Adaptive methods for user-centered organization of music collections:
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Abschlussarbeit Buch |
| Sprache: | English |
| Veröffentlicht: |
München
Verl. Dr. Hut
2011
|
| Ausgabe: | 1. Aufl. |
| Schriftenreihe: | Informatik
|
| Schlagworte: | |
| Online-Zugang: | Inhaltstext Inhaltsverzeichnis |
| Beschreibung: | XXV, 237 S. Ill, graph. Darst. 240 mm x 170 mm, 661 g |
| ISBN: | 9783843902298 3843902291 |
Internformat
MARC
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| 245 | 1 | 0 | |a Adaptive methods for user-centered organization of music collections |c von Sebastian Stober |
| 250 | |a 1. Aufl. | ||
| 264 | 1 | |a München |b Verl. Dr. Hut |c 2011 | |
| 300 | |a XXV, 237 S. |b Ill, graph. Darst. |c 240 mm x 170 mm, 661 g | ||
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Datensatz im Suchindex
| _version_ | 1809403919919480832 |
|---|---|
| adam_text |
CONTENTS
1
INTRODUCTION
1
1.1
THESIS
OUTLINE
.
2
I
FUNDAMENTALS
5
2
MUSIC
INFORMATION
RETRIEVAL
7
2.1
CHALLENGES
.
8
2.1.1
MULTI-CULTURAL
CHALLENGE
.
8
2.1.2
MULTI-FACETED
CHALLENGE
.
9
2.1.3
MULTI-REPRESENTATIONAL
CHALLENGE
.
14
2.1.4
MULTI-DISCIPLINARITY
CHALLENGE
.
17
2.1.5
MULTI-EXPERIENTIAL
CHALLENGE
.
20
2.2
COMMON
APPROACHES
.
21
2.2.1
THE
GENERAL
RETRIEVAL
PROCESS
.
21
2.2.2
WORKING
WITH
SYMBOLIC
CONTENT
.
23
2.2.3
WORKING
WITH
ACOUSTIC
CONTENT
.
23
2.2.4
SPECIFICITY
OF
MUSIC
SIMILARITY
.
27
2.3
SUMMARY
.
27
3
ADAPTIVE
MUSIC
RETRIEVAL
-
A
STATE
OF
THE
ART
29
3.1
INTRODUCTION
.
29
3.2
ADAPTIVE
SYSTEMS
.
30
3.2.1
A
DEFINITION
OF
ADAPTABLE
AND
ADAPTIVE
SYSTEMS
30
3.2.2
A
GENERIC
MODEL
FOR
ADAPTIVE
SYSTEMS
.
31
3.3
APPLICATIONS
IN
MIR
.
32
3.3.1
ADAPTIVE
FEATURE
EXTRACTION
.
33
3.3.2
USER-ADAPTIVE
RECOMMENDATION
.
37
3.3.3
USER
&
CONTEXT-ADAPTIVE
PLAYLIST
GENERATION
.
38
3.3.4
DATA-ADAPTIVE
COLLECTION
STRUCTURING
.
41
3.3.5
ADAPTIVE
MUSIC
SIMILARITY
.
41
3.4
CLASSIFICATION
OF
THE
COVERED
APPROACHES
.
44
3.5
CONCLUSIONS
.
45
4
FUNDAMENTAL
TECHNIQUES
49
4.1
OPTIMIZATION
BY
GRADIENT
DESCENT
.
49
4.2
LINEAR
CLASSIFICATION
WITH
MAXIMUM
MARGIN
USING
SUP
PORT
VECTOR
MACHINES
.
50
4.3
STRUCTURING
DATA
COLLECTIONS
WITH
SELF-ORGANIZING
MAPS
53
4.3.1
GROWING
SELF-ORGANIZING
MAPS
.
55
4.4
MULTIDIMENSIONAL
SCALING
.
56
4.4.1
LANDMARK
MULTIDIMENSIONAL
SCALING
.
57
4.4.2
COMPLEXITY
.
58
II
APPROACHES
TO
ADAPTIVE
MUSIC
RETRIEVAL
59
5
DATA-ADAPTIVE
FEATURE
EXTRACTION
61
5.1
AN
ADAPTIVE
NOISE
REMOVAL
TECHNIQUE
FOR
MELODY
EXTRACTION
.
