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xix | |
Preface to the First Edition |
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xxiii | |
Introduction to the Second Edition |
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xxv | |
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1 Bridging the Category Divide: Introduction to the First Edition |
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1 | (20) |
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1 | (1) |
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1.2 Organization of the Book |
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2 | (6) |
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8 | (7) |
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1.4 Bridging the Category Divide |
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15 | (6) |
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17 | (4) |
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I CATEGORIZATION IN COGNITIVE SCIENCE |
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2 To Cognize is to Categorize: Cognition is Categorization |
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21 | (34) |
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23 | (1) |
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2.2 Invariant Sensorimotor Features ("Affordances") |
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23 | (1) |
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23 | (1) |
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24 | (1) |
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25 | (1) |
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26 | (1) |
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26 | (1) |
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2.8 Instrumental (Operant) Learning |
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27 | (1) |
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28 | (1) |
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2.10 Categorical Perception |
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28 | (1) |
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29 | (1) |
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2.12 Unsupervised Learning |
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30 | (1) |
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31 | (1) |
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2.14 Vanishing Intersections? |
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32 | (1) |
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2.15 Direct Sensorimotor Invariants |
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33 | (1) |
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2.16 Abstraction and Hearsay |
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34 | (1) |
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2.17 Abstraction and Amnesia |
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34 | (1) |
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2.18 Invariance and Recurrence |
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35 | (1) |
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2.19 Feature Selection and Weighting |
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36 | (1) |
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2.20 Discrimination Versus Categorization |
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37 | (1) |
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2.21 Receding and Feature Selection |
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38 | (2) |
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2.22 Learned Categorical Perception and the Whorf Hypothesis |
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40 | (3) |
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2.23 Uncertainty Reduction |
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43 | (1) |
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44 | (1) |
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2.25 Categorization is Abstraction |
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44 | (1) |
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2.26 Sensorimotor Grounding: Direct and Indirect |
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44 | (1) |
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2.27 The Adaptive Advantage of Language: Hearsay |
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45 | (1) |
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2.28 Grounding Instruction in Induction |
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46 | (1) |
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2.29 Numbers' Affordances |
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47 | (1) |
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2.30 Absolute Discriminables and Affordances |
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47 | (1) |
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2.31 Cognitive Science is Not Ontology |
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48 | (1) |
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2.32 "Abstract" Categories |
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48 | (1) |
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2.33 Cognition is Categorization |
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49 | (6) |
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49 | (3) |
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Appendix A There is Nothing Wrong With the "Classical Theory" of Categorization |
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52 | (2) |
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Appendix B Associationism Begs the Question of Categorization |
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54 | (1) |
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3 The Role of Top-Down and Bottom-Up Mechanisms in the Maintenance of the Self-Concept: A Behavioral and Neuroscience Review |
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55 | (20) |
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3.1 Bottom-Up Behavioral and Neurological Processes |
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57 | (6) |
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3.2 Top-Down Behavioral and Neurological Processes |
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63 | (5) |
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3.3 Top-Down and Bottom-Up Processes Influence One Another to Maintain the Self-Concept |
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68 | (2) |
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70 | (5) |
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71 | (4) |
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4 Categories and Cognitive Anthropology |
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75 | (32) |
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76 | (1) |
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4.2 Cognition and Culture, Universalism, and Relativism |
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77 | (1) |
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4.3 Paradigms and Taxonomies |
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78 | (8) |
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4.4 Kinship Terminologies |
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86 | (6) |
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92 | (4) |
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96 | (6) |
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4.7 Towards a Science of the Stimulus |
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102 | (5) |
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104 | (3) |
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107 | (20) |
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109 | (2) |
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5.2 Are Emotions Natural Kinds? |
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111 | (4) |
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115 | (5) |
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120 | (7) |
