Intelligent Multimedia Multi-Agent Systems: A Human-Centered Approach

Pirmais vāks
Springer Science & Business Media, 2000. gada 31. okt. - 333 lappuses
Intelligent Multimedia Multi-Agent Systems focuses on building intelligent successful systems. The book adopts a human-centered approach and considers various pragmatic issues and problems in areas like intelligent systems, software engineering, multimedia databases, electronic commerce, data mining, enterprise modeling and human-computer interaction for developing a human-centered virtual machine.
The authors describe an ontology of the human-centered virtual machine which includes four components: activity-centered analysis component, problem solving adapter component, transformation agent component, and multimedia based interpretation component. These four components capture the external and internal planes of the system development spectrum. They integrate the physical, social and organizational reality on the external plane with stakeholder goals, tasks and incentives, and organization culture on the internal plane.
The human-centered virtual machine and its four components are used for developing intelligent multimedia multi-agent systems in areas like medical decision support and health informatics, medical image retrieval, e-commerce, face detection and annotation, internet games and sales recruitment. The applications in these areas help to expound various aspects of the human-centered virtual machine including, human-centered domain modeling, distributed intelligence and communication, perceptual and cognitive task modeling, component based software development, and multimedia based data modeling. Further, the applications described in the book employ various intelligent technologies like neural networks, fuzzy logic and knowledge based systems, software engineering artifacts like agents and objects, internet technologies like XML and multimedia artifacts like image, audio, video and text.

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SUCCESSFUL SYSTEMS OR SUCCESSFUL TECHNOLOGIES?
1
13 HumanCentered Approach
5
14 Summary
7
TECHNOLOGIES
9
221 Symbolic Knowledge Representation
10
222 Rule Based Architecture
13
224 Model Based Architecture
14
225 Blackboard Architecture
15
732 Face Detection by Color and Motion
174
741 Detection of Skintone region
175
742 Cleaning of skintone regions
176
744 Facial feature extraction face detection and Annotation
177
752 Control Phase Adapter Definitions in FDAA
179
753 Decision Phase Adapter Definition in FDAA
181
76 Face Detection Agents and their Implementation
182
762 Face Candidate Region Control Agent
185

