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The 18th European Conference on Machine Learning (ECML) and the 11th European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD)
Pascal

Beyond String Search: Fast and Accurate Retrieval of Entities and Dependencies

author: Hugo Zaragoza, Yahoo! Research, Yahoo!
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Slides
0:00 Beyond string search: fast and accurate retrieval of entities and dependencies.
2:38 Plan
3:01 Document Understanding Cartoon
4:22 Beyond strings, beyond bag of words (1)
7:43 Beyond strings, beyond bag of words (2)
7:48 Beyond strings, beyond bag of words (1)
7:58 Beyond strings, beyond bag of words (2)
8:32 Structure & Domain Knowledge
10:10 Demos
12:49 Plan
12:56 Language Representation
14:50 Semantic tagging (some examples)
16:59 Statistical Methods for Semantic Tagging
18:58 Example: WordNet Supersense labels
20:00 Statistical Methods for Semantic Tagging
21:30 Dependency Parsing
22:53 ( Publicity Break )
24:51 Noise & Redundancy
24:53 Entity Graphs: (forget about documents!)
26:51 Semantic Web & User annotations (1)
28:31 Semantic Web & User annotations (2)
29:11 Web Search Engines
30:54 Plan
31:29 Data Structures
32:14 Retrieval Approach
33:15 Inverted indices + position encoding
34:57 Small Adaprive Set Intersection (SASI)
35:33 Data Structures
36:33 Entity and Dependency Retrieval
36:39 Plan
36:41 Machine Learning Issues
38:13 - Questions

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