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1 | (10) |
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The Coming of the Age of Intelligent Agents |
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1 | (3) |
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The Structure of This Book |
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4 | (1) |
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5 | (5) |
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10 | (1) |
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10 | (1) |
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Part I -- Concepts and Theories |
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11 | (152) |
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The Search for Human Intelligence |
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13 | (42) |
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14 | (2) |
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The Philosophical View on Intelligence |
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16 | (18) |
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Introduction -- The Search for Intelligence and Ultimate Knowledge |
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16 | (1) |
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The Traditional Philosophical View of Knowledge -- Belief, Truth and Justification |
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17 | (2) |
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Rationalistic Versus Empiristic View of Knowledge |
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19 | (3) |
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Kant's Critique of Pure Reason and the Theory of Knowledge |
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22 | (4) |
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Russell's View of Knowledge |
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26 | (1) |
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Krishnamurti's The Awakening of Intelligence -- Thought Versus Intelligence |
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27 | (1) |
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Lee's Theory on Knowledge and Intelligence -- The Unification Theory of Senses and Experiences |
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28 | (6) |
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The Cognitive-Scientific View on Intelligence |
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34 | (11) |
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The Cognitive-Scientific Definition of Intelligence |
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34 | (1) |
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Spearman's Model of the Nature of Intelligence |
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35 | (1) |
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Piaget's Psychology of Intelligence |
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35 | (1) |
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Major Approaches of Intelligence -- From Psychometric Approach to Latest Studies |
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36 | (1) |
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Gardner's Theory on Multiple Intelligence |
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37 | (1) |
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Lee's Unification Theory of Senses and Experiences -- The Psychological Interpretation |
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38 | (7) |
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The Neuroscience and Neurophysiology View on Intelligence |
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45 | (9) |
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The Major Challenges of Mind Science (The Exploration of the Mind from the Neuroscience Perspective) |
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46 | (1) |
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A Brief History -- The Search for Intelligence in Neuroscience |
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46 | (3) |
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Contemporary Research in Mind Science -- From Neural Oscillators to the ``Chaos in the Brain'' |
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49 | (2) |
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The Neuroscientific and Neurophysiological Implications of the Unification Theory of Senses and Experiences |
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51 | (2) |
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53 | (1) |
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54 | (1) |
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From AI to IA -- The Emergence of Agent Technology |
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55 | (28) |
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56 | (1) |
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57 | (7) |
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The Dartmouth Meeting (1956) -- The Birth of AI |
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57 | (1) |
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The Turing Test -- A Prelude of AI |
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58 | (1) |
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59 | (1) |
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Searle's Chinese Room Thought Experiment |
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60 | (1) |
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Development of AI in the Late 1970s |
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61 | (1) |
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The ``Reincarnation'' of Neural Networks in the Late 1980s |
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62 | (1) |
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The Birth of IAs in the Late 1990s |
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63 | (1) |
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An Overview of the Classification of AI Technologies |
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64 | (3) |
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67 | (1) |
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The Coming of the Age of IAs |
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68 | (5) |
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What Is an IA? -- A ``Right'' Place to Start |
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68 | (2) |
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The Emergence of Agent Technology -- The Idea of Portable Intelligence |
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70 | (3) |
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The Ten Basic Requirements of IAs |
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73 | (1) |
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The Contemporary Variety of IAs |
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74 | (1) |
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The Conceptual Model of IAs |
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75 | (6) |
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The BFI Agent Intellectual Conceptual Model |
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76 | (3) |
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The Agent Development Conceptual Model (GIA vs. TIA) |
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79 | (2) |
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Major Challenges and Threats of Agent Technology |
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81 | (1) |
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82 | (1) |
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AI Techniques for Agent Construction |
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83 | (80) |
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The World of Fuzziness, Chaos, and Uncertainty |
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84 | (1) |
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85 | (14) |
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85 | (1) |
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Fuzzy Theory and the Uncertainty Principle |
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86 | (1) |
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Fuzzy Logic -- A Structural Overview |
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87 | (6) |
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Fuzzy Reasoning -- A Case Study on Fuzzy Air-conditioning Control System |
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93 | (4) |
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Applications of Fuzzy Logic |
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97 | (2) |
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Neural Networks-the ``Brain'' of IAs |
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99 | (13) |
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Neural Networks -- Background |
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99 | (1) |
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100 | (2) |
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Classification of Neural Networks |
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102 | (2) |
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Associative Memory Neural Networks: Auto-associative Networks |
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104 | (2) |
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106 | (2) |
