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Ranking Objects by Exploiting Relationships: Computing Top-K over Aggregation

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Ranking Objects by Exploiting Relationships: Computing Top-K over Aggregation Kaushik Chakrabarti, Venkatesh Ganti, Jiawei Han, Dong Xin, Microsoft Research, University of Illinois SIGMOD 2006 Reporter: Chieh-Chang Yang Date: 2007/05/15
Outline ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Introduction ,[object Object],[object Object]
Introduction ,[object Object],[object Object]
Introduction ,[object Object],[object Object],[object Object],[object Object]
Introduction
Introduction ,[object Object],[object Object],[object Object]
Related Works ,[object Object],[object Object],[object Object],[object Object]
System Overview ,[object Object],[object Object],[object Object]
System Overview
System Overview ,[object Object],[object Object]
Scoring Functions ,[object Object],[object Object]
Scoring Functions ,[object Object],[object Object],[object Object],[object Object],[object Object]
Scoring Functions ,[object Object],[object Object],[object Object]
Scoring Functions ,[object Object],[object Object],[object Object],[object Object],[object Object]
SQL Implementation
Early Termination Approach ,[object Object],[object Object],[object Object]
Early Termination Approach ,[object Object],[object Object],[object Object],[object Object]
Early Termination Approach ,[object Object],[object Object]
Candidate Generation ,[object Object],[object Object],[object Object]
Candidate Generation
Candidate Generation ,[object Object],[object Object]
Candidate Generation ,[object Object],[object Object]
Candidate Generation ,[object Object],[object Object],[object Object],[object Object]
Candidate Generation ,[object Object],[object Object],[object Object],[object Object],[object Object]
Candidate Generation ,[object Object],[object Object],[object Object],[object Object],[object Object]
Candidate Generation
Pruning to the Final Top-K ,[object Object],[object Object],[object Object]
Pruning to the Final Top-K ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Experiment ,[object Object],[object Object],[object Object]
Experiment ,[object Object]
Experiment ,[object Object],[object Object],[object Object]
Experiment
Experiment
Conclusions ,[object Object],[object Object],[object Object]

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Ranking Objects by Exploiting Relationships: Computing Top-K over Aggregation