Výsledky vyhledávání - "Boulougouri, Maria"

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A Comparative Analysis of Gene Expression Profiling by Statistical and Machine Learning Approaches

Autor: Bontonou, Myriam, Haget, Anaïs, Boulougouri, Maria, Audit, Benjamin, Borgnat, Pierre, Arbona, Jean-Michel

Many machine learning models have been proposed to classify phenotypes from gene expression data. In addition to their good performance, these models can potentially provide some understanding of phenotypes by extracting explanations for their decisi

Externí odkaz: http://arxiv.org/abs/2402.00926

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Studying Limits of Explainability by Integrated Gradients for Gene Expression Models

Autor: Bontonou, Myriam, Haget, Anaïs, Boulougouri, Maria, Arbona, Jean-Michel, Audit, Benjamin, Borgnat, Pierre

Understanding the molecular processes that drive cellular life is a fundamental question in biological research. Ambitious programs have gathered a number of molecular datasets on large populations. To decipher the complex cellular interactions, rece

Externí odkaz: http://arxiv.org/abs/2303.11336

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