OmicSelector is an environment, Docker-based web application, and R package for biomarker signature selection (feature selection) from high-throughput experiments and others. It was initially developed for miRNA-seq (small RNA, smRNA-seq; hence the name was miRNAselector), RNA-seq and qPCR, but can be applied for every problem where numeric features should be selected to counteract overfitting of the models. Using our tool, you can choose features, like miRNAs, with the most significant diagnostic potential (based on the results of miRNA-seq, for validation in qPCR experiments).

Features

  • feature selection
  • deep learning
  • data mining

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License

MIT License

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Additional Project Details

Operating Systems

Linux, Mac, Windows

User Interface

Web-based

Programming Language

Python, R

Related Categories

Python Medical Software, Python Healthcare Software, Python Machine Learning Software, Python Deep Learning Frameworks, R Medical Software, R Healthcare Software, R Machine Learning Software, R Deep Learning Frameworks

Registered

2021-04-05