Planning and Learning by Analogical Reasoning [[electronic resource] /] / by Manuela M. Veloso
(Visualizza in formato marc)
(Visualizza in BIBFRAME)
| Autore: |
Veloso Manuela M
|
| Titolo: |
Planning and Learning by Analogical Reasoning [[electronic resource] /] / by Manuela M. Veloso
|
| Pubblicazione: | Berlin, Heidelberg : , : Springer Berlin Heidelberg : , : Imprint : Springer, , 1994 |
| Edizione: | 1st ed. 1994. |
| Descrizione fisica: | 1 online resource (XIV, 190 p.) |
| Disciplina: | 006.3/1 |
| Soggetto topico: | Artificial intelligence |
| Computers | |
| Artificial Intelligence | |
| Theory of Computation | |
| Note generali: | Bibliographic Level Mode of Issuance: Monograph |
| Nota di contenuto: | Overview -- The problem solver -- Generation of problem solving cases -- Case storage: Automated indexing -- Efficient case retrieval -- Analogical replay -- Empirical results -- Related work -- Conclusion. |
| Sommario/riassunto: | This research monograph describes the integration of analogical and case-based reasoning into general problem solving and planning as a method of speedup learning. The method, based on derivational analogy, has been fully implemented in PRODIGY/ANALOGY and proven in practice to be amenable to scaling up, both in terms of domain and problem complexity. In this work, the strategy-level learning process is cast for the first time as the automation of the complete cycle of construction, storing, retrieving, and flexibly reusing problem solving experience. The algorithms involved are presented in detail and numerous examples are given. Thus the book addresses researchers as well as practitioners. |
| Titolo autorizzato: | Planning and learning by analogical reasoning |
| ISBN: | 3-540-49109-0 |
| Formato: | Materiale a stampa  |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione: | Inglese |
| Record Nr.: | 996466161203316 |
| Lo trovi qui: | Univ. di Salerno |
| Opac: | Controlla la disponibilità qui |
Serie:
Lecture Notes in Artificial Intelligence ; ; 886