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121 | (1) |
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121 | (6) |
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6 Philosophical Analysis as Cognitive Psychology: The Importance of Empty Concepts |
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127 | (30) |
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128 | (1) |
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6.2 Misadventures of the Classical View |
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129 | (3) |
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6.3 Terminological Issues |
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132 | (3) |
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6.4 The Inadequacies of Externalism |
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135 | (6) |
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6.5 The Need for Internal Roles |
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141 | (6) |
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6.6 A Possible Convergence on a Positive Proposal |
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147 | (3) |
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150 | (7) |
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151 | (6) |
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II NEUROSCIENCE OF CATEGORIZATION AND CATEGORY LEARNING |
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7 Multiple Systems of Perceptual Category Learning: Theory and Cognitive Tests |
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157 | (32) |
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158 | (1) |
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7.2 Rule-Based Versus Information-Integration Category Learning Tasks |
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159 | (3) |
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162 | (16) |
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178 | (11) |
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180 | (1) |
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180 | (9) |
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8 The Neuropsychology of Perceptual Category Learning |
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189 | (38) |
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190 | (28) |
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218 | (9) |
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221 | (1) |
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221 | (6) |
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9 Categorization in Neuroscience: Brain Response to Objects and Events |
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227 | (26) |
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228 | (2) |
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9.2 Representing Object Categories in the Brain |
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230 | (5) |
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9.3 Acquiring Category Knowledge |
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235 | (5) |
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9.4 Categorizing Actions and Events |
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240 | (7) |
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247 | (6) |
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249 | (4) |
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10 Neural Regions Associated With Categorical Speech Perception and Production |
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253 | (18) |
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254 | (1) |
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10.2 Evidence for Categorical Speech Processing |
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255 | (3) |
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10.3 Prefrontal Regions and Motor Speech Categories |
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258 | (5) |
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10.4 Temporal---Parietal Regions and Acoustic Speech Categories |
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263 | (1) |
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10.5 Cerebellar Contributions to Categorical Production and Perception |
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264 | (2) |
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266 | (5) |
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267 | (4) |
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11 Food Perception and Categorization: From Food/No-Food to Different Types of Food |
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271 | (20) |
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11.1 Concepts and Categories |
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273 | (1) |
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11.2 Food Perception and Categorization |
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274 | (1) |
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11.3 Inside Food Categories |
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275 | (2) |
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11.4 Food Semantics and Neuropsychology |
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277 | (1) |
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11.5 Natural Food Versus Transformed Food |
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278 | (3) |
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11.6 Perceiver's Characteristics in Food Processing |
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281 | (1) |
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282 | (9) |
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283 | (8) |
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12 Semantic Categorization |
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291 | (22) |
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291 | (2) |
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12.2 The Notional Approach to Lexical Categories |
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293 | (1) |
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12.3 The Notional Approach to Lexical Subcategories |
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294 | (3) |
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12.4 Structural Approach to Semantic Categories |
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297 | (4) |
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12.5 Coordinators and Subordinators |
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301 | (7) |
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308 | (2) |
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310 | (3) |
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310 | (1) |
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311 | (2) |
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13 Emotion Categories Across Languages |
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313 | (40) |
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314 | (3) |
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13.2 Methods of Assessing Cultural Emotion Systems |
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317 | (21) |
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338 | (4) |
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13.4 Cross-Cultural Scenarios as a Tool to Compare Emotion Categories |
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342 | (6) |
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348 | (5) |
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350 | (1) |
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350 | (3) |
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14 Relations Between Language and Thought: Individuation and the Count/Mass Distinction |
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353 | (24) |
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354 | (3) |
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14.2 Strong Discontinuity Proposals |
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357 | (4) |
