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Instance Matching Benchmarks in the Era of Linked Data

Published on Nov 28, 2017740 Views

The goal of this survey is to present the state of the art instance matching benchmarks for Linked Data. We introduce the principles of benchmark design for instance matching systems, discuss the dime

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Chapter list

Instance Matching Benchmarks in the Era of Linked Data 00:00
Linked Data –The LOD Cloud00:08
Instance Matching: the cornerstone for Linked Data00:46
Instance MatchingTechniques and Tools02:10
Ingredients of an Instance Matching Benchmark02:51
Datasets03:35
Data Variations in Datasets04:00
Gold Standards and Metrics04:46
Design Criteria for Instance Matching Benchmarks05:03
Benchmarking05:49
Benchmark Frameworks06:31
Comparison of synthetic Benchmarks07:01
Comparison of real benchmarks08:47
Wrapping Up09:38
Wrapping Up: Benchmarks09:43
Wrapping Up: Benchmarks - 109:52
Wrapping Up: Benchmarks - 210:08
Wrapping Up: Benchmarks - 310:19
Open Issues10:27
Wrapping Up: Systems for Benchmarks10:43
Conclusion11:11
Conclusion - 111:32