Search Results for author: Thanh Hai Nguyen

Found 4 papers, 1 papers with code

Specifying and Reasoning about CPS through the Lens of the NIST CPS Framework

1 code implementation14 Jan 2022 Thanh Hai Nguyen, Matthew Bundas, Tran Cao Son, Marcello Balduccini, Kathleen Campbell Garwood, Edward R. Griffor

This paper introduces a formal definition of a Cyber-Physical System (CPS) in the spirit of the CPS Framework proposed by the National Institute of Standards and Technology (NIST).

Disease Classification in Metagenomics with 2D Embeddings and Deep Learning

no code implementations23 Jun 2018 Thanh Hai Nguyen, Edi Prifti, Yann Chevaleyre, Nataliya Sokolovska, Jean-Daniel Zucker

Generally, when the sample size ($N$) is much bigger than the number of features ($d$), DL often outperforms other machine learning (ML) techniques, often through the use of Convolutional Neural Networks (CNNs).

Classification General Classification

Phylotastic: An Experiment in Creating, Manipulating, and Evolving Phylogenetic Biology Workflows Using Logic Programming

no code implementations1 May 2018 Thanh Hai Nguyen, Enrico Pontelli, Tran Cao Son

The Phylotastic project was launched two years ago as a collaboration between evolutionary biologists and computer scientists, with the goal of developing an open architecture to facilitate the creation of such analysis workflows.

Deep Learning for Metagenomic Data: using 2D Embeddings and Convolutional Neural Networks

no code implementations1 Dec 2017 Thanh Hai Nguyen, Yann Chevaleyre, Edi Prifti, Nataliya Sokolovska, Jean-Daniel Zucker

However, in many bioinformatics ML tasks, we encounter the opposite situation where d is greater than N. In these situations, applying DL techniques (such as feed-forward networks) would lead to severe overfitting.

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