Muutke küpsiste eelistusi

Fuzzy-Neuro Approach to Agent Applications: From the AI Perspective to Modern Ontology 2006 ed. [Kõva köide]

  • Formaat: Hardback, 376 pages, kõrgus x laius: 235x155 mm, kaal: 758 g, 126 Illustrations, black and white; XVIII, 376 p. 126 illus., 1 Hardback
  • Sari: Springer Series on Agent Technology
  • Ilmumisaeg: 18-Nov-2005
  • Kirjastus: Springer-Verlag Berlin and Heidelberg GmbH & Co. K
  • ISBN-10: 3540212035
  • ISBN-13: 9783540212034
Teised raamatud teemal:
  • Kõva köide
  • Hind: 48,70 €*
  • * hind on lõplik, st. muud allahindlused enam ei rakendu
  • Tavahind: 57,29 €
  • Säästad 15%
  • Raamatu kohalejõudmiseks kirjastusest kulub orienteeruvalt 2-4 nädalat
  • Kogus:
  • Lisa ostukorvi
  • Tasuta tarne
  • Tellimisaeg 2-4 nädalat
  • Lisa soovinimekirja
  • Formaat: Hardback, 376 pages, kõrgus x laius: 235x155 mm, kaal: 758 g, 126 Illustrations, black and white; XVIII, 376 p. 126 illus., 1 Hardback
  • Sari: Springer Series on Agent Technology
  • Ilmumisaeg: 18-Nov-2005
  • Kirjastus: Springer-Verlag Berlin and Heidelberg GmbH & Co. K
  • ISBN-10: 3540212035
  • ISBN-13: 9783540212034
Teised raamatud teemal:
Anything happens must have its own reason . Although I cannot really recall exactly when I heard of this statement for the first time, it is always in my mind and in fact it has been one of the motivations for me to carry out research and study. When I asked myself again about the purpose of writing this book at the time of writing this preface, several add on rea sons that had never occurred to me at the start of writing this book in the spring of 2003 surprisingly came up. Back then, when I was preparing the progress report for the iJADE (2. 0) project, a fuzzy idea of whether it was feasible to write a book on intelli gent agents came to my mind. This book not only would discuss and deal with the theory but also the spin off applications from the iJADE pro ject, including: the iJADE WeatherMan, the iJADE Stock Advisor, the iJADE Surveillant and the latest works on iJADE Negotiator. The fact that I had to launch the iJADE development kit officially over the Web in the summer of 2003 (http://www. ijadk. org) and to arrange courses and semi nars to teach and train our undergraduate students to make use of this tool kit further supported the idea and the future use of this book. Hence, the archetype of this book emerged.
Introduction
1(10)
The Coming of the Age of Intelligent Agents
1(3)
The Structure of This Book
4(1)
Outline of Each
Chapter
5(5)
Readers of This Book
10(1)
Concluding Remarks
10(1)
Part I -- Concepts and Theories
11(152)
The Search for Human Intelligence
13(42)
What Is Intelligence?
14(2)
The Philosophical View on Intelligence
16(18)
Introduction -- The Search for Intelligence and Ultimate Knowledge
16(1)
The Traditional Philosophical View of Knowledge -- Belief, Truth and Justification
17(2)
Rationalistic Versus Empiristic View of Knowledge
19(3)
Kant's Critique of Pure Reason and the Theory of Knowledge
22(4)
Russell's View of Knowledge
26(1)
Krishnamurti's The Awakening of Intelligence -- Thought Versus Intelligence
27(1)
Lee's Theory on Knowledge and Intelligence -- The Unification Theory of Senses and Experiences
28(6)
The Cognitive-Scientific View on Intelligence
34(11)
The Cognitive-Scientific Definition of Intelligence
34(1)
Spearman's Model of the Nature of Intelligence
35(1)
Piaget's Psychology of Intelligence
35(1)
Major Approaches of Intelligence -- From Psychometric Approach to Latest Studies
36(1)
Gardner's Theory on Multiple Intelligence
37(1)
Lee's Unification Theory of Senses and Experiences -- The Psychological Interpretation
38(7)
The Neuroscience and Neurophysiology View on Intelligence
45(9)
The Major Challenges of Mind Science (The Exploration of the Mind from the Neuroscience Perspective)
46(1)
A Brief History -- The Search for Intelligence in Neuroscience
46(3)
Contemporary Research in Mind Science -- From Neural Oscillators to the ``Chaos in the Brain''
49(2)
The Neuroscientific and Neurophysiological Implications of the Unification Theory of Senses and Experiences
51(2)
Summary
53(1)
Concluding Remarks
54(1)
From AI to IA -- The Emergence of Agent Technology
55(28)
What is AI?
