A novel deep contrastive convolutional autoencoder based binning approach for taxonomic independent metagenomics data

SD Madival, GK Jha, DC Mishra, S Kumar… - Journal of Plant …, 2024 - Springer
In this study, we present an innovative binning approach for metagenomics data that
combines Natural Language Processing (NLP) with a Deep Contrastive Convolutional …

NaturePred: A Tool for Revolutionizing Natural Product Classification with Artificial Intelligence

SD Madival, DC Mishra, KK Chaturvedi… - Current …, 2025 - benthamdirect.com
Background The identification and classification of natural products are vital in drug
discovery and bioactive compound exploration. Traditional methods are laborious and time …

Metagenomic binning based on unsupervised extreme learning machine

J Herazo-Alvarez, P Barria-Valdebenito… - 2023 IEEE CHILEAN …, 2023 - ieeexplore.ieee.org
Metagenomics studies the genetic information of microbial communities in different contexts.
As metagenomic DNA is often fragmented and then sequenced into small reads, these …