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ICML 2023 Workshop on Computational Biology
Yubin Xie · Cassandra Burdziak · Dana Pe'er · Debora Marks · Alexander Anderson · Elham Azizi · Abdoulaye Baniré Diallo · Wesley Tansey · Bianca Dumitrascu · Sandhya Prabhakaran · Maria Brbic · Mafalda Dias · Cameron Park · Pascal Notin · Joy Fan · Ruben Weizman · Lingting Shi · Siyu He · Yinuo Jin

Sat Jul 29 12:00 PM -- 08:00 PM (PDT) @ Meeting Room 314
Event URL: https://icml-compbio.github.io »

Each year, machine learning (ML) advances are successfully translated to develop systems we now use regularly, such as speech recognition platforms or translation software. The COVID-19 pandemic has highlighted the urgency for translating these advances to the domain of biomedicine. Biological data has unique properties (high dimensionality, degree of noise and variability), and therefore poses new challenges and opportunities for methods development. To facilitate progress toward long-term therapeutic strategies or basic biological discovery, it is critical to bring together practitioners at the intersection of computation, ML, and biology.The ICML Workshop on Computational Biology (WCB) will highlight how ML approaches can be tailored to making both translational and basic scientific discoveries with biological data, such as genetic sequences, cellular features or protein structures and imaging datasets, among others. This workshop thus aims to bring together interdisciplinary ML researchers working in areas such as computational genomics; neuroscience; metabolomics; proteomics; bioinformatics; cheminformatics; pathology; radiology; evolutionary biology; population genomics; phenomics; ecology, cancer biology; causality; representation learning and disentanglement to present recent advances and open questions to the machine learning community. We especially encourage interdisciplinary submissions that might not neatly fit into one of these categories.

Author Information

Yubin Xie (Memorial Sloan Kettering Cancer Center)
Cassandra Burdziak (Memorial Sloan Kettering Cancer Center)
Dana Pe'er (Sloan Kettering Institute)
Debora Marks (Harvard Medical School)
Alexander Anderson (Moffitt Cancer Center)
Elham Azizi (Columbia University)
Abdoulaye Baniré Diallo (Université du Québec à Montréal)
Wesley Tansey (Memorial Sloan)
Bianca Dumitrascu (Columbia University)
Sandhya Prabhakaran (H. Lee Moffitt Cancer Center & Research Institute)
Maria Brbic (EPFL)
Mafalda Dias (Havard Medical School)
Cameron Park (Columbia University)
Pascal Notin (University of Oxford)
Joy Fan (Columbia University)
Ruben Weizman (University of Oxford)
Lingting Shi (Columbia University)
Siyu He (Columbia University)
Yinuo Jin (Columbia University)

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