23 Case Based Reasoning Systems
16
241 Perceptron
17
242 Multilayer Perceptrons
20
243 Radial Basis Function Net
22
244 Kohonen Networks
24
25 Fuzzy Systems
26
252 Fuzzification of Inputs
27
253 Fuzzy Inferencing and Rule Evaluation
28
254 Defuzzification of Outputs
29
26 Genetic Algorithms
30
27 Intelligent Fusion Transformation and Combination
32
28 ObjectOriented Software Engineering
33
282 Encapsulation
34
210 Multimedia
36
211 The extensible Markup Language
37
2111 XML Namespaces
42
2112 XMLbased Agent Systems Development
43
212 Summary
44
References
45
PRAGMATIC CONSIDERATIONS AND ENABLING THEORIES
51
321 Intelligent Systems and HumanCenteredness
52
322 Software Engineering and HumanCenteredness
52
323 Multimedia Databases and HumanCenteredness
53
324 Electronic Commerce and HumanCenteredness
55
325 Data Mining and HumanCenteredness
57
327 HumanComputer Interaction and HumanCenteredness
59
331 Semiotic Theory Language of Signs
60
3311 Rhematic Knowledge
63
3312 Dicent Knowledge
64
332 Cognitive Science Theories
65
3322 Radical Approach
66
3323 Situated Cognition
67
3324 Distributed Cognition
69
333 Activity Theory
71
334 Workplace Theory
73
34 Discussion
74
35 Summary
76
References
77
HUMANCENTERED SYSTEM DEVELOPMENT FRAMEWORK
83
43 External and Internal Planes of HumanCentered Framework
84
44 Components of the HumanCentered System Development Framework
87
45 ActivityCentered Analysis Component
88
452 Performance Analysis of System Components
90
453 Context Analysis of System Components
91
4533 Product Context
92
454 Alternative System Goals and Tasks
93
456 Task Product Transition Network
94
461 Strengths and Weaknesses of Existing Problem Solving Ontologies
95
47 Summary
98
References
99
HUMANCENTERED VIRTUAL MACHINE
101
521 Definition of Terms Used
102
522 Problem Solving Adapters
105
5222 Decomposition Phase Adapter
107
5223 Control Phase Adapter
110
5224 Decision Phase Adapter
114
5225 Postprocessing Phase Adapter
118
53 HumanCentered Criteria and Problem Solving Ontology
120
55 Multimedia Interpretation Component
123
551 Data Content Analysis
124
552 Media Media Expression and Ornamentation Selection
125
553 Media Presentation Design and Coordination
128
5612 Task Orientation vs Technology Orientation
129
5616 Distributed Problem Solving and Communication Collaboration and Competition
130
INTELLIGENT MULTIMEDIA MULTIAGENT CLINICAL DIAGNOSIS AND TREATMENT SUPPORT SYSTEM
133
621 Problem Definition and Scope
134
622 Performance and Context Analysis
135
6222 Context Analysis of the Drug Prescription Monitoring Activity
139
623 Alternate System Goals and Tasks
143
625 Task Product Transition Network
144
63 Application of HCVM Problem Solving Ontology in DPMA
146
6312 Mapping Control Phase Adapters to DPMA Tasks
148
6313 Mapping Decision Phase Adapter to DPMA Tasks
150
6314 Mapping Postprocessing Phase Adapter to DPMA Tasks
152
64 Intelligent Diagnosis and Treatment Support Problem Solving Agents
154
641 Etiology Selection Decomposition Agent
155
642 Upper Respiratory Control Agent
158
643 SuggestedPredicted Diagnosis Decision Agent
160
645 Diagnosis and Treatment Validation Postprocessing Agent
164
652 Media Media Expression and Ornamentation Selection
167
653 Multimedia Agents
168
66 Summary
170
A MULTIAGENT SYSTEM FOR FACE DETECTION AND ANNOTATION
171
72 Image Annotation
172
7622 Filtering Cleaned Regions by Size and Shape
186
7623 Improving the Detection Rate
188
763 Face Detection and Annotation Decision Agent
189
77 Experimental Results and Future Work
191
78 Summary
192
MODELING HUMAN DYNAMICS AND BREAKDOWNS INTELLIGENT AGENTS FOR INTERNET GAMES AND RECRUITMENT
194
82 Net Euchre Game Application
195
822 Distributed Net Euchre Game Agents
197
823 Distributed Implementation and Communication
198
8231 Game Configuration and Back up Support
199
8232 Play Game
200
83 Sales Recruitment
206
832 Performance Analysis of Sales Recruitment Activity
207
833 Context Analysis of the Sales Recruitment Activity
209
834 Goals and Tasks
211
835 HumanTaskTool Diagram
212
84 Behavior Profiling and Benchmarking
213
85 Summary
216
INTELLIGENT MULTIMEDIA INFORMATION MANAGEMENT
217
93 Multimedia Information Management Using Conventional Databases
219
931 BLOBs
220
932 SQL Multimedia SQLMM
223
933 Storage and Retrieval Issues in Multimedia Databases
224
94 Contentbased Retrieval in Multimedia Databases
226
941 Contentbased Access to Imagery
227
942 Representing and Accessing Video Data
228
943 Contentbased Audio and Video Retrieval
229
944 MPEG 7
230
945 SMIL
233
95 Sample Applications to Medical Multimedia Information Processing
235
951 Architectural Design
236
ComputerAssisted Medical Diagnosis
237
97 Representation and Querying of Multimedia Data on the WWW
239
971 MarkupLanguages and Multimedia
241
98 Flexible Queries to Webbased Multimedia Sources
244
99 Open Problems
245
910 Summary
246
A BROKERAGE SYSTEM FOR ELECTRONIC COMMERCE BASED ON HCVM
251
102 Basic Requirements
253
1024 Access through Multiple Communication Paths
255
1026 Access Control Based On User Profile
256
103 TechnologyCentered Approaches
257
1032 The eCo System Approach to Electronic Commerce
258
1033 CommerceNet Evolvable Taxonomies
259
104 extensible Markup Language and Electronic Commerce
260
105 A HumanCentered View of the Electronic Market
261
1052 A Humancentered Approach to XMLbased Metadata
264
1053 The Brokerage Architecture
265
106 A Sample Transformation Language for HCVM
268
1062 A Sample Transformation Language
270
1064 XTL Grammar
272
1065 Workedout Examples
273
1066 XTL Processor Implementation
276
107 XML Documents and Control and Decision Phases of HCVM
280
108 A Sample Application
281
1081 The Hardware Adapters Domain
282
1082 HCVM Based Adapter Definitions and Computations
286
1083 User Query and Computation of Decision Instance
290
1084 Userdependent Decision Semantics
291
1085 An Algorithm For The Decision Agent
292
109 Summary
293
A USERCENTERED APPROACH TO CONTENTBASED RETRIEVAL OF MEDICAL IMAGES
297
112 Characteristics of the Problem
298
1121 Image Libraries and Diagnostic Systems
299
113 A Reference Model for Distributed Image Retrieval
301
114 UserCentered Image Retrieval
302
1142 From the Domain Model to Decision Support Classes
303
1143 The Decision Phase
304
1152 Ellipticity Evaluation
306
1153 Querying the Broker Agent
308
1154 Computation of the Decision Classes
310
1155 The Division Operation
311
1156 Collecting User Feedback
313
117 Summary
315
Acknowledgements
316
References
317
HCVM REVISITED
319
123 Pragmatic Considerations Enabling Theories and HCVM
320
125 Human Decision Ladder and Problem Solving Adapters
322
127 HCVM Human Dynamics and Breakdowns
323
References
324
Index
325
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