Implementation of ensemble machine learning algorithms on exome datasets for predicting early diagnosis of cancers

Implementation of ensemble machine learning algorithms on exome datasets for predicting early diagnosis of cancers

Abstract Classification of different cancer types is an essential step in designing a decision support model for early cancer predictions. Using various machine learning (ML) techniques with ensemble learning is one such method used for classifications. In the present study, various ML algorithms we...

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Bibliographic Details
Main Authors: Abdu Rehaman Pasha Syed, Rahul Anbalagan, Anagha S. Setlur, Chandrashekar Karunakaran, Jyoti Shetty, Jitendra Kumar, Vidya Niranjan
Format: Article
Language:English
Published: BMC 2022-11-01
Series:BMC Bioinformatics
Subjects:
Cancer
Ensemble machine learning
Exploratory data analysis
SMOTE
GAN
TVAE
Online Access:https://doi.org/10.1186/s12859-022-05050-w

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