Representation and processing of knowledge about distances in environmental spaces: a computational model of inferred route distances investigating their qualitative and quantitative determinants
Saved in:
| Main Author: | |
|---|---|
| Format: | Thesis Book |
| Language: | German |
| Published: |
Sankt Augustin
Infix
1999
|
| Series: | Dissertationen zur künstlichen Intelligenz
197 |
| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Physical Description: | XIII, 260 S. |
| ISBN: | 3896011979 |
Staff View
MARC
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| 020 | |a 3896011979 |c kart. : DM 60.00, sfr 54.50, S 438.00 |9 3-89601-197-9 | ||
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| 035 | |a (DE-599)BVBBV012482059 | ||
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| 100 | 1 | |a Berendt, Bettina |e Verfasser |4 aut | |
| 245 | 1 | 0 | |a Representation and processing of knowledge about distances in environmental spaces |b a computational model of inferred route distances investigating their qualitative and quantitative determinants |c Bettina Behrendt |
| 264 | 1 | |a Sankt Augustin |b Infix |c 1999 | |
| 300 | |a XIII, 260 S. | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b n |2 rdamedia | ||
| 338 | |b nc |2 rdacarrier | ||
| 490 | 1 | |a Dissertationen zur künstlichen Intelligenz |v 197 | |
| 502 | |a Zugl.: Hamburg, Univ., Diss., 1998 | ||
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| 830 | 0 | |a Dissertationen zur künstlichen Intelligenz |v 197 |w (DE-604)BV005345280 |9 197 | |
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Record in the Search Index
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| adam_text |
CONTENTS
1
INTRODUCTION
1
1.1
SPACE,
DISTANCE,
AND
COGNITION
.
1
1.2
WHAT
ARE
THE
PROPERTIES
OF
SUBJECTIVE
DISTANCES?
SOME
THEORETICAL
AND
EMPIRICAL
PROBLEMS,
INCLUDING
THE
QUESTION
OF
QUALITATIVENESS
.
2
1.3
ROUTES,
ROUTE
DISTANCES,
AND
INFERRED
ROUTE
DISTANCES
.
3
1.4
PHENOMENA
DEALT
WITH
IN
THIS
STUDY:
FEATURE
ACCUMULATION,
ROUTE
STRUCTURING,
STRICT
CONCAVENESS,
FLATTENING,
REFERENCE
POINTS
.
4
1.5
QUESTIONS,
AIMS
AND
METHOD
OF
THIS
STUDY
.
5
1.6
WHAT
ARE
THE
PROPERTIES
OF
SUBJECTIVE
DISTANCES?
ANSWERS
PROPOSED
BY
THIS
STUDY
.
6
1.6.1
A
UNIFYING
FRAMEWORK:
SUBJECTIVE
DISTANCE
SYSTEMS
AS
REPRESENTATIONS
.
7
1.6.2
A
COMPUTATIONAL
MODEL
OF
INFERRED
ROUTE
DISTANCES
.
7
1.7
OUTLINE
OF
THE
STUDY
.
8
I
REPRESENTATIONS
OF
SPACES
AND
OF
DISTANCES
IN
ARTIFICIAL
IN
TELLIGENCE
AND
COGNITIVE
PSYCHOLOGY
9
2
REPRESENTATIONS
OF
SPACES
AND
OF
DISTANCES
11
2.1
REPRESENTATION
.
11
2.1.1
INFORMATION
CONTENT
.
12
2.1.2
REPRESENTATION
AS
HOMOMORPHIC
MAPPING
.
15
2.2
MENTAL
REPRESENTATIONS
AND
KNOWLEDGE
.
19
2.2.1
EXTERNAL
REPRESENTATIONS
AND
MENTAL
REPRESENTATIONS
.
19
2.2.2
LONG-TERM
MEMORY
AND
WORKING
MEMORY
.
19
2.2.3
KNOWLEDGE
.
21
2.2.4
COGNITIVE
MODELS
AND
KNOWLEDGE
REPRESENTATION
.
22
2.3
REPRESENTATION
OF
SPACE
.
25
2.3.1
CLASSES
OF
SPATIAL
CONCEPTS
.
