Harikrishna Narasimhan and Shivani Agarwal Department of Computer - - PowerPoint PPT Presentation

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Sep 13, 2022 290 likes •334 views

On the Relationship Between Binary Classification, Bipartite Ranking, and Binary Class Probability Estimation Harikrishna Narasimhan and Shivani Agarwal Department of Computer Science and Automation Indian Institute of Science, Bangalore State

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Harikrishna Narasimhan and Shivani Agarwal

Department of Computer Science and Automation Indian Institute of Science, Bangalore

On the Relationship Between Binary Classification, Bipartite Ranking, and Binary Class Probability Estimation

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Bipartite Ranking Binary Classification Binary Class Probability Estimation (CPE)

State of knowledge before this paper State of knowledge after this paper

Weak

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Bipartite Ranking → Binary Classification

(D)

Bipartite Ranking → Binary CPE

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Binary Classification Bipartite Ranking Binary CPE

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Bipartite Ranking → Binary CPE

Weak Regret Transfer Bounds

Poster Sat36 Today Bipartite Ranking → Binary Classification

Convert to classification model Convert to CPE model