Iterative Refinement of Cellular Identity from Single-Cell Data Using Online Learning
Chao Gao, Sebastian Preißl, Chongyuan Luo, Rosa Castanon, Justin Sandoval, Angeline Rivkin, Joseph R. Nery, M. Margarita Behrens, Joseph R. Ecker, Bing Ren, Joshua D. Welch
The paper develops an online learning algorithm for integrating large single-cell datasets, enabling efficient processing of millions of cells with reduced memory usage and allowing iterative refinement of cellular identity.
Lecture notes in computer science · Jan 1, 2020Peer-reviewedBioinformatics