26
2.3.2
RELATIONAL
AND
POSITIONAL
REPRESENTATIONS
OF
SPACE
.
29
2.4
QUALITATIVE
AND
QUANTITATIVE
REPRESENTATIONS
.
31
2.4.1
MEASUREMENT
THEORY
.
31
2.4.2
QUALITATIVE
REASONING
.
33
IV
CONTENTS
2.4.3
QUALITATIVE
SPATIAL
REASONING
.
34
2.4.4
THE
DEVELOPMENT
OF
HUMAN
SPATIAL
CONCEPTS
.
34
2.4.5
DEFINITIONS
USED
HERE
.
35
2.5
REPRESENTATION
OF
DISTANCES
.
36
2.5.1
OBJECTIVE
DISTANCES,
KNOWLEDGE
ABOUT
DISTANCES,
SUBJECTIVE
DISTANCES,
DISTANCE
ESTIMATES
.
37
2.5.2
DISTANCE
AND
THE
CLASSES
OF
SPATIAL
CONCEPTS
.
39
2.6
SUMMARY
AND
CONCLUSIONS
.
40
3
HUMAN
KNOWLEDGE
ABOUT
SPACES
AND
HUMAN
SUBJECTIVE
DISTANCES:
THE
VIEW
OF
COGNITIVE
PSYCHOLOGY
43
3.1
KNOWLEDGE
ABOUT
ROUTES:
THE
KNOWLEDGE
ABOUT
SPACE
UNDER
INVESTIGATION
.
43
3.1.1
ROUTES
AS
ENVIRONMENTAL
SPACES,
OR:
WHY
DISTINGUISH
TYPES
OF
PSY
CHOLOGICAL
SPACES?
.
43
3.1.2
DIFFERENT
KINDS
OF
KNOWLEDGE
ABOUT
SPACE:
LANDMARK,
ROUTE,
AND
SURVEY
KNOWLEDGE
.
47
3.1.3
SPATIAL
INFORMATION
CONTENT:
THE
IMPORTANCE
OF
QUALITATIVE
RELATIONS
.
50
3.1.4
REPRESENTATIONS
OF
ENVIRONMENTAL
SPACES
IN
LONG-TERM
MEMORY
AND
IN
WORKING
MEMORY
.
52
3.2
SUBJECTIVE
DISTANCE:
BASIC
PROPERTIES
.
53
3.2.1
RETRIEVED
DISTANCES
AND
INFERRED
DISTANCES,
AND
REPRESENTATIONS
OF
EUCLIDEAN
AND
ROUTE
DISTANCES
.
53
3.2.2
SUBJECTIVE
DISTANCES
DESCRIBED
AS
POWER
FUNCTIONS
OF
OBJECTIVE
DISTANCES
.
55
3.2.3
REPRESENTATIONAL
ANALYSIS:
POWER
FUNCTION
SUBJECTIVE
DISTANCES
AS
REPRESENTATIONS
OF
RATIO
RELATIONS
ON
OBJECTIVE
DISTANCES
55
3.3
QUALITATIVE
INFLUENCES
ON
SUBJECTIVE
DISTANCES:
HUMAN
SUBJECTIVE
DISTANCES
ARE
NOT
A
FUNCTION
OF
OBJECTIVE
DISTANCES
ONLY
.
57
3.3.1
FLATTENING:
DIFFERENT
POWER
FUNCTIONS
FOR
DIFFERENT
TYPES
OF
SUBJEC
TIVE
DISTANCE
.
57
3.3.2
ORDER
EFFECTS
.
60
3.3.3
NON-SYMMETRIC
SUBJECTIVE
DISTANCES
.
61
3.3.4
THE
REFERENCE
POINT
EFFECT
.
62
3.3.5
THE
FEATURE
ACCUMULATION
EFFECT
.
64
3.3.6
THE
ROUTE
STRUCTURING
EFFECT
.
67
3.3.7
FEATURE
ACCUMULATION
AND
ROUTE
STRUCTURING
EFFECTS
.
69
3.3.8
INFERENCE:
ADDITION?
.
71
3.4
SUMMARY
AND
CONCLUSIONS
.
