A feature-centric view of information retrieval:
Saved in:
| Main Author: | |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
Heidelberg [u.a.]
Springer
2011
|
| Series: | The information retrieval series
27 |
| Subjects: | |
| Online Access: | Inhaltstext Inhaltsverzeichnis |
| Physical Description: | XI, 166 S. graph. Darst. |
| ISBN: | 9783642228971 9783642228988 |
Staff View
MARC
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Record in the Search Index
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Contents
1
Introduction
. 1
1
From Archie to Google and Beyond
. 1
2
The Academic and Industrial Perspectives
. 1
3
Paradigm Shifts
. 2
4
A Robust Retrieval Model
. 5
5
Outline
. 6
2
Classical Retrieval Models
. 7
1
Overview
. 7
2
Bag of Words Models
. 7
2.1
Binary Independence Retrieval Model
. 8
2.2
2-Poisson Model
. 12
2.3
BM25 Model
. 13
2.4
Unigram Language Models
. 14
2.5
Other Bag of Words Models
. 15
3
Models That Go Beyond the Bag of Words Assumption
. 16
3.1
η
-Gram Language Models
. 16
3.2
Indri Inference Network Model
. 17
3.3
Other Models That Go Beyond the Bag of Words
Assumption
. 21
4
The Current State-of-the-Art
. 22
3
Feature-Based Ranking
. 23
1
Overview
. 23
2
Modeling Relevance
. 23
3
The Markov Random Field Model
. 24
3.1
Graph Structure
. 26
3.2
Potential Functions
. 27
4
Constructing Markov Random Fields
. 29
4.1
Dependence Model Type
. 30
4.2
Clique Set Type
. 30
Contents
4.3
Weighting Function
. 32
4.4
Examples
. 35
5
Ranking
. 37
6
Ad Hoc Retrieval
. 39
6.1
MRF Models for Ad Hoc Retrieval
. 41
6.2
Evaluation
. 49
6.3
Summary of Results
. 66
7
Web Search
. 67
7.1
Previous Models for Web Search
. 69
7.2
Document Priors
. 70
7.3
MRF Models for Web Search
. 73
7.4
Results
. 75
Feature-Based Query Expansion
. 79
1
Overview
. 79
2
Related Work
. 80
3
Basic Latent Concept Expansion
. 81
3.1
Query Expansion
. 84
3.2
Comparison to Relevance Models
. 84
4
Generalized Latent Concept Expansion
. 85
4.1
Features
. 86
4.2
Comparison with Previous Models
. 86
5
LCE Using Hierarchical MRFs
. 88
5.1
Data Representation
. 88
5.2
Model Description
. 89
5.3
Discussion
. 91
5.4
Time Complexity
. 92
5.5
HMRFs for Ranking
. 93
6
Experimental Results
. 94
6.1
Ad Hoc Retrieval Results
. 94
6.2
Robustness
. 97
6.3
Multi-term Concept Generation
. 98
6.4
Evaluation of LCE-GE and LCE-HMRF
. 100
7
Discussion
. 105
7.1
Relevance vs. Relevant Documents
. 105
7.2
The Role of Dependence
. 105
Query-Dependent Feature Weighting
. 107
1
Overview
. 107
2
Related Work
. 108
3
Weighted Dependence Model
. 109
4
Concept Importance Features
.
Ill
5
Evaluation
. 113
5.1
Experimental Setup
. 113
5.2
TREC
Evaluation
. 114
5.3
Large-Scale Web Evaluation
. 117
Contents xi
6 Model
Learning
. 121
1 Parameter
Estimation
. 121
1.1
Direct Search
. 122
1.2
Optimization Using Surrogate Functions
. 125
2
Feature Selection
. 128
2.1
Related Work
. 129
2.2
Automatic Feature Selection
. 129
2.3
Evaluation
. 131
3
Learning to Efficiently Rank
. 136
3.1
Related Work
. 137
3.2
Tradeoff Metrics
. 138
3.3
Model
. 141
3.4
Parameter Estimation
. 143
3.5
Experimental Results
. 143
Appendix A Data Sets
. 149
1
Anatomy of
a TREC
Data Set
. 149
2
Summary of Data Sets
. 151
Appendix
В
Evaluation Metrics
. 153
References
. 157
Index
. 165 |
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| illustrated | Illustrated |
| indexdate | 2024-07-21T00:13:52Z |
| institution | BVB |
| isbn | 9783642228971 9783642228988 |
| language | English |
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| spelling | Metzler, Donald Verfasser aut A feature-centric view of information retrieval Donald Metzler Heidelberg [u.a.] Springer 2011 XI, 166 S. graph. Darst. txt rdacontent n rdamedia nc rdacarrier The information retrieval series 27 Information Retrieval (DE-588)4072803-1 gnd rswk-swf Abfrage (DE-588)4198788-3 gnd rswk-swf Ranking (DE-588)4307945-3 gnd rswk-swf Suchmaschine (DE-588)4423007-2 gnd rswk-swf Suchmaschine (DE-588)4423007-2 s Information Retrieval (DE-588)4072803-1 s Ranking (DE-588)4307945-3 s Abfrage (DE-588)4198788-3 s DE-604 The information retrieval series 27 (DE-604)BV024629453 27 X:MVB text/html http://deposit.dnb.de/cgi-bin/dokserv?id=3850508&prov=M&dok_var=1&dok_ext=htm Inhaltstext Digitalisierung BSB Muenchen application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=024508027&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Metzler, Donald A feature-centric view of information retrieval The information retrieval series Information Retrieval (DE-588)4072803-1 gnd Abfrage (DE-588)4198788-3 gnd Ranking (DE-588)4307945-3 gnd Suchmaschine (DE-588)4423007-2 gnd |
| subject_GND | (DE-588)4072803-1 (DE-588)4198788-3 (DE-588)4307945-3 (DE-588)4423007-2 |
| title | A feature-centric view of information retrieval |
| title_auth | A feature-centric view of information retrieval |
| title_exact_search | A feature-centric view of information retrieval |
| title_full | A feature-centric view of information retrieval Donald Metzler |
| title_fullStr | A feature-centric view of information retrieval Donald Metzler |
| title_full_unstemmed | A feature-centric view of information retrieval Donald Metzler |
| title_short | A feature-centric view of information retrieval |
| title_sort | a feature centric view of information retrieval |
| topic | Information Retrieval (DE-588)4072803-1 gnd Abfrage (DE-588)4198788-3 gnd Ranking (DE-588)4307945-3 gnd Suchmaschine (DE-588)4423007-2 gnd |
| topic_facet | Information Retrieval Abfrage Ranking Suchmaschine |
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