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14.3 Weak Discontinuity Proposals |
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361 | (6) |
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14.4 Material and Shape Cues in Labeling and Categorization |
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367 | (4) |
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371 | (6) |
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371 | (1) |
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371 | (6) |
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15 Event Categorization in Sign Languages |
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377 | (20) |
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15.1 Categorization in Spoken Languages |
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378 | (2) |
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15.2 Categorization of Events in Sign Languages |
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380 | (2) |
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15.3 Dual-Representation Languages |
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382 | (2) |
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15.4 Classifier Predicates as Polymorphemic |
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384 | (2) |
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15.5 The Double Life of Classifier Predicates |
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386 | (6) |
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15.6 Classifier Predicates as Demonstrative Predicates |
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392 | (3) |
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395 | (2) |
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396 | (1) |
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16 Semantic Categories in Acquisition |
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397 | (26) |
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398 | (1) |
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399 | (4) |
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403 | (2) |
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16.4 Adding Common Ground |
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405 | (1) |
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16.5 Conceptual Domains and Lexical Options |
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406 | (5) |
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16.6 Adding Meaning in the Course of Conversation |
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411 | (2) |
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16.7 Universals in Mapping? |
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413 | (3) |
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416 | (7) |
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417 | (6) |
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17 Atoms, Categorization, and Conceptual Change |
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423 | (16) |
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424 | (1) |
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17.2 Theories of Concepts |
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425 | (2) |
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17.3 The Ancient Concept of an Atom |
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427 | (1) |
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17.4 Revival of the Concept of the Atom |
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428 | (2) |
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17.5 Modern Development of the Concept of an Atom |
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430 | (3) |
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17.6 Theories and Meaning |
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433 | (2) |
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435 | (4) |
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435 | (4) |
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18 Lexical, Functional, Crossover, and Multifunctional Categories |
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439 | (32) |
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440 | (1) |
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18.2 Categories as Feature Bundles |
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441 | (4) |
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18.3 Categories and Phrase Structure |
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445 | (13) |
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18.4 Where do Categorial Distinctions Reside? |
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458 | (9) |
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467 | (4) |
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468 | (1) |
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468 | (3) |
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19 Isolating-Monocategorial-Associational Language |
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471 | (40) |
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472 | (1) |
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19.2 What IMA Language is Like |
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472 | (6) |
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19.3 Where IMA Language is Found |
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478 | (7) |
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485 | (20) |
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505 | (6) |
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507 | (1) |
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507 | (4) |
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20 Linguistic Categories in Language Contact: Modularity and Diversity |
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511 | (38) |
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20.1 Introduction: Modularity and Diversity |
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512 | (10) |
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522 | (10) |
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20.3 Lexical Categories in Borrowing |
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532 | (7) |
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20.4 Categories in Creole Language Formation |
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539 | (5) |
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544 | (5) |
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545 | (1) |
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545 | (4) |
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21 Syntactic Categorization in Sign Languages |
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549 | (18) |
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21.1 Categories Across Modalities |
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550 | (1) |
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21.2 Lexical vs. Functional Categories in Sign Languages |
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551 | (4) |
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21.3 Lexical Categories in Sign Languages |
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555 | (3) |
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21.4 Categorical Alternations in Sign Languages |
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558 | (4) |
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21.5 What are the Categorical Atoms? |
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562 | (5) |
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563 | (4) |
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22 Syntactic Categories in Child Language Acquisition: Innate, Induced, or Illusory? |
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567 | (14) |
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568 | (1) |
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22.2 Innate Syntactic Categories |
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569 | (2) |