73
4
KNOWLEDGE
ABOUT
SPACES
AND
SUBJECTIVE
DISTANCES:
THE
VIEW
OF
ARTIFICIAL
INTELLIGENCE
75
4.1
DIFFERENT
PERSPECTIVES
ON
AI
.
75
4.2
AI
MODELLING
OF
KNOWLEDGE
ABOUT
ENVIRONMENTAL
SPACES,
IN
PARTICULAR
ROUTES
77
4.2.1
SPATIAL
INFORMATION
CONTENT:
THE
IMPORTANCE
OF
QUALITATIVE
RELATIONS
.
78
CONTENTS
V
4.2.2
ROUTE
NETWORKS
AND
CONSTRAINT
NETWORKS
.
80
4.2.3
DIFFERENT
KINDS
OF
KNOWLEDGE
ABOUT
SPACE:
THE
SPATIAL
SEMANTIC
HIERARCHY
.
80
4.2.4
INFERENCE:
GRAPH
ALGORITHMS
.
83
4.2.5
INFERENCE:
MODEL
CONSTRUCTION
.
84
4.2.6
DISTANCES:
AN
IMPORTANT,
BUT
OFTEN
NEGLECTED
TOPIC
.
85
4.3
AI/QSR
MODELLING
OF
DISTANCES:
QUALITATIVE
APPROACHES
.
87
4.3.1
SUBJECTIVE
DISTANCES
DESCRIBED
BY
QUALITATIVE
DISTANCE
CALCULI:
A
GENERAL
FRAMEWORK
.
88
4.3.2
INFERENCE:
QUALITATIVE
ADDITION
AND
CONSTRAINT
SATISFACTION
.
90
4.3.3
THE
REPRESENTATION
RELATION
.
90
4.3.4
THE
REPRESENTATION
RELATION
AND
ITS
IMPLICATIONS
FOR
QUALITATIVE
ADDITION
.
92
4.3.5
PROTOTYPES
IN
QUALITATIVE
DISTANCES
.
95
4.3.6
REPRESENTATIONAL
ANALYSIS:
QUALITATIVE
DISTANCE
CALCULI
AS
PARTIAL
REPRESENTATIONS
OF
ORDER
AND
OF
HOW
ORDER
AND
ADDITION
WORK
.
96
4.3.7
A
SHORT
OVERVIEW
OF
CALCULI
.
97
4.4
HUMAN
SUBJECTIVE
DISTANCES
ARE
NOT
QUALITATIVE
DISTANCES
ONLY
.
100
4.5
SUMMARY
AND
CONCLUSIONS
.
104
II
FEATURE:
A
MODEL
OF
INFERRED
ROUTE
DISTANCES
107
5
REPRESENTATION:
MEMORY
STRUCTURES
111
5.1
A
FORMALISATION
OF
ROUTES
.
ILL
5.1.1
ROUTES,
ENTITIES
IN
ROUTES
(LANDMARKS
AND
STRETCHES),
AND
PATHS
.
ILL
5.1.2
HIERARCHICAL
ROUTES
AND
THEIR
STRETCHES
.
114
5.1.3
ROUTE
DISTANCES
.
115
5.1.4
RELATIONS
ON
ENTITIES
OF
A
ROUTE
.
116
5.2
MEMORY
ARCHITECTURE
.
117
5.3
THE
LONG-TERM
MEMORY
REPRESENTATION
.
117
5.3.1
KNOWLEDGE
ABOUT
ROUTES,
LANDMARKS,
AND
STRETCHES
.
117
5.3.2
KNOWLEDGE
ABOUT
ROUTE
DISTANCES
.
123
5.4
THE
WORKING
MEMORY
REPRESENTATION
.
127
5.5
SUMMARY
AND
CONCLUSIONS
.
130
6
INFERENCE:
MEMORY
PROCESSES
AND
THEIR
REPRESENTATIONAL
IMPLICATIONS
133
6.1
FUNCTIONAL
CONSTRAINTS
ON
INFERRED
DISTANCES
.
133
6.1.1
THE
EFFECTS
AND
THEIR
ASSOCIATED
FUNCTIONAL
CONSTRAINTS
.
