图书标签: 机器学习 learning data Dataset shift machine in ebook
发表于2024-12-23
Dataset Shift in Machine Learning pdf epub mobi txt 电子书 下载 2024
Dataset shift is a common problem in predictive modeling that occurs when the joint distribution of inputs and outputs differs between training and test stages. Covariate shift, a particular case of dataset shift, occurs when only the input distribution changes. Dataset shift is present in most practical applications, for reasons ranging from the bias introduced by experimental design to the irreproducibility of the testing conditions at training time. (An example is -email spam filtering, which may fail to recognize spam that differs in form from the spam the automatic filter has been built on.) Despite this, and despite the attention given to the apparently similar problems of semi-supervised learning and active learning, dataset shift has received relatively little attention in the machine learning community until recently. This volume offers an overview of current efforts to deal with dataset and covariate shift. The chapters offer a mathematical and philosophical introduction to the problem, place dataset shift in relationship to transfer learning, transduction, local learning, active learning, and semi-supervised learning, provide theoretical views of dataset and covariate shift (including decision theoretic and Bayesian perspectives), and present algorithms for covariate shift. Contributors [cut for catalog if necessary]Shai Ben-David, Steffen Bickel, Karsten Borgwardt, Michael Bruckner, David Corfield, Amir Globerson, Arthur Gretton, Lars Kai Hansen, Matthias Hein, Jiayuan Huang, Choon Hui Teo, Takafumi Kanamori, Klaus-Robert Muller, Sam Roweis, Neil Rubens, Tobias Scheffer, Marcel Schmittfull, Bernhard Scholkopf Hidetoshi Shimodaira, Alex Smola, Amos Storkey, Masashi Sugiyama
快快的浏览了一下,对于论文集形式的书来说不错了,入门读物,KMM及之后部分感觉写的相对好
评分可以说是关于covariate shift的论文集,未来随着算法研究越来越深,这部分的影响应该会越来越大
评分快快的浏览了一下,对于论文集形式的书来说不错了,入门读物,KMM及之后部分感觉写的相对好
评分快快的浏览了一下,对于论文集形式的书来说不错了,入门读物,KMM及之后部分感觉写的相对好
评分不错的论文集,但内容概念有点过时。
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Dataset Shift in Machine Learning pdf epub mobi txt 电子书 下载 2024