62
5.2
ADAPTIVE
CORRECTION
OF
MISCLASSIFICATIONS
IN
CHORD
DE
TECTION
.
65
5.2.1
FEATURE
EXTRACTION
.
66
5.2.2
NAIVE
PREDICTION
.
67
5.2.3
POST-PROCESSING
(SMOOTHING)
.
68
5.2.4
EVALUATION
.
71
5.2.5
DISCUSSION
.
72
5.3
SUMMARY
.
73
6
USER-ADAPTIVE
GENRES
75
6.1
PILOT
STUDY
.
77
6.1.1
DATA
ACQUISITION
.
77
6.1.2
DATA
MINING
.
78
6.1.3
CONTEXT
BROWSER
PROTOTYPE
.
81
6.1.4
CONCLUSIONS
FROM
THE
PILOT
STUDY
.
83
6.2
POSSIBILITIES
FOR
AUTOMATIC
LISTENING
CONTEXT
LOGGING
.
83
6.3
SURVEY
ON
THE
ACCEPTANCE
.
86
6.3.1
SURVEY
DESIGN
AND
CONTEXT
.
86
6.3.2
SURVEY
RESULTS
.
87
6.3.3
ANALYSIS
OF
FACTORS
THAT
INFLUENCE
THE
ACCEPTANCE
91
6.3.4
CONCLUSIONS
OF
THE
SURVEY
.
93
6.4
SUMMARY
AND
OUTLOOK
.
94
7
FOCUS-ADAPTIVE
VISUALIZATION
97
7.1
RELATED
WORK
.
99
7.2
OUTLINE
.
102
7.3
UNDERLYING
TECHNIQUES
.
104
7.3.1
PROJECTION
.
104
7.3.2
LENS
DISTORTION
.
106
7.3.3
VISUALIZATION
METAPHOR
.
107
7.3.4
FILTERING
.
107
7.4
INTERACTION
.
NO
7.4.1
PANNING
&
ZOOMING
.
NO
7.4.2
FOCUSING
.
112
7.4.3
ADAPTING
THE
AGGREGATION
FUNCTIONS
.
112
7.5
EVALUATION
.
114
7.5.1
EXPERIMENTAL
SETUP
.
116
7.5.2
RESULTS
.
119
7.6
SUMMARY
.
122
8
CONTEXT-ADAPTIVE
MUSIC
SIMILARITY
125
8.1
FORMALIZATION
.
126
8.2
RELATION
TO
OTHER
APPROACHES
.
128
8.3
OPTIMIZATION
APPROACHES
.
130
8.3.1
GRADIENT
DESCENT
.
131
8.3.2
QUADRATIC
PROGRAMMING
.
132
8.3.3
MAXIMUM
MARGIN
CLASSIFIER
.
132
8.3.4
DEALING
WITH
INCONSISTENT
CONSTRAINT
SETS
.
132
8.3.5
QUADRATIC
PROGRAMMING
APPROACHES
WITH
SOFT
CONSTRAINTS
.
133
8.4
APPLICATION
I:
FOLK
SONG
ANALYSIS
.
137
8.4.1
MODELING
THE
LEARNING
PROBLEM
.
137
8.4.2
EXPERIMENTS
.
138
8.5
APPLICATION
II:
BEATLESEXPLORER
.
141
8.5.1
VECTORIZATION
.
142
8.5.2
MODELING
THE
LEARNING
PROBLEM
.
142
8.5.3
EXPERIMENTS
.
143
8.5.4
RESULTS
.
144
8.6
APPLICATION
III:
MUSICGALAXY
.
145
8.6.1
MODELING
THE
LEARNING
PROBLEM
.
146
8.6.2
OBSERVATIONS
&
OUTLOOK
.
.
.
146
8.7
EXPERIMENTAL
COMPARISON
.
147
8.7.1
EXPERIMENTAL
SETUP
.
147
8.7.2
RESULTS
.
151
8.8
CONCLUSIONS
.
