Engineering General Intelligence, Part 2: The CogPrime Architecture for Integrative, Embodied AGI

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Springer, Jul 8, 2014 - Computers - 562 pages
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The work outlines a detailed blueprint for the creation of an Artificial General Intelligence system with capability at the human level and ultimately beyond, according to the Cog Prime AGI design and the Open Cog software architecture.
 

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Contents

1 The OpenCog Framework
3
2 Knowledge Representation Using the Atomspace
31
3 Representing Procedural Knowledge
55
Part II The Cognitive Cycle
73
4 Emotion Motivation Attention and Control
74
5 Attention Allocation
93
6 Economic Goal and Action Selection
126
7 Integrative Procedure Evaluation
135
18 Adaptive Integrative Inference Control
309
19 Pattern Mining
331
20 Speculative Concept Formation
341
Part VI Integrative Learning
353
21 Dimensional Embedding
354
22 Mental Simulation and Episodic Memory
363
23 Integrative Procedure Learning
369
24 Map Formation
390

Part III Perception and Action
141
8 Perceptual and Motor Hierarchies
143
9 Integrating CogPrime with a Compositional Spatiotemporal Deep Learning Network
162
10 Making DeSTIN Representationally Transparent
173
11 Bridging the SymbolicSubsymbolic Gap
189
Part IV Procedure Learning
210
12 Procedure Learning as Program Learning
211
13 Learning Procedures via Imitation Reinforcement and Correction
217
14 Procedure Learning via Adaptively Biased Hillclimbing
227
15 Probabilistic Evolutionary Procedure Learning
239
Part V Declarative Learning
272
16 Probabilistic Logic Networks
275
17 Spatiotemporal Inference
292
Part VII Communication Between Human and Artificial Minds
408
25 Communication Between Artificial Minds
409
26 Natural Language Comprehension
423
27 Language Learning via Unsupervised Corpus Analysis
465
28 Natural Language Generation
487
29 Embodied Language Processing
496
30 Natural Language Dialogue
515
Part VIII From Here to AGI
526
31 Summary of Argument for the CogPrime Approach
529
References
549
Index
557
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