000 04834nam a22005415i 4500
001 978-3-642-40167-1
003 DE-He213
005 20200421112222.0
007 cr nn 008mamaa
008 131031s2013 gw | s |||| 0|eng d
020 _a9783642401671
_9978-3-642-40167-1
024 7 _a10.1007/978-3-642-40167-1
_2doi
050 4 _aQ334-342
050 4 _aTJ210.2-211.495
072 7 _aUYQ
_2bicssc
072 7 _aTJFM1
_2bicssc
072 7 _aCOM004000
_2bisacsh
082 0 4 _a006.3
_223
100 1 _aRichter, Michael M.
_eauthor.
245 1 0 _aCase-Based Reasoning
_h[electronic resource] :
_bA Textbook /
_cby Michael M. Richter, Rosina O. Weber.
264 1 _aBerlin, Heidelberg :
_bSpringer Berlin Heidelberg :
_bImprint: Springer,
_c2013.
300 _aXVIII, 546 p. 180 illus., 7 illus. in color.
_bonline resource.
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
347 _atext file
_bPDF
_2rda
505 0 _aPart I - Basics and Preliminaries -- Chap. 1 - Introduction -- Chap. 2 - Basic CBR Elements -- Chap. 3 - Extended View -- Chap. 4 - Application Examples -- Part II - Core Methods -- Chap. 5 - Case Representations -- Chap. 6 - Basic Similarity Topics -- Chap. 7 - Complex Similarity Topics -- Chap. 8 - Retrieval -- Chap. 9 - Adaptation -- Chap. 10 - Evaluation, Revisions, and Learning -- Chap. 11 - Development and Maintenance -- Part III - Advanced Elements -- Chap. 12 - Advanced CBR Elements -- Chap. 13 - Advanced Similarity Topics -- Chap. 14 - Advanced Retrieval -- Chap. 15 - Uncertainty -- Chap. 16 - Probabilities -- Part IV - Complex Knowledge Sources -- Chap. 17 - Textual CBR -- Chap. 18 - Images -- Chap. 19 - Sensor Data and Speech -- Chap. 20 - Conversational CBR -- Chap. 21 - Knowledge Management -- Part V - Appendices -- Chap. 22 - Basic Formal Definitions and Methods -- Chap. 23 - Relations and Comparisons with Other Techniques.
520 _aWhile it is relatively easy to record billions of experiences in a database, the wisdom of a system is not measured by the number of its experiences but rather by its ability to make use of them. Case-based rea­soning (CBR) can be viewed as experience mining, with analogical reasoning applied to problem-solution pairs. As cases are typically not identical, simple storage and recall of experiences is not sufficient, we must define and analyze similarity and adaptation. The fundamentals of the approach are now well-established, and there are many successful commercial applications in diverse fields, attracting interest from researchers across various disciplines.   This textbook presents case-based reasoning in a systematic approach with two goals: to present rigorous and formally valid structures for precise reasoning, and to demonstrate the range of techniques, methods, and tools available for many applications. In the chapters in Part I the authors present the basic elements of CBR without assuming prior reader knowledge; Part II explains the core methods, in particu­lar case representations, similarity topics, retrieval, adaptation, evaluation, revisions, learning, develop­ment, and maintenance; Part III offers advanced views of these topics, additionally covering uncertainty and probabilities; and Part IV shows the range of knowledge sources, with chapters on textual CBR, im­ages, sensor data and speech, conversational CBR, and knowledge management. The book concludes with appendices that offer short descriptions of the basic formal definitions and methods, and comparisons be­tween CBR and other techniques.   The authors draw on years of teaching and training experience in academic and business environments, and they employ chapter summaries, background notes, and exercises throughout the book. It's suitable for advanced undergraduate and graduate students of computer science, management, and related disciplines, and it's also a practical introduction and guide for industrial researchers and practitioners engaged with knowledge engineering systems.
650 0 _aComputer science.
650 0 _aInformation technology.
650 0 _aBusiness
_xData processing.
650 0 _aComputers.
650 0 _aArtificial intelligence.
650 0 _aApplication software.
650 1 4 _aComputer Science.
650 2 4 _aArtificial Intelligence (incl. Robotics).
650 2 4 _aIT in Business.
650 2 4 _aInformation Systems and Communication Service.
650 2 4 _aComputer Applications.
700 1 _aWeber, Rosina O.
_eauthor.
710 2 _aSpringerLink (Online service)
773 0 _tSpringer eBooks
776 0 8 _iPrinted edition:
_z9783642401664
856 4 0 _uhttp://dx.doi.org/10.1007/978-3-642-40167-1
912 _aZDB-2-SCS
942 _cEBK
999 _c57481
_d57481