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Challenges in Statistical Machine Learning
2005Machine learning and statistics are one and the same discipline, with different communities of researchers attacking essentially the same fundamental problems from different perspectives. In this note we briefly describe some current challenges in the fi eld of statistical machine learning that cut across the communities.
Lafferty, John D., Wasserman, Larry
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Statistical thinking, machine learning
Journal of Clinical Epidemiology, 2019Jiang, Bian +3 more
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Statistical Issues in Machine Learning
2008Recursive partitioning methods from machine learning are being widely applied in many scientific fields such as, e.g., genetics and bioinformatics. The present work is concerned with the two main problems that arise in recursive partitioning, instability and biased variable selection, from a statistical point of view.
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Cancer treatment and survivorship statistics, 2022
Ca-A Cancer Journal for Clinicians, 2022Kimberly D Miller +2 more
exaly
Machine Learning, Neural, and Statistical Classification.
Journal of the American Statistical Association, 1995Bill Fulkerson +3 more
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