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Multilayer Feedforward Backpropagation Networks (FFBPNs) |
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108 | (3) |
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Neural Networks -- Where to Go? |
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111 | (1) |
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Genetic Algorithms -- the Nature of Evolution |
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112 | (5) |
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Genetic Algorithms -- Basic Principle |
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112 | (1) |
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Population Initialization |
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113 | (1) |
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114 | (1) |
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114 | (1) |
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114 | (1) |
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115 | (1) |
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Hybridization of GA with Neural Networks |
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115 | (2) |
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Chaos Theory--The World of Nonlinear Dynamics |
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117 | (11) |
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Chaos Theory -- The Study of Nonlinear Dynamics |
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117 | (1) |
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Battle Between two Worlds: Deterministic Versus Probabilistic |
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118 | (2) |
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A Snapshot of Chaos Theory |
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120 | (2) |
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Characteristics of Chaos Systems |
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122 | (4) |
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Chaos Theory Versus Uncertainty Principle |
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126 | (1) |
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Current Work on Chaos Theory |
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127 | (1) |
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Chaotic Neural Networks and the Lee-Oscillator |
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128 | (29) |
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Chaotic Neural Oscillators -- An overview |
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129 | (6) |
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135 | (6) |
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141 | (2) |
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System Implementation and Experimental Results |
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143 | (6) |
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Progressive Memory Recalling Scheme of the Lee-Associator and Its Biological and Psychological Implications |
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149 | (7) |
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156 | (1) |
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156 | (1) |
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157 | (3) |
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160 | (3) |
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Part II -- Applications of Intelligent Agents Using iJADK |
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163 | (184) |
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The Design and Implementation of an Intelligent Agent-Based System Using iJADK |
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165 | (26) |
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166 | (2) |
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iJADE -- System Framework |
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168 | (4) |
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168 | (2) |
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170 | (1) |
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Conscious (Intelligent) Layer |
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171 | (1) |
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171 | (1) |
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171 | (1) |
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172 | (7) |
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172 | (1) |
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Basic Components of iJADK |
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173 | (3) |
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Internal Operations of iJADK |
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176 | (3) |
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Agent Programming Over the iJADK Platform |
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179 | (6) |
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180 | (2) |
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182 | (2) |
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184 | (1) |
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185 | (1) |
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185 | (4) |
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185 | (1) |
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186 | (1) |
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187 | (2) |
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189 | (1) |
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189 | (2) |
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iJADE WShopper -- Intelligent Mobile Shopping Based on Fuzzy-Neuro Shopping Agents |
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191 | (18) |
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192 | (1) |
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193 | (2) |
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WAP Technology -- From Web to MEB |
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193 | (1) |
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Constraints for Contemporary WAP Technology on MEB |
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194 | (1) |
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iJADE WShopper -- System Framework |
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195 | (4) |
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iJADE WShopper -- System Overview |
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195 | (1) |
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iJADE WShopper for M-shopping -- System Components |
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195 | (4) |
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199 | (8) |
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199 | (2) |
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201 | (2) |
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203 | (1) |
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204 | (3) |
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207 | (1) |
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208 | (1) |
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Migration to the J2ME Platform |
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208 | (1) |
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Incorporate Other AI Capabilities in the Shopper Agents -- iJADE Negotiator |
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208 | (1) |
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iJADE WeatherMAN -- A Weather Forecasting Agent Using the Fuzzy Neural Network Model |
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209 | (22) |
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210 | (1) |
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Weather Prediction Using a Fuzzy-Neuro Model |
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211 | (1) |
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iJADE WeatherMAN -- System Overview |
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212 | (7) |
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User Requirement Definition Scheme (URDS) and Weather Reporting Scheme (WRS) |
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214 | (1) |
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Data Collection Scheme (DCS) |
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215 | (1) |
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Variable Selection and Transformation Scheme (VSTS) |
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216 | (1) |
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Fuzzy-Neuro Training and Prediction Scheme (FNTPS) |
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217 | (2) |
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iJADE WeatherMAN -- System Implementation |
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219 | (4) |
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iJADE WeatherMAN Weather Site |
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219 | (1) |
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220 | (2) |
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222 | (1) |
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222 | (1) |
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iJADE Weather Forecaster Place |
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222 | (1) |
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223 | (1) |
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223 | (4) |