157
III
OUTLOOK
161
9
BISOCIATIVE
MUSIC
DISCOVERY
163
9.1
INTRODUCTION
.
163
9.2
RELATED
WORK
.
164
9.3
THE
CONCEPT
OF
BISOCIATIONS
.
165
9.4
BISOCIATIVE
SPRINGLENS
.
166
9.4.1
ORTHOGONAL
SIMILARITY
MEASURES
.
167
9.4.2
GENERALIZATION
TO
DOMAIN
GRAPHS
.
168
9.5
DISCUSSION
.
170
9.6
SUMMARY
.
171
10
GAZE-CONTROLLED
ADAPTIVE
FOCUS
173
10.1
RELATED
WORK
.
174
10.2
DESIGN
OF
GAZE-SUPPORTED
INTERACTIONS
.
175
10.2.1
KEYBOARD
&
GAZE
.
176
10.2.2
TOUCH-AND-TILT
&
GAZE
.
176
10.3
PROTOTYPE
IMPLEMENTATION
.
178
10.4
DISCUSSION
.
179
10.5
SUMMARY
.
181
11
CONCLUDING
REMARKS
183
11.1
SUMMARY
.
183
11.2
CONTRIBUTIONS
.
186
11.3
DIRECTIONS
FOR
FUTURE
RESEARCH
.
188
IV
APPENDIX
191
A
ANALYZING
THE
IMPACT
OF
DATA
VECTORIZATION
ON
DIS
TANCE
RELATIONS
193
A.1
INTRODUCTION
.
193
A.2
EXPERIMENTAL
SETUP
.
194
A.2.1
TEST
COLLECTION
.
194
A
.
2.2
EVALUATION
MEASURES
.
195
A.2.3
TEST
SCENARIOS
.
195
A.3
VECTORIZATION
APPROACHES
.
197
A.3.1
BASELINE
.
197
A.3.
2
VECTORIZATION
BY
MULTIDIMENSIONAL
SCALING
.
.
.
197
A.3.
3
VECTORIZATION
PER
FACET
.
198
A.4
RESULTS
.
199
A.4.1
VECTORIZING
A
FIXED
DATASET
.
199
A.4.2
ADAPTING
FACET
WEIGHTS
.
201
A.4.3
ADDING
NEW
SONGS
.
202
A.5
SUMMARY
.
204
B
COMMON
EVALUATION
MEASURES
IN
INFORMATION
RE
TRIEVAL
205
C
QUESTIONNAIRES
209
BIBLIOGRAPHY
213
WEBSITES
235 |
| any_adam_object | 1 |
| author | Stober, Sebastian 1980- |
| author_GND | (DE-588)1018860517 |
| author_facet | Stober, Sebastian 1980- |
| author_role | aut |
| author_sort | Stober, Sebastian 1980- |
| author_variant | s s ss |
| building | Verbundindex |
| bvnumber | BV039806738 |
| classification_rvk | ST 325 |
| ctrlnum | (OCoLC)864519253 (DE-599)DNB1018404627 |
| discipline | Informatik |
| edition | 1. Aufl. |
| format | Thesis Book |
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| genre | (DE-588)4113937-9 Hochschulschrift gnd-content |
| genre_facet | Hochschulschrift |
| id | DE-604.BV039806738 |
| illustrated | Illustrated |
| indexdate | 2024-09-06T00:20:45Z |
| institution | BVB |
| isbn | 9783843902298 3843902291 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-024667092 |
| oclc_num | 864519253 |
| open_access_boolean | |
| owner | DE-12 DE-19 DE-BY-UBM |
| owner_facet | DE-12 DE-19 DE-BY-UBM |
| physical | XXV, 237 S. Ill, graph. Darst. 240 mm x 170 mm, 661 g |
| publishDate | 2011 |
| publishDateSearch | 2011 |
| publishDateSort | 2011 |
| publisher | Verl. Dr. Hut |
| record_format | marc |
| series2 | Informatik |
| spelling | Stober, Sebastian 1980- Verfasser (DE-588)1018860517 aut Adaptive methods for user-centered organization of music collections von Sebastian Stober 1. Aufl. München Verl. Dr. Hut 2011 XXV, 237 S. Ill, graph. Darst. 