Computational and Robotic Models of the Hierarchical Organization of Behavior (Record no. 47468)
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001 - CONTROL NUMBER | |
control field | sulb-eb0025376 |
003 - CONTROL NUMBER IDENTIFIER | |
control field | BD-SySUS |
005 - DATE AND TIME OF LATEST TRANSACTION | |
control field | 20160413122523.0 |
007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION | |
fixed length control field | cr nn 008mamaa |
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
fixed length control field | 131113s2013 gw | s |||| 0|eng d |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
International Standard Book Number | 9783642398759 |
-- | 978-3-642-39875-9 |
024 7# - OTHER STANDARD IDENTIFIER | |
Standard number or code | 10.1007/978-3-642-39875-9 |
Source of number or code | doi |
050 #4 - LIBRARY OF CONGRESS CALL NUMBER | |
Classification number | Q334-342 |
Classification number | TJ210.2-211.495 |
072 #7 - SUBJECT CATEGORY CODE | |
Subject category code | UYQ |
Source | bicssc |
Subject category code | TJFM1 |
Source | bicssc |
Subject category code | COM004000 |
Source | bisacsh |
082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER | |
Classification number | 006.3 |
Edition number | 23 |
245 10 - TITLE STATEMENT | |
Title | Computational and Robotic Models of the Hierarchical Organization of Behavior |
Medium | [electronic resource] / |
Statement of responsibility, etc. | edited by Gianluca Baldassarre, Marco Mirolli. |
264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE | |
Place of production, publication, distribution, manufacture | Berlin, Heidelberg : |
Name of producer, publisher, distributor, manufacturer | Springer Berlin Heidelberg : |
-- | Imprint: Springer, |
Date of production, publication, distribution, manufacture, or copyright notice | 2013. |
300 ## - PHYSICAL DESCRIPTION | |
Extent | VI, 358 p. 116 illus., 73 illus. in color. |
Other physical details | online resource. |
336 ## - CONTENT TYPE | |
Content type term | text |
Content type code | txt |
Source | rdacontent |
337 ## - MEDIA TYPE | |
Media type term | computer |
Media type code | c |
Source | rdamedia |
338 ## - CARRIER TYPE | |
Carrier type term | online resource |
Carrier type code | cr |
Source | rdacarrier |
347 ## - DIGITAL FILE CHARACTERISTICS | |
File type | text file |
Encoding format | |
Source | rda |
505 0# - FORMATTED CONTENTS NOTE | |
Formatted contents note | Chap. 1 - Computational and Robotic Models of the Hierarchical Organization of Behavior: An Overview -- Chap. 2 - Behavioral Hierarchy: Exploration and Representation -- Chap. 3 - Self-organized Functional Hierarchy Through Multiple Timescales: Neurodynamical Accounts for Behavioral Compositionality -- Chap. 4 - Autonomous Representation Learning in a Developing Agent -- Chap. 5 - Hierarchies for Embodied Action Perception -- Chap. 6 - Learning and Coordinating Repertoires of Behaviors with Common Reward: Credit Assignment and Module Activation -- Chap. 7 - Modular, Multimodal Arm Control Models -- Chap. 8 - Generalization and Interference in Human Motor Control -- Chap. 9 - A Developmental Framework for Cumulative Learning Robots -- Chap. 10 - The Hierarchical Accumulation of Knowledge in the Distributed Adaptive Control Architecture -- Chap. 11 - The Hierarchical Organization of Cortical and Basal Ganglia Systems: A Computationally Informed Review and Integrated Hypothesis -- Chap. 12 - Divide and Conquer: Hierarchical Reinforcement Learning and Task Decomposition in Humans -- Chap. 13 - Neural Network Modelling of Hierarchical Motor Function in the Brain -- Chap. 14 - Restoring Purpose in Behavior. |
520 ## - SUMMARY, ETC. | |
Summary, etc. | Current robots and other artificial systems are typically able to accomplish only one single task. Overcoming this limitation requires the development of control architectures and learning algorithms that can support the acquisition and deployment of several different skills, which in turn seems to require a modular and hierarchical organization. In this way, different modules can acquire different skills without catastrophic interference, and higher-level components of the system can solve complex tasks by exploiting the skills encapsulated in the lower-level modules. While machine learning and robotics recognize the fundamental importance of the hierarchical organization of behavior for building robots that scale up to solve complex tasks, research in psychology and neuroscience shows increasing evidence that modularity and hierarchy are pivotal organization principles of behavior and of the brain. They might even lead to the cumulative acquisition of an ever-increasing number of skills, which seems to be a characteristic of mammals, and humans in particular. This book is a comprehensive overview of the state of the art on the modeling of the hierarchical organization of behavior in animals, and on its exploitation in robot controllers. The book perspective is highly interdisciplinary, featuring models belonging to all relevant areas, including machine learning, robotics, neural networks, and computational modeling in psychology and neuroscience. The book chapters review the authors' most recent contributions to the investigation of hierarchical behavior, and highlight the open questions and most promising research directions. As the contributing authors are among the pioneers carrying out fundamental work on this topic, the book covers the most important and topical issues in the field from a computationally informed, theoretically oriented perspective. The book will be of benefit to academic and industrial researchers and graduate students in related disciplines. |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name as entry element | Computer science. |
Topical term or geographic name as entry element | Neurosciences. |
Topical term or geographic name as entry element | Artificial intelligence. |
Topical term or geographic name as entry element | Computational intelligence. |
Topical term or geographic name as entry element | Control engineering. |
Topical term or geographic name as entry element | Robotics. |
Topical term or geographic name as entry element | Mechatronics. |
Topical term or geographic name as entry element | Experiential research. |
Topical term or geographic name as entry element | Computer Science. |
Topical term or geographic name as entry element | Artificial Intelligence (incl. Robotics). |
Topical term or geographic name as entry element | Control, Robotics, Mechatronics. |
Topical term or geographic name as entry element | Computational Intelligence. |
Topical term or geographic name as entry element | Neurosciences. |
Topical term or geographic name as entry element | Psychology Research. |
700 1# - ADDED ENTRY--PERSONAL NAME | |
Personal name | Baldassarre, Gianluca. |
Relator term | editor. |
Personal name | Mirolli, Marco. |
Relator term | editor. |
710 2# - ADDED ENTRY--CORPORATE NAME | |
Corporate name or jurisdiction name as entry element | SpringerLink (Online service) |
773 0# - HOST ITEM ENTRY | |
Title | Springer eBooks |
776 08 - ADDITIONAL PHYSICAL FORM ENTRY | |
Relationship information | Printed edition: |
International Standard Book Number | 9783642398742 |
856 40 - ELECTRONIC LOCATION AND ACCESS | |
Uniform Resource Identifier | <a href="http://dx.doi.org/10.1007/978-3-642-39875-9">http://dx.doi.org/10.1007/978-3-642-39875-9</a> |
912 ## - | |
-- | ZDB-2-SCS |
942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
Source of classification or shelving scheme | |
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No items available.