Frontiers of Expert Systems: Reasoning with Limited Knowledge
The development of modern knowledge-based systems, for applications ranging from medicine to finance, necessitates going well beyond traditional rule-based programming. Frontiers of Expert Systems: Reasoning with Limited Knowledge attempts to satisfy such a need, introducing exciting and recent adva...
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Elektronisch E-Book |
| Sprache: | English |
| Veröffentlicht: |
Boston, MA
Springer US
2000
|
| Schriftenreihe: | The Springer International Series in Engineering and Computer Science
552 |
| Schlagworte: | |
| Online-Zugang: | FHI01 BTU01 URL des Erstveröffentlichers |
| Zusammenfassung: | The development of modern knowledge-based systems, for applications ranging from medicine to finance, necessitates going well beyond traditional rule-based programming. Frontiers of Expert Systems: Reasoning with Limited Knowledge attempts to satisfy such a need, introducing exciting and recent advances at the frontiers of the field of expert systems. Beginning with the central topics of logic, uncertainty and rule-based reasoning, each chapter in the book presents a different perspective on how we may solve problems that arise due to limitations in the knowledge of an expert system's reasoner. Successive chapters address (i) the fundamentals of knowledge-based systems, (ii) formal inference, and reasoning about models of a changing and partially known world, (iii) uncertainty and probabilistic methods, (iv) the expression of knowledge in rule-based systems, (v) evolving representations of knowledge as a system interacts with the environment, (vi) applying connectionist learning algorithms to improve on knowledge acquired from experts, (vii) reasoning with cases organized in indexed hierarchies, (viii) the process of acquiring and inductively learning knowledge, (ix) extraction of knowledge nuggets from very large data sets, and (x) interactions between multiple specialized reasoners with specialized knowledge bases. Each chapter takes the reader on a journey from elementary concepts to topics of active research, providing a concise description of several topics within and related to the field of expert systems, with pointers to practical applications and other relevant literature. Frontiers of Expert Systems: Reasoning with Limited Knowledge is suitable as a secondary text for a graduate-level course, and as a reference for researchers and practitioners in industry |
| Beschreibung: | 1 Online-Ressource (XII, 303 p) |
| ISBN: | 9781461545095 |
| DOI: | 10.1007/978-1-4615-4509-5 |
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Datensatz im Suchindex
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| isbn | 9781461545095 |
| language | English |
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| spelling | Mohan, Chilukuri Krishna Verfasser aut Frontiers of Expert Systems Reasoning with Limited Knowledge by Chilukuri Krishna Mohan Boston, MA Springer US 2000 1 Online-Ressource (XII, 303 p) txt rdacontent c rdamedia cr rdacarrier The Springer International Series in Engineering and Computer Science 552 The development of modern knowledge-based systems, for applications ranging from medicine to finance, necessitates going well beyond traditional rule-based programming. Frontiers of Expert Systems: Reasoning with Limited Knowledge attempts to satisfy such a need, introducing exciting and recent advances at the frontiers of the field of expert systems. Beginning with the central topics of logic, uncertainty and rule-based reasoning, each chapter in the book presents a different perspective on how we may solve problems that arise due to limitations in the knowledge of an expert system's reasoner. Successive chapters address (i) the fundamentals of knowledge-based systems, (ii) formal inference, and reasoning about models of a changing and partially known world, (iii) uncertainty and probabilistic methods, (iv) the expression of knowledge in rule-based systems, (v) evolving representations of knowledge as a system interacts with the environment, (vi) applying connectionist learning algorithms to improve on knowledge acquired from experts, (vii) reasoning with cases organized in indexed hierarchies, (viii) the process of acquiring and inductively learning knowledge, (ix) extraction of knowledge nuggets from very large data sets, and (x) interactions between multiple specialized reasoners with specialized knowledge bases. Each chapter takes the reader on a journey from elementary concepts to topics of active research, providing a concise description of several topics within and related to the field of expert systems, with pointers to practical applications and other relevant literature. Frontiers of Expert Systems: Reasoning with Limited Knowledge is suitable as a secondary text for a graduate-level course, and as a reference for researchers and practitioners in industry Computer Science Artificial Intelligence (incl. Robotics) Computer Science, general Computer science Artificial intelligence Expertensystem (DE-588)4113491-6 gnd rswk-swf Expertensystem (DE-588)4113491-6 s 1\p DE-604 Erscheint auch als Druck-Ausgabe 9781461370338 https://doi.org/10.1007/978-1-4615-4509-5 Verlag URL des Erstveröffentlichers Volltext 1\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
| spellingShingle | Mohan, Chilukuri Krishna Frontiers of Expert Systems Reasoning with Limited Knowledge Computer Science Artificial Intelligence (incl. Robotics) Computer Science, general Computer science Artificial intelligence Expertensystem (DE-588)4113491-6 gnd |
| subject_GND | (DE-588)4113491-6 |
| title | Frontiers of Expert Systems Reasoning with Limited Knowledge |
| title_auth | Frontiers of Expert Systems Reasoning with Limited Knowledge |
| title_exact_search | Frontiers of Expert Systems Reasoning with Limited Knowledge |
| title_full | Frontiers of Expert Systems Reasoning with Limited Knowledge by Chilukuri Krishna Mohan |
| title_fullStr | Frontiers of Expert Systems Reasoning with Limited Knowledge by Chilukuri Krishna Mohan |
| title_full_unstemmed | Frontiers of Expert Systems Reasoning with Limited Knowledge by Chilukuri Krishna Mohan |
| title_short | Frontiers of Expert Systems |
| title_sort | frontiers of expert systems reasoning with limited knowledge |
| title_sub | Reasoning with Limited Knowledge |
| topic | Computer Science Artificial Intelligence (incl. Robotics) Computer Science, general Computer science Artificial intelligence Expertensystem (DE-588)4113491-6 gnd |
| topic_facet | Computer Science Artificial Intelligence (incl. Robotics) Computer Science, general Computer science Artificial intelligence Expertensystem |
| url | https://doi.org/10.1007/978-1-4615-4509-5 |
| work_keys_str_mv | AT mohanchilukurikrishna frontiersofexpertsystemsreasoningwithlimitedknowledge |