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36

PIEEE
2016

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A Review of Relational Machine Learning for Knowledge Graphs

10 years 21 days ago

Relational machine learning studies methods for the statistical analysis of relational, or graph-structured, data. In this paper, we provide a review of how such statistical model...

Maximilian Nickel, Kevin Murphy 0002, Volker Tresp...

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36

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PIEEE
2016

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Implementing Randomized Matrix Algorithms in Parallel and Distributed Environments

10 years 21 days ago

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Jiyan Yang, Xiangrui Meng, Michael W. Mahoney

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29

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PIEEE
2016

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Machine Learning in Genomic Medicine: A Review of Computational Problems and Data Sets

10 years 21 days ago

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Michael K. K. Leung, Andrew Delong, Babak Alipanah...

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34

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PIEEE
2016

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Resource Allocation for Statistical Estimation

10 years 21 days ago

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Statistical estimation in many contemporary settings involves the acquisition, analysis, and aggregation of datasets from multiple sources, which can have signiﬁcant diﬀerence...

Quentin Berthet, Venkat Chandrasekaran

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47

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PIEEE
2016

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Taking the Human Out of the Loop: A Review of Bayesian Optimization

10 years 21 days ago