93 citations · 112 across the 7 of their papers we have counts for
4 papers · 1 filter
Survey On The Estimation Of Mutual Information Methods as a Measure of Dependency Versus Correlation Analysis
D. Gencaga, N. K. Malakar, D. J. Lary
In this survey, we present and compare different approaches to estimate Mutual Information (MI) from data to analyse general dependencies between variables of interest in a system.…
Towards Identification of Relevant Variables in the observed Aerosol Optical Depth Bias between MODIS and AERONET observations
N. K. Malakar, D. J. Lary, D. Gencaga +2
Measurements made by satellite remote sensing, Moderate Resolution Imaging Spectroradiometer (MODIS), and globally distributed Aerosol Robotic Network (AERONET) are compared. Compa…
Maximum Joint Entropy and Information-Based Collaboration of Automated Learning Machines
N. K. Malakar, K. H. Knuth, D. J. Lary
We are working to develop automated intelligent agents, which can act and react as learning machines with minimal human intervention. To accomplish this, an intelligent agent is vi…
Entropy-Based Search Algorithm for Experimental Design
N. K. Malakar, K. H. Knuth
The scientific method relies on the iterated processes of inference and inquiry. The inference phase consists of selecting the most probable models based on the available data; whe…