Search Results for author: Pranab K. Muhuri

Found 8 papers, 0 papers with code

Optimizing Hyperparameters in CNNs using Bilevel Programming in Time Series Data

no code implementations19 Jan 2021 Taniya Seth, Pranab K. Muhuri

Hyperparameter optimization has remained a central topic within the machine learning community due to its ability to produce state-of-the-art results.

BIG-bench Machine Learning Hyperparameter Optimization +3

Type-2 fuzzy reliability redundancy allocation problem and its solution using particle swarm optimization algorithm

no code implementations2 May 2020 Zubair Ashraf, Pranab K. Muhuri, Q. M. Danish Lohani, Mukul L. Roy

We consider IT2 MFs to represent the subsystem reliability and cost, which are to be further aggregated using extension principle to evaluate the total system reliability and cost according to their configurations, i. e., series parallel and parallel series.

Computing With Words for Student Strategy Evaluation in an Examination

no code implementations2 May 2020 Prashant K Gupta, Pranab K. Muhuri

The main contribution of this paper is to illustrate the use of CWW for student strategy evaluation and present a comparison of the recommendations generated by different CWW approaches.

A Novel GDP Prediction Technique based on Transfer Learning using CO2 Emission Dataset

no code implementations2 May 2020 Sandeep Kumar, Pranab K. Muhuri

In the last 150 years, CO2 concentration in the atmosphere has increased from 280 parts per million to 400 parts per million.

regression Transfer Learning

An empirical study of computing with words approaches for multi-person and single-person systems

no code implementations30 Apr 2020 Prashant K Gupta, Pranab K. Muhuri

Another dimension of this work is also to empirically prove that perceptual computing gives better performance than other CWW approaches based on extension principle, symbolic method and 2-tuple especially in scenarios where inputs are differentially weighted.

Parallel processor scheduling: formulation as multi-objective linguistic optimization and solution using Perceptual Reasoning based methodology

no code implementations30 Apr 2020 Prashant K Gupta, Pranab K. Muhuri

PR based solution methodology offers three main advantages viz., it generates unique recommendations, here the linguistic recommendations match a codebook word, and also the word model comes before the word.

Scheduling

Type-2 Fuzzy Set based Hesitant Fuzzy Linguistic Term Sets for Linguistic Decision Making

no code implementations26 Feb 2020 Taniya Seth, Pranab K. Muhuri

Predominantly finding their basis in type-1 fuzzy sets, computing with words approaches employ type-1 fuzzy sets as semantics of the linguistic terms.

Decision Making Vocal Bursts Type Prediction

Cannot find the paper you are looking for? You can Submit a new open access paper.