Szczegóły publikacji
Opis bibliograficzny
Algebraic logical meta-model of decision processes – new metaheuristics / Ewa DUDEK-DYDUCH // W: Artificial Intelligence and Soft Computing : 14th International Conference, ICAISC 2015 : Zakopane, Poland, June 14–18, 2015 : proceedings, Pt. 1 / eds. Leszek Rutkowski, [et al.]. — Cham, [etc.] : Springer, cop. 2015. — (Lecture Notes in Computer Science ; ISSN 0302-9743 ; LNCS 9119. Lecture Notes in Artificial Intelligence). — ISBN: 978-3-319-19323-6; e-ISBN: 978-3-319-19324-3. — S. 541–554. — Bibliogr. s. 552–554, Abstr.
Autor
Słowa kluczowe
Dane bibliometryczne
| ID BaDAP | 90194 |
|---|---|
| Data dodania do BaDAP | 2015-07-03 |
| DOI | 10.1007/978-3-319-19324-3_48 |
| Rok publikacji | 2015 |
| Typ publikacji | materiały konferencyjne (aut.) |
| Otwarty dostęp |  |
| Konferencja | 14th International Conference on Artificial Intelligence and Soft Computing |
| Czasopismo/seria | Lecture Notes in Computer Science |
Abstract
The paper presents a formal approach to developing new heuristic methods for finding solutions of discrete optimization problems. The presented approach is based on algebraic-logical meta-model of multistage decision process (ALMM of DMP) that has been developed by the author. Definitions are provided for two deterministic classes of multistage decision processes: common multistage decision processes (cMDP) and multistage dynamic decision processes (MDDP). The paper presents some part of research results pertaining to heuristic methods utilising ALMM of MDP. It lays out a three stage concept of heuristic method synthesis involving local optimization together with two heuristic methods based on the said concept: Machine Learning Based on ALMM of DMP and the Substitute Task Method.