134
6.1.2
RELATIONSHIPS
BETWEEN
THE
EFFECTS
AND
FUNCTIONAL
CONSTRAINTS
.
137
6.1.3
A
FUNCTIONAL
DESCRIPTION
OF
INFERRED
ROUTE
DISTANCES
.
145
VI
CONTENTS
6.2
INFERENCE:
CONSTRUCTING
A
WORKING
MEMORY
REPRESENTATION
FROM
THE
LONG-TERM
MEMORY
REPRESENTATION
.
147
6.2.1
BASIC
AIM:
STRUCTURING
THE
EFFECTS
.
148
6.2.2
PROCEDURES
CAUSING
THE
FEATURE
ACCUMULATION
EFFECT
.
149
6.2.3
A
PROCEDURE
CAUSING
THE
ROUTE
STRUCTURING
EFFECT
.
153
6.2.4
DISTANCE-CONSISTENCY
.
155
6.2.5
DO
HIERARCHIES
ALWAYS
WORK
IN
THE
SAME
WAY?
A
NEW
EXPERIMENT
.
156
6.2.6
FEATURE
ACCUMULATION
BY
RETRIEVABILITY
FOR
ARBITRARY
START
AND
GOAL
LANDMARKS
.
160
6.2.7
DIFFERENT
PROCEDURES
FOR
COMPUTING
AN
INFERRED
DISTANCE:
OUTLOOK
.
.
163
6.3
FEATURE
AS
A
SYSTEM
OF
REPRESENTATIONS
OF
CONTAINMENT,
SUCCESSION,
OR
DER,
AND
RATIO
RELATIONS
.
163
6.3.1
FEATURE
AND
POWER
FUNCTIONS:
RATIOS
OF
VISTA
DISTANCES
.
164
6.3.2
FEATURE
AND
QUALITATIVE
DISTANCES:
ORDER
ON
ENVIRONMENTAL
DISTANCES
.
164
6.3.3
FEATURE
AND
QUALITATIVE
DISTANCES:
CONTAINMENT
IN
A
STRETCH
AND
QUALITATIVE
DISTANCE
CATEGORIES
.
165
6.3.4
A
SYSTEM
OF
REPRESENTATIONS
WITH
QUALITATIVE
AND
QUANTITATIVE
DETERMINANTS
.
166
6.4
SUMMARY
AND
CONCLUSIONS
.
169
7
TOWARDS
A
QUANTITATIVE
SIMULATION
MODEL:
FEATURE
AND
EMPIRICAL
DATA
171
7.1
AIMS
.
171
7.2
TRANSFORMING
THE
PROCESS
MODEL
FEATURE
INTO
THE
SIMULATION
MODEL
FEATURE""*
.
172
7.3
METHOD:
RELATING
FEATURE
'
""
TO
THE
DATA
.
174
7.4
RESULTS
.
176
7.4.1
PROCESS-DEPENDENT
SHRINKING
.
177
7.4.2
THE
INFLUENCE
OF
OBJECTIVE
DISTANCES
.
178
7.4.3
THE
CAUSAL
EFFECTIVENESS
OF
LANDMARKS
AND
HIERARCHICAL
ROUTE
STRUC
TURING
.
182
7.4.4
CAN
MORE
FEATURES
DECREASE
THE
DISTANCE
ESTIMATE?
.
190
7.4.5
A
SUMMARY
VIEW
OF
THE
SIMULATION
RESULTS
.
192
7.5
SUMMARY
AND
CONCLUSIONS
.
192
8
SUMMARY,
CONCLUSIONS,
AND
OUTLOOK
197
8.1
SUMMARY
OF
THE
STUDY
.
197
8.2
TOPICS
EXTENDING
BEYOND
DISTANCE
COGNITION
.
201
8.3
NEW
EMPIRICAL
PREDICTIONS,
AND
RESEARCH
NEEDED
.
203
8.4
NEW
QUESTIONS,
AND
FURTHER
MODELLING
WORK
.
209
8.4.1
MORE
COMPLEX
ASSUMPTIONS
ABOUT
THE
PROCESSING
OF
SUCCESSION:
IN
VERTING
ROUTES,
AND
NON-SYMMETRIC
ROUTE
DISTANCES
.