240 mm x 170 mm, 661 g txt rdacontent n rdamedia nc rdacarrier Informatik Zugl.: Magdeburg, Univ., Diss., 2011 Personalisierung (DE-588)4384600-2 gnd rswk-swf Information Retrieval (DE-588)4072803-1 gnd rswk-swf Content Management (DE-588)4673954-3 gnd rswk-swf Musik (DE-588)4040802-4 gnd rswk-swf Datenfusion (DE-588)4582612-2 gnd rswk-swf Suche (DE-588)4221436-1 gnd rswk-swf Kontextbezogenes System (DE-588)4739720-2 gnd rswk-swf Adaptives System (DE-588)4247928-9 gnd rswk-swf Benutzermodell (DE-588)4343329-7 gnd rswk-swf Benchmark (DE-588)4144457-7 gnd rswk-swf (DE-588)4113937-9 Hochschulschrift gnd-content Musik (DE-588)4040802-4 s Information Retrieval (DE-588)4072803-1 s Content Management (DE-588)4673954-3 s Datenfusion (DE-588)4582612-2 s Benchmark (DE-588)4144457-7 s Benutzermodell (DE-588)4343329-7 s Adaptives System (DE-588)4247928-9 s DE-604 Kontextbezogenes System (DE-588)4739720-2 s Suche (DE-588)4221436-1 s Personalisierung (DE-588)4384600-2 s X:MVB text/html http://deposit.dnb.de/cgi-bin/dokserv?id=3949928&prov=M&dok_var=1&dok_ext=htm Inhaltstext DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=024667092&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Stober, Sebastian 1980- Adaptive methods for user-centered organization of music collections Personalisierung (DE-588)4384600-2 gnd Information Retrieval (DE-588)4072803-1 gnd Content Management (DE-588)4673954-3 gnd Musik (DE-588)4040802-4 gnd Datenfusion (DE-588)4582612-2 gnd Suche (DE-588)4221436-1 gnd Kontextbezogenes System (DE-588)4739720-2 gnd Adaptives System (DE-588)4247928-9 gnd Benutzermodell (DE-588)4343329-7 gnd Benchmark (DE-588)4144457-7 gnd |
| subject_GND | (DE-588)4384600-2 (DE-588)4072803-1 (DE-588)4673954-3 (DE-588)4040802-4 (DE-588)4582612-2 (DE-588)4221436-1 (DE-588)4739720-2 (DE-588)4247928-9 (DE-588)4343329-7 (DE-588)4144457-7 (DE-588)4113937-9 |
| title | Adaptive methods for user-centered organization of music collections |
| title_auth | Adaptive methods for user-centered organization of music collections |
| title_exact_search | Adaptive methods for user-centered organization of music collections |
| title_full | Adaptive methods for user-centered organization of music collections von Sebastian Stober |
| title_fullStr | Adaptive methods for user-centered organization of music collections von Sebastian Stober |
| title_full_unstemmed | Adaptive methods for user-centered organization of music collections von Sebastian Stober |
| title_short | Adaptive methods for user-centered organization of music collections |
| title_sort | adaptive methods for user centered organization of music collections |
| topic | Personalisierung (DE-588)4384600-2 gnd Information Retrieval (DE-588)4072803-1 gnd Content Management (DE-588)4673954-3 gnd Musik (DE-588)4040802-4 gnd Datenfusion (DE-588)4582612-2 gnd Suche (DE-588)4221436-1 gnd Kontextbezogenes System (DE-588)4739720-2 gnd Adaptives System (DE-588)4247928-9 gnd Benutzermodell (DE-588)4343329-7 gnd Benchmark (DE-588)4144457-7 gnd |
| topic_facet | Personalisierung Information Retrieval Content Management Musik Datenfusion Suche Kontextbezogenes System Adaptives System Benutzermodell Benchmark Hochschulschrift |
| url | http://deposit.dnb.de/cgi-bin/dokserv?id=3949928&prov=M&dok_var=1&dok_ext=htm http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=024667092&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT stobersebastian adaptivemethodsforusercenteredorganizationofmusiccollections |