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Itsik Pe'er

Professor · Computer Science & Systems Biology

Columbia University · United States
MicrobiomeCancer GenomicsSingle-cellMachine LearningRepresentation LearningMetagenomicsPhylogenetics

简介

Itsik Pe'er is a Professor of Computer Science & Systems Biology at Columbia University, where he leads the Pe'er Lab. His research focuses on developing computational methods, including probabilistic models and machine learning, to analyze high-throughput biological data, particularly in microbiome dynamics, cancer evolution, and single-cell systems.

代表成果

  • Objective-Specific Privileged Bases via Full-Prefix Matryoshka Learning
  • Transcriptomic plasticity is a hallmark of metastatic pancreatic cancer
  • CLADES: Contrastive Learning Augmented DifferEntial Splicing with orthologous positive pairs
  • Distributional bias compromises leave-one-out cross-validation
  • Processing-bias correction with DEBIAS-M improves cross-study generalization of microbiome prediction models

数据校验于 9/6/2026数据来源

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