This is a hybrid implementation of oversampling method Synthetic Minority Oversampling Technique (SMOTE) and undersampling method called Sample Subset Optimization and Particle Swarm Optimization (SSO-PSO) to solve Imbalanced data problem.
This is a hybrid intelligent sampling technique to tackle class-imbalance in real world datasets. To know more about it please refer the link: https://www.sciencedirect.com/science/article/pii/S1568494619300924. Cite our paper, if you are using it in your research work. The citation of our paper is: Susan, Seba, and Amitesh Kumar. "SSOMaj-SMOTE-…
6th International conference on Advanced Computing (ADCOM-2020) will provide an excellent international forum for sharing knowledge and results in theory, methodology and applications of Advanced Computing. The Conference focuses on all technical and practical aspects of high performance computing, green computing, pervasive computing, cloud com…
Artificial Neural Network implementation on a toy problem
Solve soft-computing problems step-by-step.
Multi-objective optimization based on sloping plate optimization algorithm called Multi-objective Inclined Planes system optimization algorithm (MOIPO) is presented in this link. The proposed method uses the concept of Pareto optimization to identify non-dominant positions and an external tank to maintain these positions.
My Machine Learning Projects
This repository contains all my implementation solutions for the Genetic algorithms course in college.
Project for my college course Nature Inspired Computing
This is a hybrid intelligent sampling technique to tackle class-imbalance in real world datasets. To know more about it please refer the link: https://www.sciencedirect.com/science/article/pii/S1568494619300924. Cite our paper, if you are using it in your research work. The citation of our paper is: Susan, Seba, and Amitesh Kumar. "SSOMaj-SMOTE-…
Contains all the research papers Harshita Gupta has been a part of in her Undergraduate Degree of Bachelor of Technology in Information Technology
An Improved Support Vector Machine for medical diagnosis using Whale Optimization Algorithm ( Bio-Inspired, Meta-Heuristic ) for Hyperparameter Optimization ( C, Gamma).
Genetic Algorithm in Python 2 for inscribing a triangle of the maximum area in a given ellipse.
Archive of MATLAB Programs I made for Soft Computing study. Teaching materials can be downloaded here:
A Jupyter Notebook stack for example business analytics cases + a simulation study
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