Article
Advanced Cell Classifier: User-Friendly Machine-Learning-Based Software for Discovering Phenotypes in High-Content Imaging Data.
Cell systems - 28 Jun 2017
Piccinini Filippo, Balassa Tamas, Szkalisity Abel, Molnar Csaba, Paavolainen Lassi, Kujala Kaisa, Buzas Krisztina, Sarazova Marie, Pietiainen Vilja, Kutay Ulrike, Smith Kevin, Horvath Peter
Abstract excerpt
High-content, imaging-based screens now routinely generate data on a scale that precludes manual verification and interrogation. Software applying machine learning has become an essential tool to automate analysis, but these methods require annotated examples to learn from. Efficiently exploring large datasets to find relevant examples remains a challenging bottleneck. Here, we present Advanced Cell Classifier...
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