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Knowledge Network Node
Big Data Research. 2021, (05)

Optimization from samplesChinese Full Text

ZHANG Zhijie;SUN Xiaoming;ZHANG Jialin;CHEN Wei;Institute of Computing Technology, Chinese Academy of Sciences;University of Chinese Academy of Sciences;Microsoft Research Asia;

Abstract: Optimization from samples studies how one can optimize objective functions from the sample data that one uses to learn them.Firstly,the mathematical model of this problem-optimization from samples model,as well as the inapproximability results under this model,was introduced.Secondly,some approaches and variants of OPS were introduced,in order to circumvent the impossibility results and make optimization possible.Thirdly,one of the variants-the optimization from structured samples model was focu... More
Keywords：

optimization from samples; data-driven optimization; structured sample; maximum coverage problem; influence maximization problem;

  • Series：

    (I) Electronic Technology ＆ Information Science

  • Subject：

    Computer Software and Application of Computer

  • Classification Code：

    TP301.6

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