Nastaran Okati, Paramita Koley, Niloy Ganguly, Manuel Gomez-Rodriguez

In this paper, we take a first step towards the development of machine learning models that are optimized to operate under different automation levels.

BIG-bench Machine Learning Medical Diagnosis +1

Demarcating Endogenous and Exogenous Opinion Dynamics: An Experimental Design Approach

no code implementations11 Feb 2021 Paramita Koley, Avirup Saha, Sourangshu Bhattacharya, Niloy Ganguly, Abir De

The networked opinion diffusion in online social networks (OSN) is often governed by the two genres of opinions - endogenous opinions that are driven by the influence of social contacts among users, and exogenous opinions which are formed by external effects like news, feeds etc.

Experimental Design

Offsetting Unequal Competition through RL-assisted Incentive Schemes

no code implementations5 Jan 2022 Paramita Koley, Aurghya Maiti, Sourangshu Bhattacharya, Niloy Ganguly

On inspecting, we realize that an overall incentive scheme for the weak team does not incentivize the weaker agents within that team to learn and improve.

Multi-agent Reinforcement Learning reinforcement-learning +1

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