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Active Learning COMS 6998-4: Learning and Empirical Inference

Active Learning COMS 6998-4: Learning and Empirical Inference

Active Learning COMS 6998-4: Learning and Empirical Inference. Irina Rish IBM T.J. Watson Research Center. Outline. Motivation Active learning approaches Membership queries Uncertainty Sampling Information-based loss functions Uncertainty-Region Sampling Query by committee

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1.12k views • 108 slides
Jeffrey C. Jackson

Jeffrey C. Jackson

An Efficient Membership-Query Algorithm for Learning DNF with Respect to the Uniform Distribution. Jeffrey C. Jackson. Presented By: Eitan Yaakobi Tamar Aizikowitz. Presentation Outline. Introduction Algorithms We Use Estimating Expected Values Hypothesis Boosting

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464 views • 36 slides
gStore: Answering SPARQL Queries Via Subgraph Matching

gStore: Answering SPARQL Queries Via Subgraph Matching

gStore: Answering SPARQL Queries Via Subgraph Matching. Presented by Guan Wang Kent State University October 24, 2011. Outline. RDF & SPARQL Previous Solutions for SPARQL Queries Overview of gStore Encoding Technique VS*-tree & Query Algorithm Experiments Conclusions. Outline.

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562 views • 33 slides
Counting Algorithms for Knapsack and Related Problems

Counting Algorithms for Knapsack and Related Problems

Counting Algorithms for Knapsack and Related Problems. Raghu Meka (UT Austin, work done at MSR, SVC) Parikshit Gopalan (Microsoft Research, SVC) Adam Klivans (UT Austin ) Daniel Stefankovic (Univ. of Rochester) Santosh Vempala (Georgia Tech) Eric Vigoda (Georgia Tech).

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402 views • 25 slides
by Spurthi Chaganti S Dayakar Reddy

by Spurthi Chaganti S Dayakar Reddy

Graph Indexing of Road Networks for Shortest Path Queries with Label Restrictions Michael Rice, Vassilis J. Tsotras , University of California, Riverside. by Spurthi Chaganti S Dayakar Reddy. Problem Definition & Importance. Widespread usage of GPS Technologies and Maps Applications

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595 views • 11 slides
Index-based NDN Repository

Index-based NDN Repository

Index-based NDN Repository. Junxiao Shi, 2014-06-17. Overall Structure. Storage: read-write storage for id=>Data packet Index: sorted associative container for Name=>entry Query algorithm. Storage API. typedef <implementation-defined> Id; Id put( const Data& data); Data get(Id id);

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180 views • 11 slides

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