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22.3 Induced Syntactic Categories |
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571 | (3) |
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22.4 Illusory Syntactic Categories |
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574 | (2) |
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576 | (5) |
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577 | (1) |
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577 | (4) |
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23 Syntactic Categories in Second Language Acquisition |
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581 | (26) |
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582 | (1) |
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23.2 Lexical and Functional Categories |
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582 | (1) |
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23.3 Lexical Categories in L2 Acquisition |
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583 | (2) |
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23.4 Functional Categories in Acquisition: Issues of Evidence |
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585 | (4) |
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23.5 Functional Categories in the L2 Initial State and in L2 Development |
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589 | (4) |
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23.6 Acquiring Versus Losing Categories and Features |
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593 | (5) |
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598 | (9) |
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599 | (8) |
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V DEVELOPMENT OF CATEGORIES |
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24 Constructing Race: How People Categorize Others and Themselves in Racial Terms |
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607 | (30) |
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24.1 Racial Phenotypicality |
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609 | (4) |
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613 | (1) |
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614 | (2) |
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616 | (2) |
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24.5 Observer Differences in Personality and Motivation |
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618 | (1) |
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24.6 Observer Differences in Familiarity With Racial Groups |
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619 | (2) |
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24.7 The Development of Racial Categorizations |
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621 | (2) |
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623 | (1) |
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24.9 Methodological Developments |
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624 | (2) |
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24.10 Emerging Theoretical Perspectives |
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626 | (3) |
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629 | (8) |
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629 | (8) |
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25 How Experience Affects Infants' Facial Categorization |
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637 | (16) |
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25.1 Categorization of Faces Based on Gender |
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640 | (3) |
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25.2 Categorization of Faces Within the Two Gender Categories |
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643 | (3) |
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25.3 Categorization of Faces Based on Race |
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646 | (3) |
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649 | (4) |
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649 | (4) |
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26 The Development of Object Categories: What, When, and How? |
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653 | (20) |
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654 | (1) |
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26.2 Object Categorization |
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655 | (1) |
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26.3 Methods for Studying Object Categorization in Early Childhood |
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655 | (2) |
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26.4 The Development of Categorization in Early Childhood |
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657 | (5) |
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26.5 Is Language a Facilitator of Category Formation? |
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662 | (2) |
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664 | (9) |
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666 | (7) |
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27 Categorization and Aging |
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673 | (14) |
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27.1 Categorization in Normal Aging and Dementia |
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674 | (3) |
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27.2 The Role of Cognitive Control in Categorization |
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677 | (2) |
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27.3 Effects of Semantic Categorization on Cognitive Control |
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679 | (3) |
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682 | (5) |
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682 | (5) |
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28 Auditory and Phonetic Category Formation |
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687 | (22) |
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688 | (2) |
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28.2 Testing Category Learning |
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690 | (3) |
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28.3 Learning of Nonspeech Categories |
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693 | (6) |
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28.4 Learning of Speech Categories |
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699 | (5) |
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704 | (5) |
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706 | (3) |
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29 Perceptual and Abstract Category Learning in Pigeons |
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709 | (26) |
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710 | (2) |
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29.2 Perceptual or Similarity-Based Category Learning |
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712 | (6) |
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29.3 Abstract or Relational Category Learning |
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718 | (4) |
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29.4 The Role of Number of Items in Category Learning |
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722 | (2) |
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29.5 Perceptual Versus Abstract Processes |
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724 | (4) |
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728 | (7) |
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729 | (6) |
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VI GROUNDING AND CATEGORIES IN PERCEPTION AND INFERENCE |
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30 Situated Conceptualization |
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735 | (38) |
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736 | (2) |
