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Machine Learning for Personal Information Management

Machine Learning for Personal Information Management

Machine Learning for Personal Information Management. William W. Cohen Machine Learning Department and Language Technologies Institute School of Computer Science Carnegie Mellon University. and. Vitor Carvalho, Einat Minkov, Tom Mitchell, Andrew Ng (Stanford).

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1.02k views • 59 slides
Learning to Rank Typed Graph Walks: Local and Global Approaches

Learning to Rank Typed Graph Walks: Local and Global Approaches

Learning to Rank Typed Graph Walks: Local and Global Approaches. Language Technologies Institute and Machine Learning Department School of Computer Science Carnegie Mellon University. Einat Minkov and William W. Cohen. Did I forget to invite anyone for this meeting?.

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433 views • 31 slides
Contextual Search and Name Disambiguation in Email using Graphs

Contextual Search and Name Disambiguation in Email using Graphs

Contextual Search and Name Disambiguation in Email using Graphs. Einat Minkov William W. Cohen Andrew Y. Ng. SIGIR-2006. Outline. Extended similarity measure using graph walks Instantiation for Email Learning Evaluation Person Name Disambiguation Threading Summary and future directions.

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374 views • 27 slides
Contextual Search and Name Disambiguation in Email using Graphs

Contextual Search and Name Disambiguation in Email using Graphs

Contextual Search and Name Disambiguation in Email using Graphs. Einat Minkov William W. Cohen Andrew Y. Ng. SIGIR-2006. Outline. Extended similarity measure using graph walks Instantiation for Email Learning Evaluation Person Name Disambiguation Threading Summary and future directions.

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276 views • 27 slides
An Email and Meeting Assistant Using Graph Walks

An Email and Meeting Assistant Using Graph Walks

An Email and Meeting Assistant Using Graph Walks. Einat Minkov William W. Cohen. CEAS-2006. Documents and Links. PageRank (Brin and Page, 98), HITS (Kleinberg, 98) Co-training (Blum and Mitchell). Documents are not isolated objects: they are connected to other documents via hyperlinks

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156 views • 15 slides

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