209
8.4.2
REPRESENTED
ASPECTS
OF
LANDMARKS,
STRETCHES,
AND
THE
ROUTE:
INTRO
DUCING
INTERNAL
NODE
STRUCTURE
.
210
CONTENTS
VII
8.4.3
MORE
COMPLEX
ASSUMPTIONS
ABOUT
CONTAINMENT
IN
MENTAL
REPRESEN
TATIONS:
CHANGING
THE
GRAPH
STRUCTURE
.
212
8.4.4
ORGANISATION
OF
KNOWLEDGE
AND
REPRESENTED
ASPECTS
OF
SPACE:
CHANG
ING
THE
REPRESENTING
STRUCTURE
.
216
8.4.5
THE
FORMAT
OF
THE
WORKING
MEMORY
REPRESENTATION
CONTAINING
SUBJECTIVE
DISTANCES
.
217
8.4.6
SUBJECTIVE
DISTANCES
AND
QUALITATIVE
DISTANCES
.
220
8.4.7
ORDER
OF
ESTIMATED
PATHS:
CHANGING
PROCESSES
.
221
III
APPENDICES
223
A
MEASUREMENT
METHODS
AND
THEIR
PROPERTIES
225
B
REPRESENTATIONS
OF
TWO-DIMENSIONAL
SPATIAL
CONCEPTS
229
B.L
REPRESENTATION
OF
SPACE:
CLASSES
OF
SPATIAL
CONCEPTS
.
229
B.2
HIERARCHIES:
A
GENERAL
DEFINITION
.
230
B.3
ROUTE
GRAPHS:
A
GENERAL
DEFINITION
.
231
C
CONSTRAINT
REASONING
233
C.L
CONSTRAINT
NETWORKS
.
233
C.2
INFERENCES
IN
CONSTRAINT
NETWORKS:
CONSTRAINT
SATISFACTION
.
234
D
PROTOTYPES
IN
SPATIAL
REASONING
237
D.L
PROTOTYPE
COMPOSITION
MAPPINGS
.
237
D.2
THE
PROTOTYPE
FUNCTION
.
238
D.3
PROTOTYPES
AND
PREFERRED
MENTAL
MODELS
.
240
D.4
DERIVATION
OF
A
PROTOTYPE
COMPOSITION
MAPPING
.
240
E
DIFIFERENT
EXPRESSIONS
INVOLVING
"
DISTANCE
"
USED
IN
THIS
STUDY
243
IV
BIBLIOGRAPHY
245 |
| any_adam_object | 1 |
| author | Berendt, Bettina |
| author_facet | Berendt, Bettina |
| author_role | aut |
| author_sort | Berendt, Bettina |
| author_variant | b b bb |
| building | Verbundindex |
| bvnumber | BV012482059 |
| classification_tum | DAT 703d GEO 007d |
| ctrlnum | (OCoLC)76025746 (DE-599)BVBBV012482059 |
| discipline | Geowissenschaften Informatik |
| format | Thesis Book |
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| genre | (DE-588)4113937-9 Hochschulschrift gnd-content |
| genre_facet | Hochschulschrift |
| id | DE-604.BV012482059 |
| illustrated | Not Illustrated |
| indexdate | 2024-07-20T03:47:04Z |
| institution | BVB |
| isbn | 3896011979 |
| language | German |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-008472791 |
| oclc_num | 76025746 |
| open_access_boolean | |
| owner | DE-91G DE-BY-TUM DE-29T DE-188 |
| owner_facet | DE-91G DE-BY-TUM DE-29T DE-188 |
| physical | XIII, 260 S. |
| publishDate | 1999 |
| publishDateSearch | 1999 |
| publishDateSort | 1999 |
| publisher | Infix |
| record_format | marc |
| series | Dissertationen zur künstlichen Intelligenz |
| series2 | Dissertationen zur künstlichen Intelligenz |
| spelling | Berendt, Bettina Verfasser aut Representation and processing of knowledge about distances in environmental spaces a computational model of inferred route distances investigating their qualitative and quantitative determinants Bettina Behrendt Sankt Augustin Infix 1999 XIII, 260 S. txt rdacontent n rdamedia nc rdacarrier Dissertationen zur künstlichen Intelligenz 197 Zugl.: Hamburg, Univ., Diss., 1998 Abstandsmessung (DE-588)4195923-1 gnd rswk-swf Wissensverarbeitung (DE-588)4286963-8 gnd rswk-swf Räumliches Wissen (DE-588)4311916-5 gnd rswk-swf Qualitatives Schließen (DE-588)4195870-6 gnd rswk-swf Routing (DE-588)4269073-0 gnd rswk-swf Wissensrepräsentation (DE-588)4049534-6 gnd rswk-swf Abstand (DE-588)4228463-6 gnd rswk-swf (DE-588)4113937-9 Hochschulschrift gnd-content Wissensverarbeitung (DE-588)4286963-8 s Abstand (DE-588)4228463-6 s DE-604 Routing (DE-588)4269073-0 s Wissensrepräsentation (DE-588)4049534-6 s Räumliches Wissen (DE-588)4311916-5 s Abstandsmessung (DE-588)4195923-1 s Qualitatives