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30.2 Grounding the Conceptual System in the Modalities |
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738 | (8) |
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746 | (18) |
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764 | (9) |
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767 | (1) |
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767 | (6) |
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31 The Construction of Category Membership Judgments: Towards a Distributed Model |
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773 | (22) |
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774 | (1) |
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775 | (1) |
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31.3 Subsequent Proposals |
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776 | (1) |
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777 | (1) |
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31.5 The Self-Consistency Model of Subjective Confidence |
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778 | (3) |
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781 | (6) |
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31.7 The Effects of Context on Category Membership Decisions |
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787 | (2) |
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789 | (6) |
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791 | (1) |
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791 | (4) |
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32 Connectionist and Robotics Approaches to Grounding Symbols in Perceptual and Sensorimotor Categories |
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795 | (24) |
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32.1 Cognitive Symbol Grounding |
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796 | (5) |
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32.2 Linking Vision and Language: Connectionist Approaches to Category Learning and Symbol Grounding |
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801 | (6) |
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32.3 Linking Vision, Action, and Language: Embodied Approaches to Language Learning and Evolution |
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807 | (6) |
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32.4 Discussion and Conclusion |
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813 | (6) |
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816 | (3) |
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33 Embodied Categorization |
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819 | (32) |
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33.1 Introduction: Embodied Categorization |
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820 | (3) |
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33.2 Purely Reactive Categorizers |
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823 | (5) |
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33.3 Reactive Categorizers that Learn |
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828 | (2) |
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33.4 Representing Categorizers |
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830 | (3) |
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33.5 Emulating and Simulating Categorizers |
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833 | (9) |
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33.6 Analogizing Categorizers |
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842 | (2) |
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33.7 Linguistic Categorizers |
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844 | (1) |
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845 | (6) |
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846 | (1) |
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846 | (5) |
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34 The Construction of Perceptual and Semantic Features During Category Learning |
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851 | (32) |
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34.1 The Construction of Perceptual and Semantic Features During Category Learning |
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852 | (1) |
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34.2 Concept Learning and Perception |
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853 | (12) |
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34.3 Semantic Reorganization During Category Learning |
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865 | (8) |
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34.4 Conclusions to Semantic Reorganization |
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873 | (1) |
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34.5 Integrating Perceptual and Semantic Reorganization |
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874 | (9) |
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879 | (1) |
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879 | (4) |
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35 Categorization, Reasoning, and Memory From a Neo-Logical Point of View |
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883 | (22) |
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35.1 Order, Information, and Categories |
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884 | (1) |
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35.2 Inferences, Arguments, and Information |
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885 | (1) |
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35.3 Logical and Creative Arguments |
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886 | (1) |
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35.4 Types of Creative Arguments |
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887 | (2) |
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35.5 Two Hardly Compatible Views in Cognitive Science |
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889 | (1) |
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35.6 Experiments on Memory and Logical Competence |
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890 | (3) |
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35.7 Logical Weakness and Classification of Errors |
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893 | (2) |
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35.8 A New Theory of Logical Error and Logical Competence |
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895 | (1) |
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35.9 The Cognitive Functions of Logic |
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896 | (2) |
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35.10 Corrective Inferences and Cognitive Progress |
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898 | (2) |
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35.11 The Fundamental Cognitive Function of Logical Reasoning |
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900 | (1) |
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35.12 The Mind as a Dynamic System: Inference and Memory |
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901 | (1) |
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35.13 General Conclusions: Categorization, Reasoning, and Memory |
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901 | (4) |
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903 | (2) |
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36 The Time Course of Object, Scene, and Face Categorization |
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|
905 | (26) |
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|
|
|
|
36.1 A Model of Categorization |
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906 | (3) |
|
36.2 The Basic-Level Literature |
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|
909 | (1) |
|
36.3 The Need for Flexibility and a Paradox |