56(1)
A Brief History of AI
57(7)
The Dartmouth Meeting (1956) -- The Birth of AI
57(1)
The Turing Test -- A Prelude of AI
58(1)
Strong Versus Weak AI
59(1)
Searle's Chinese Room Thought Experiment
60(1)
Development of AI in the Late 1970s
61(1)
The ``Reincarnation'' of Neural Networks in the Late 1980s
62(1)
The Birth of IAs in the Late 1990s
63(1)
An Overview of the Classification of AI Technologies
64(3)
AI -- Where to Go?
67(1)
The Coming of the Age of IAs
68(5)
What Is an IA? -- A ``Right'' Place to Start
68(2)
The Emergence of Agent Technology -- The Idea of Portable Intelligence
70(3)
The Ten Basic Requirements of IAs
73(1)
The Contemporary Variety of IAs
74(1)
The Conceptual Model of IAs
75(6)
The BFI Agent Intellectual Conceptual Model
76(3)
The Agent Development Conceptual Model (GIA vs. TIA)
79(2)
Major Challenges and Threats of Agent Technology
81(1)
Concluding Remarks
82(1)
AI Techniques for Agent Construction
83(80)
The World of Fuzziness, Chaos, and Uncertainty
84(1)
Fuzzy Logic
85(14)
What is Fuzzy Logic?
85(1)
Fuzzy Theory and the Uncertainty Principle
86(1)
Fuzzy Logic -- A Structural Overview
87(6)
Fuzzy Reasoning -- A Case Study on Fuzzy Air-conditioning Control System
93(4)
Applications of Fuzzy Logic
97(2)
Neural Networks-the ``Brain'' of IAs
99(13)
Neural Networks -- Background
99(1)
ANN Architecture
100(2)
Classification of Neural Networks
102(2)
Associative Memory Neural Networks: Auto-associative Networks
104(2)
Hopfield Networks
106(2)
Multilayer Feedforward Backpropagation Networks (FFBPNs)
108(3)
Neural Networks -- Where to Go?
111(1)
Genetic Algorithms -- the Nature of Evolution
112(5)
Genetic Algorithms -- Basic Principle
112(1)
Population Initialization
113(1)
Fitness Evaluation
114(1)
Parent Selection Scheme
114(1)
Crossover and Mutation
114(1)
Implementation of GAs
115(1)
Hybridization of GA with Neural Networks
115(2)
Chaos Theory--The World of Nonlinear Dynamics
117(11)
Chaos Theory -- The Study of Nonlinear Dynamics
117(1)
Battle Between two Worlds: Deterministic Versus Probabilistic
118(2)
A Snapshot of Chaos Theory
120(2)
Characteristics of Chaos Systems
122(4)
Chaos Theory Versus Uncertainty Principle
126(1)
Current Work on Chaos Theory
127(1)
Chaotic Neural Networks and the Lee-Oscillator
128(29)
Chaotic Neural Oscillators -- An overview
129(6)
The Lee-Oscillator
135(6)
The Lee-Associator
141(2)
System Implementation and Experimental Results
143(6)
Progressive Memory Recalling Scheme of the Lee-Associator and Its Biological and Psychological Implications
149(7)
Related Work
156(1)
Conclusion
156(1)
Concluding Remarks
157(3)
Further Reading
160(3)
Part II -- Applications of Intelligent Agents Using iJADK
163(184)
The Design and Implementation of an Intelligent Agent-Based System Using iJADK
165(26)
Introduction
166(2)
iJADE -- System Framework
168(4)
iJADE Architecture
168(2)
Application Layer
170(1)
Conscious (Intelligent) Layer
171(1)
Technology Layer
171(1)
Supporting Layer
171(1)
iJADK Architecture
172(7)
Introduction to iJADK
172(1)
Basic Components of iJADK
173(3)
Internal Operations of iJADK
176(3)
Agent Programming Over the iJADK Platform
179(6)
User Interface
180(2)
Agent Class
182(2)
LifeCycleManager
184(1)
RuntimeAgent
185(1)
Sample iJADE Agents
185(4)
HelloWorldAgent
185(1)
HelloWorldAgent2
186(1)
TalkAgent
187(2)
Latest Works of iJADE
189(1)
Summary
189(2)
iJADE WShopper -- Intelligent Mobile Shopping Based on Fuzzy-Neuro Shopping Agents
191(18)
Introduction
192(1)
WAP Technology
193(2)
WAP Technology -- From Web to MEB
193(1)
Constraints for Contemporary WAP Technology on MEB
194(1)
iJADE WShopper -- System Framework
195(4)
iJADE WShopper -- System Overview
195(1)
iJADE WShopper for M-shopping -- System Components
195(4)
Experimental Results
199(8)
Introduction
199(2)
The RTT Test
201(2)
The PS Test
203(1)
The iWSAS Test
204(3)
Conclusion
207(1)
Related Work
208(1)
Migration to the J2ME Platform
208(1)