Schließen (DE-588)4195870-6 s Dissertationen zur künstlichen Intelligenz 197 (DE-604)BV005345280 197 DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=008472791&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Berendt, Bettina Representation and processing of knowledge about distances in environmental spaces a computational model of inferred route distances investigating their qualitative and quantitative determinants Dissertationen zur künstlichen Intelligenz Abstandsmessung (DE-588)4195923-1 gnd Wissensverarbeitung (DE-588)4286963-8 gnd Räumliches Wissen (DE-588)4311916-5 gnd Qualitatives Schließen (DE-588)4195870-6 gnd Routing (DE-588)4269073-0 gnd Wissensrepräsentation (DE-588)4049534-6 gnd Abstand (DE-588)4228463-6 gnd |
| subject_GND | (DE-588)4195923-1 (DE-588)4286963-8 (DE-588)4311916-5 (DE-588)4195870-6 (DE-588)4269073-0 (DE-588)4049534-6 (DE-588)4228463-6 (DE-588)4113937-9 |
| title | Representation and processing of knowledge about distances in environmental spaces a computational model of inferred route distances investigating their qualitative and quantitative determinants |
| title_auth | Representation and processing of knowledge about distances in environmental spaces a computational model of inferred route distances investigating their qualitative and quantitative determinants |
| title_exact_search | Representation and processing of knowledge about distances in environmental spaces a computational model of inferred route distances investigating their qualitative and quantitative determinants |
| title_full | Representation and processing of knowledge about distances in environmental spaces a computational model of inferred route distances investigating their qualitative and quantitative determinants Bettina Behrendt |
| title_fullStr | Representation and processing of knowledge about distances in environmental spaces a computational model of inferred route distances investigating their qualitative and quantitative determinants Bettina Behrendt |
| title_full_unstemmed | Representation and processing of knowledge about distances in environmental spaces a computational model of inferred route distances investigating their qualitative and quantitative determinants Bettina Behrendt |
| title_short | Representation and processing of knowledge about distances in environmental spaces |
| title_sort | representation and processing of knowledge about distances in environmental spaces a computational model of inferred route distances investigating their qualitative and quantitative determinants |
| title_sub | a computational model of inferred route distances investigating their qualitative and quantitative determinants |
| topic | Abstandsmessung (DE-588)4195923-1 gnd Wissensverarbeitung (DE-588)4286963-8 gnd Räumliches Wissen (DE-588)4311916-5 gnd Qualitatives Schließen (DE-588)4195870-6 gnd Routing (DE-588)4269073-0 gnd Wissensrepräsentation (DE-588)4049534-6 gnd Abstand (DE-588)4228463-6 gnd |
| topic_facet | Abstandsmessung Wissensverarbeitung Räumliches Wissen Qualitatives Schließen Routing Wissensrepräsentation Abstand Hochschulschrift |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=008472791&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| volume_link | (DE-604)BV005345280 |
| work_keys_str_mv | AT berendtbettina representationandprocessingofknowledgeaboutdistancesinenvironmentalspacesacomputationalmodelofinferredroutedistancesinvestigatingtheirqualitativeandquantitativedeterminants |