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Extreme Classification: Tagging on Wikipedia, Recommendation on Amazon & Advertising on Bing

Published: 23 April 2018 Publication History

Abstract

I will introduce extreme classi cation which is a new area of machine learning research focusing on multi-class & multi-label problems involving millions of categories. Extreme classification has opened up a new paradigm for thinking about key applications such as tagging, ranking and recommendation. I will discuss algorithms for some of these applications and present results on tagging on Wikipedia, product recommendation on Amazon and search and advertising on the Bing search engine. More details can be found on The Extreme Classification Repository webpage at http://manikvarma.org/downloads/XC/XMLRepository.html

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cover image ACM Other conferences
WWW '18: Companion Proceedings of the The Web Conference 2018
April 2018
2023 pages
ISBN:9781450356404
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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  • IW3C2: International World Wide Web Conference Committee

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International World Wide Web Conferences Steering Committee

Republic and Canton of Geneva, Switzerland

Publication History

Published: 23 April 2018

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Author Tags

  1. extreme classification
  2. product recommendation
  3. search advertising
  4. tagging

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  • Research-article

Conference

WWW '18
Sponsor:
  • IW3C2
WWW '18: The Web Conference 2018
April 23 - 27, 2018
Lyon, France

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Overall Acceptance Rate 1,899 of 8,196 submissions, 23%

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