Incorporate Other AI Capabilities in the Shopper Agents -- iJADE Negotiator
208(1)
iJADE WeatherMAN -- A Weather Forecasting Agent Using the Fuzzy Neural Network Model
209(22)
Introduction
210(1)
Weather Prediction Using a Fuzzy-Neuro Model
211(1)
iJADE WeatherMAN -- System Overview
212(7)
User Requirement Definition Scheme (URDS) and Weather Reporting Scheme (WRS)
214(1)
Data Collection Scheme (DCS)
215(1)
Variable Selection and Transformation Scheme (VSTS)
216(1)
Fuzzy-Neuro Training and Prediction Scheme (FNTPS)
217(2)
iJADE WeatherMAN -- System Implementation
219(4)
iJADE WeatherMAN Weather Site
219(1)
Central Agent/Test Agent
220(2)
iJADE WeatherMan Place
222(1)
iJADE WeatherMan Agent
222(1)
iJADE Weather Forecaster Place
222(1)
iJADE Forecaster Agent
223(1)
Experimental Results
223(4)
Evaluation Considerations
224(1)
Average Classification Rate
224(1)
Model Performance
225(1)
The HKO Forecast
226(1)
Conclusion
227(2)
Future Work
229(2)
iJADE Stock Advisor -- An Intelligent Agent-Based Stock Prediction System Using the Hybrid RBF Recurrent Network
231(24)
Introduction
232(2)
Stock Advisory and Prediction System -- A General Overview
234(6)
Stochastic Indicator
235(1)
Relative Strength Index (RSI)
236(2)
Money Flow
238(1)
Moving Average
238(1)
Support and Resistant Lines (Trendlines)
238(1)
Trend Generalization
239(1)
iJADE Stock Advisor -- System Framework
240(5)
iJADE Stock Advisor -- System Overview
240(2)
Stock Prediction Using the HRBF model
242(3)
Experimental Results
245(7)
Parameter Selection Scheme in HRBFN
245(1)
Round-Trip-Time (RTT) Test
246(1)
Long- and Short-Term Prediction, Window Size Evaluation Test
247(3)
Stock Prediction Performance Test
250(2)
Summary
252(3)
iJADE Surveillant -- A Multi-resolution Neuro-oscillatory Agent-Based Surveillance System
255(32)
Introduction
256(1)
Surveillance System -- An Overview
257(4)
Background
257(1)
Scene Analysis
257(3)
Human Face Recognition
260(1)
Supporting Technologies
261(3)
MPEG-7 -- System Overview
262(1)
MPEG-7 Model
263(1)
The Latest MPEG-7 Development Work on Visual Object Modeling
263(1)
iJADE Surveillant -- System Overview
264(10)
iJADE Surveillant -- System Architecture
264(2)
Automatic Multi-resolution Scene Segmentation Scheme Using the CNOW Model
266(5)
Automatic Human Face Detection and Contour Features Extraction Using the ACM
271(2)
Invariant Human Face Recognition Using the EGDLM
273(1)
System Implementation
274(11)
Automatic Color Scene Segmentation Scheme
275(3)
Invariant Human Face Recognition Scheme
278(4)
Facial Pattern Occlusion and Distortion Test
282(1)
Performance Analysis
283(2)
Conclusion
285(2)
iJADE Negotiator -- An Intelligent Fuzzy Agent-Based Negotiation System for Internet Shopping
287(32)
Introduction
288(1)
Negotiation Systems -- An Overview
289(3)
iJADE Negotiator -- System Architecture
292(20)
iJADE Negotiator -- System Overview
292(1)
iJADE Negotiator -- Main Functional Modules
293(3)
iJADE Negotiator -- Intelligent Negotiation Strategy and Negotiation Protocol
296(16)
iJADE Negotiator -- System Implementation
312(5)
System Implementation
312(1)
Experimental Results
313(4)
Conclusion
317(2)
Future Agent Technology -- Modern Ontology and Ontological Agent Technologies (OAT)
319(28)
What Is Ontology?
320(14)
Ontology -- Theories of Existence
321(4)
Universals Versus Particulars
325(1)
Ontology -- The World of Universal
326(5)
Ontological View of the Nature of Existence
331(1)
Impact of Ontology on Modern AI
332(2)
Modern Ontology and Ontological Agents
334(4)
The Theoretical Foundation of OAT -- Conceptualization Theory
334(2)
Characteristics of Ontological Agents
336(1)
Potential Applications of OAT
337(1)
Summary
337(1)
Cogito iJADE Project
338(8)
Cogito iJADE -- A New Era of Self-aware IAs
338(2)
Cogito iJADE -- A System Overview
340(3)
Latest Works of Cogito Agents
343(3)
Agent Technology -- The Future
346(1)
Appendix: iJADK 2.0 API 347(6)
References 353(16)
Index 369(6)
About the Author 375