Data management for multimedia retrieval:
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Cambridge
Cambridge Univ. Press
2010
|
| Ausgabe: | 1. publ. |
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | X, 489 S. Ill., graph. Darst. |
| ISBN: | 9780521887397 |
Internformat
MARC
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| 245 | 1 | 0 | |a Data management for multimedia retrieval |c K. Selçuk Candan ; Maria Luisa Sapino |
| 250 | |a 1. publ. | ||
| 264 | 1 | |a Cambridge |b Cambridge Univ. Press |c 2010 | |
| 300 | |a X, 489 S. |b Ill., graph. Darst. | ||
| 336 | |b txt |2 rdacontent | ||
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| 650 | 4 | |a Database management | |
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| 999 | |a oai:aleph.bib-bvb.de:BVB01-020678525 | ||
Datensatz im Suchindex
| _version_ | 1804143428596924416 |
|---|---|
| adam_text | Contents
Preface
page
ix
1
Introduction: Multimedia Applications and Data Management
Requirements
1
1.1
Heterogeneity
1
1.2
Imprecision and Subjectivity
8
1.3
Components of a Multimedia Database Management System
12
1.4
Summary
19
2
Models for Multimedia Data
20
2.1
Overview of Traditional Data Models
21
2.2
Multimedia Data Modeling
32
2.3
Models of Media Features
34
2.4
Multimedia Query Languages
92
2.5
Summary
98
3
Common Representations of
Multimedia
Features
99
3.1
Vector Space Models
99
3.2
Strings and Sequences
109
3.3
Graphs and Trees ill
3.4
Fuzzy Models
1.15
3.5
Probabilistic Models
123
3.6
Summary
142
4
Feature Quality and Independence: Why and How?
143
4.1
Dimensionality Curse
144
4.2
Feature Selection
145
4.3
Mapping from Distances to a Multidimensional Space
167
4.4
Embedding Data from One Space into Another
172
4.5
Summary
180
5
Indexing,
Search, and Retrieval of Sequences
181
5.1
Inverted Files
181
5.2
Signature Files
184
5.3
Signature- and Inverted-File Hybrids
190
5.4
Sequence Matching
191
5.5
Approximate Sequence Matching
195
5.6
Wildcard Symbols and Regular Expressions
202
5.7
Multiple Sequence Matching and Filtering
204
5.8
Summary
206
6
Indexing, Search, and Retrieval of Graphs and Trees
208
6.1
Graph Matching
208
6.2
Tree Matching
212
6.3
Link/Structure Analysis
222
6.4
Summary
233
7
Indexing, Search, and Retrieval of Vectors
235
7.1
Space-Filling Curves
238
7.2
Multidimensional Index Structures
244
7.3
Summary
270
8
Clustering Techniques
271
8.1
Quality of a Clustering Scheme
272
8.2
Graph-Based Clustering
275
8.3
Iterative Methods
280
8.4
Multiconstraint Partitioning
286
8.5
Mixture Model Based Clustering
287
8.6
Online Clustering with Dynamic Evidence
288
8.7
Self-Organizing Maps
290
8.8
Co-clustering
292
8.9
Summary
296
9
Classification
297
9.1
Decision Tree Classification
297
9.2
^-Nearest Neighbor Classifiers
301
9.3
Support Vector Machines
301
9.4
Rule-Based Classification
308
9.5
Fuzzy Rule-Based Classification
311
9.6
Bayesian Classifiers
314
9.7
Hidden Markov Models
316
9.8
Model Selection: Overfitting Revisited
322
9.9
Boosting
324
9.10
Summary
326
10
Ranked Retrieval
327
10.1
/t-Nearest Objects Search
328
10.2
Top
-А:
Queries
337
10.3
Skylines
360
10.4
Optimization of Ranking Queries
373
10.5
Summary
379
11
Evaluation of Retrieval
380
11.1
Precision and Recall
381
11.2
Single-Valued Summaries of Precision and Recall
381
11.3
Systems with Ranked Results
383
11.4
Single-Valued Summaries of Precision-Recall Curve
384
11.5
Evaluating Systems Using Ranked and Graded Ground Truths
386
11.6
Novelty and Coverage
390
11.7
Statistical Significance of Assessments
390
11.8
Summary
397
12
User Relevance Feedback and Collaborative Filtering
398
12.1
Challenges in Interpreting the User Feedback
400
12.2
Alternative Ways of Using the Collected Feedback in Query
Processing
401
12.3
Query Rewriting in Vector Space Models
404
12.4
Relevance Feedback in Probabilistic Models
404
12.5
Relevance Feedback in Probabilistic Language Modeling
408
12.6
Pseudorelevance Feedback
411
12.7
Feedback Decay
411
12.8
Collaborative Filtering
413
12.9
Summary
425
Bibliography
ΑΠ
Index
473
Color plates follow page
38
|
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| discipline | Informatik |
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| id | DE-604.BV036761499 |
| illustrated | Illustrated |
| indexdate | 2024-07-09T22:47:30Z |
| institution | BVB |
| isbn | 9780521887397 |
| language | English |
| lccn | 2009043206 |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-020678525 |
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| spelling | Candan, Kasim Selçuk Verfasser (DE-588)130344710 aut Data management for multimedia retrieval K. Selçuk Candan ; Maria Luisa Sapino 1. publ. Cambridge Cambridge Univ. Press 2010 X, 489 S. Ill., graph. Darst. txt rdacontent n rdamedia nc rdacarrier Multimedia systems Database management Datenbanksystem (DE-588)4113276-2 gnd rswk-swf Multimedia (DE-588)4192358-3 gnd rswk-swf Multimedia (DE-588)4192358-3 s Datenbanksystem (DE-588)4113276-2 s DE-604 Sapino, Maria Luisa Sonstige oth Digitalisierung UB Passau application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=020678525&sequence=000004&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Candan, Kasim Selçuk Data management for multimedia retrieval Multimedia systems Database management Datenbanksystem (DE-588)4113276-2 gnd Multimedia (DE-588)4192358-3 gnd |
| subject_GND | (DE-588)4113276-2 (DE-588)4192358-3 |
| title | Data management for multimedia retrieval |
| title_auth | Data management for multimedia retrieval |
| title_exact_search | Data management for multimedia retrieval |
| title_full | Data management for multimedia retrieval K. Selçuk Candan ; Maria Luisa Sapino |
| title_fullStr | Data management for multimedia retrieval K. Selçuk Candan ; Maria Luisa Sapino |
| title_full_unstemmed | Data management for multimedia retrieval K. Selçuk Candan ; Maria Luisa Sapino |
| title_short | Data management for multimedia retrieval |
| title_sort | data management for multimedia retrieval |
| topic | Multimedia systems Database management Datenbanksystem (DE-588)4113276-2 gnd Multimedia (DE-588)4192358-3 gnd |
| topic_facet | Multimedia systems Database management Datenbanksystem Multimedia |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=020678525&sequence=000004&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
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