Related Experiment Video
Updated: Jun 6, 2026

A Virtual Machine Platform for Non-Computer Professionals for Using Deep Learning to Classify Biological Sequences of Metagenomic Data
Published on: September 25, 2021
NBC: the Naive Bayes Classification tool webserver for taxonomic classification of metagenomic reads
Gail L Rosen1, Erin R Reichenberger, Aaron M Rosenfeld
1Department of Electrical and Computer Engineering, Drexel University, Philadelphia, PA, USA. gailr@ece.drexel.edu
Motivation:
Datasets from high-throughput sequencing technologies have yielded a vast amount of data about organisms in environmental samples. Yet, it is still a challenge to assess the exact organism content in these samples because the task of taxonomic classification is too computationally complex to annotate all reads in a dataset. An easy-to-use webserver is needed to process these reads. While many methods exist, only a few are publicly available on webservers, and out of those, most do not annotate all reads.
Results:
We introduce a webserver that implements the naïve Bayes classifier (NBC) to classify all metagenomic reads to their best taxonomic match. Results indicate that NBC can assign next-generation sequencing reads to their taxonomic classification and can find significant populations of genera that other classifiers may miss.
Availability:
Publicly available at: http://nbc.ece.drexel.edu.
Related Concept Videos
Applications of Molecular Taxonomy
Microbial Classification System
Modern Molecular Taxonomy
Biostatistics: Overview
Discrete variables are...
Aggregates Classification
Petrographic classification groups aggregates based on common mineralogical characteristics. Some of the common mineral groups found in aggregates are...
Methods to Assess Microbial Communities