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|
910 | (3) |
|
36.4 Categorization as an Iterative Process |
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|
913 | (9) |
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|
922 | (9) |
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|
924 | (7) |
|
37 The Return of Concept Empiricism |
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931 | (22) |
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|
932 | (1) |
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|
933 | (13) |
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37.3 The Abstract Ideas Objections |
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|
946 | (7) |
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|
949 | (4) |
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VII MACHINE CATEGORY LEARNING AND DATA MINING |
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|
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38 Category Formation in Self-Organizing Embodied Agents |
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|
953 | (24) |
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|
954 | (1) |
|
|
955 | (1) |
|
38.3 Categories Emerging From the Interaction Between the Agent and the Environment |
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|
955 | (8) |
|
38.4 Action-Mediated Sensory States |
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|
963 | (7) |
|
38.5 Integrating Sensorimotor Information Over Time and the Emergence of Complex Internal Categories |
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|
970 | (4) |
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|
974 | (3) |
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|
974 | (1) |
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|
974 | (3) |
|
39 Concept Learning and Nonmonotonic Reasoning |
|
|
977 | (24) |
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|
39.1 The Role of Concepts |
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978 | (1) |
|
39.2 Three Kinds of Cognitive Representations |
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|
979 | (1) |
|
39.3 Learning in Symbolic Systems |
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|
979 | (1) |
|
39.4 Learning in Connectionist Systems |
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|
980 | (1) |
|
39.5 Conceptual Spaces as a Representational Framework |
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|
981 | (2) |
|
39.6 The Origin of Quality Dimensions |
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|
983 | (2) |
|
39.7 Properties and Concepts |
|
|
985 | (2) |
|
39.8 Prototypes and Conceptual Spaces |
|
|
987 | (1) |
|
39.9 Learning in Conceptual Spaces |
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|
988 | (3) |
|
39.10 The Role of Similarity in Learning |
|
|
991 | (2) |
|
39.11 Nonmonotonic Aspects of Concepts |
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|
993 | (4) |
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|
997 | (4) |
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|
997 | (4) |
|
40 Categorization in Symbolic Data Analysis |
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|
1001 | (28) |
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1003 | (2) |
|
40.2 Categories, Concepts, and Symbolic Data |
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1005 | (4) |
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40.3 Symbolic Data Tables and Their Background Knowledge, Concepts, and Categories |
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|
1009 | (3) |
|
40.4 Modeling Concepts by "Symbolic Objects," With Certain Philosophical Aspects |
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|
1012 | (5) |
|
40.5 Tools for Symbolic Objects |
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|
1017 | (3) |
|
40.6 Underlying Structures of Symbolic Objects |
|
|
1020 | (2) |
|
40.7 Steps and Tools for Symbolic Data Analysis |
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|
1022 | (2) |
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|
1024 | (1) |
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|
1025 | (4) |
|
|
1025 | (1) |
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|
1025 | (4) |
|
41 An Information-Based Discussion of Borderline Cases in Categorization: Six Scenarios Leading to Vagueness |
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|
1029 | (24) |
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|
|
|
|
1030 | (2) |
|
41.2 The Information Framework |
|
|
1032 | (1) |
|
41.3 Classical Versus Gradual Properties |
|
|
1033 | (6) |
|
41.4 Precisely Defined Versus Ill-Defined Properties |
|
|
1039 | (3) |
|
41.5 Refining Precisely Defined Properties Using Closeness Relations |
|
|
1042 | (1) |
|
41.6 Single Agent Versus Multiple Agents |
|
|
1043 | (2) |
|
41.7 Ill-Known Attribute Values and Twofold Sets |
|
|
1045 | (1) |
|
41.8 Approximately Described Sets |
|
|
1046 | (1) |
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|
1047 | (6) |
|
|
1048 | (5) |
|
42 The Neurodynamics of Categorization: Critical Challenges and Proposed Solutions |
|
|
1053 | (24) |
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|
|
|
|
1054 | (2) |
|
42.2 Recurrent Auto-Associative Memory (RAM) |
|
|
1056 | (2) |
|
42.3 The Problem of Divergence |
|
|
1058 | (1) |
|
42.4 The Solution of Dual Hebbian/Anti-Hebbian Learning |
|
|
1059 | (2) |
|
42.5 The Solution of Using a Nonlinear Model |
|
|
1061 | (2) |
|
42.6 The Problem of Being Only Auto-Associative Memory |
|
|
1063 | (1) |
|
42.7 The Solution of Using Heteroassociative Memory |
|
|
1063 | (2) |
|
42.8 The Problem of a Limited Storage Capacity and Tolerance to Noise |
|
|
1065 | (1) |
|
42.9 Bidirectionnal Heteroassociative Memory |
|
|
1065 | (1) |
|
42.10 The Problem of Noise |
|
|
1066 | (1) |
|
42.11 The Solution of Dimensionality Reduction |
|
|
1067 | (3) |
|
|
1070 | (2) |
|
42.13 Prototype Development Task |
|
|
1072 | (1) |
|
|
1073 | (4) |
|
|
1074 | (3) |
|
43 Genre-Specific Text Mining and Extensional Inductive Concept Recognition: A Pseudocognitive Approach |
|
|
1077 | (22) |
|
|
43.1 Introduction to and Definition of Text Mining |
|
|
1078 | (3) |
|
|
1081 | (1) |
|
|
1082 | (1) |
|
|
1082 | (4) |
|
|
1086 | (1) |
|
43.6 Concept Recognition in Texts |
|
|
1087 | (8) |
|
|
1095 | (4) |
|
|
1096 | (1) |
|
|
1096 | (3) |
|
44 Graph Matching, System Design and Knowledge Modeling |
|
|
1099 | (16) |
|
|
|
1100 | (2) |
|
44.2 Knowledge Represented as Graph Structures |
|
|
1102 | (3) |
|
44.3 Learning Heuristic Knowledge |
|
|
1105 | (1) |
|
44.4 Viability Conditions |
|
|
1106 | (1) |
|
44.5 The Complexity of Learning |
|
|
1107 | (2) |
|
44.6 Categorization of Knowledge in Layers |
|
|
1109 | (1) |
|
|
1110 | (5) |
|
|
1111 | (4) |
|
VIII THE NATURALIZATION OF CATEGORIES |
|
|
|
45 Nominalism and the Theory of Concepts |
|
|
1115 | (20) |
|
|
|
1116 | (2) |
|
|
1118 | (4) |
|
|
1122 | (3) |
|
45.4 Nominalistic Constraints for the Theory of Concepts |
|
|
1125 | (10) |
|
|
1131 | (4) |
|
46 Why Do We Think Racially? Culture, Evolution, and Cognition |
|
|
1135 | (42) |
|
|
|
|
1136 | (2) |
|
46.2 Is Racialism a Mere Social Construct? |
|
|
1138 | (5) |
|
46.3 Is Racialism a Byproduct of a Human Kind Module? |
|
|
1143 | (10) |
|
46.4 Are Races Mere Coalitions? |
|
|
1153 | (6) |
|
46.5 Is Racialism a Byproduct of an Evolved Ethnic Cognitive System? |
|
|
1159 | (9) |
|
|
1168 | (9) |
|
|
1169 | (1) |
|
|
1169 | (8) |
|
47 How Language Influences the Way We Categorize Hybrids |
|
|
1177 | (24) |
|
|
|
47.1 Introduction: Visual Hybrids and Their Significance |
|
|
1178 | (3) |
|
47.2 The Ontological Hierarchy |
|
|
1181 | (2) |
|
47.3 Empirical Studies of the Categorization of Hybrids |
|
|
1183 | (13) |
|
|
1196 | (2) |
|
|
1198 | (3) |
|
|
1199 | (1) |
|
|
1199 | (2) |
|
48 Neurosemantics and Categories |
|
|
1201 | (21) |
|
|
|
1202 | (4) |
|
48.2 Mental Representations as Neural Codes |
|
|
1206 | (4) |
|
48.3 The Meaning of Neural Representations: Neurosemantics |
|
|
1210 | (7) |
|
|
1217 | (1) |
|
|
1218 | (4) |
|
|
1222 | (1) |
References |
|
1222 | (3) |
Index |
|
1225 | |