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Evaluation Considerations |
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224 | (1) |
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Average Classification Rate |
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224 | (1) |
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225 | (1) |
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226 | (1) |
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227 | (2) |
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229 | (2) |
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iJADE Stock Advisor -- An Intelligent Agent-Based Stock Prediction System Using the Hybrid RBF Recurrent Network |
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231 | (24) |
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232 | (2) |
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Stock Advisory and Prediction System -- A General Overview |
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234 | (6) |
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235 | (1) |
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Relative Strength Index (RSI) |
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236 | (2) |
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238 | (1) |
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238 | (1) |
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Support and Resistant Lines (Trendlines) |
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238 | (1) |
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239 | (1) |
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iJADE Stock Advisor -- System Framework |
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240 | (5) |
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iJADE Stock Advisor -- System Overview |
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240 | (2) |
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Stock Prediction Using the HRBF model |
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242 | (3) |
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245 | (7) |
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Parameter Selection Scheme in HRBFN |
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245 | (1) |
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Round-Trip-Time (RTT) Test |
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246 | (1) |
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Long- and Short-Term Prediction, Window Size Evaluation Test |
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247 | (3) |
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Stock Prediction Performance Test |
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250 | (2) |
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252 | (3) |
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iJADE Surveillant -- A Multi-resolution Neuro-oscillatory Agent-Based Surveillance System |
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255 | (32) |
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256 | (1) |
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Surveillance System -- An Overview |
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257 | (4) |
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257 | (1) |
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257 | (3) |
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260 | (1) |
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261 | (3) |
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MPEG-7 -- System Overview |
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262 | (1) |
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263 | (1) |
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The Latest MPEG-7 Development Work on Visual Object Modeling |
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263 | (1) |
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iJADE Surveillant -- System Overview |
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264 | (10) |
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iJADE Surveillant -- System Architecture |
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264 | (2) |
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Automatic Multi-resolution Scene Segmentation Scheme Using the CNOW Model |
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266 | (5) |
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Automatic Human Face Detection and Contour Features Extraction Using the ACM |
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271 | (2) |
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Invariant Human Face Recognition Using the EGDLM |
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273 | (1) |
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274 | (11) |
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Automatic Color Scene Segmentation Scheme |
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275 | (3) |
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Invariant Human Face Recognition Scheme |
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278 | (4) |
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Facial Pattern Occlusion and Distortion Test |
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282 | (1) |
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283 | (2) |
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285 | (2) |
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iJADE Negotiator -- An Intelligent Fuzzy Agent-Based Negotiation System for Internet Shopping |
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287 | (32) |
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288 | (1) |
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Negotiation Systems -- An Overview |
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289 | (3) |
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iJADE Negotiator -- System Architecture |
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292 | (20) |
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iJADE Negotiator -- System Overview |
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292 | (1) |
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iJADE Negotiator -- Main Functional Modules |
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293 | (3) |
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iJADE Negotiator -- Intelligent Negotiation Strategy and Negotiation Protocol |
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296 | (16) |
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iJADE Negotiator -- System Implementation |
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312 | (5) |
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312 | (1) |
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313 | (4) |
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317 | (2) |
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Future Agent Technology -- Modern Ontology and Ontological Agent Technologies (OAT) |
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319 | (28) |
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320 | (14) |
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Ontology -- Theories of Existence |
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321 | (4) |
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Universals Versus Particulars |
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325 | (1) |
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Ontology -- The World of Universal |
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326 | (5) |
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Ontological View of the Nature of Existence |
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331 | (1) |
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Impact of Ontology on Modern AI |
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332 | (2) |
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Modern Ontology and Ontological Agents |
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334 | (4) |
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The Theoretical Foundation of OAT -- Conceptualization Theory |
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334 | (2) |
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Characteristics of Ontological Agents |
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336 | (1) |
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Potential Applications of OAT |
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337 | (1) |
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337 | (1) |
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338 | (8) |
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Cogito iJADE -- A New Era of Self-aware IAs |
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338 | (2) |
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Cogito iJADE -- A System Overview |
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340 | (3) |
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Latest Works of Cogito Agents |
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343 | (3) |
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Agent Technology -- The Future |
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346 | (1) |
Appendix: iJADK 2.0 API |
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347 | (6) |
References |
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353 | (16) |
Index |
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369 | (6) |
About the Author |
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375 | |