03014nam 22005655 450 991048347170332120250620103249.03-030-12854-710.1007/978-3-030-12854-8(CKB)4100000007810242(MiAaPQ)EBC5732546(DE-He213)978-3-030-12854-8(PPN)243769954(EXLCZ)99410000000781024220190313d2020 u| 0engurcnu||||||||txtrdacontentcrdamediacrrdacarrierDecision and Inhibitory Trees and Rules for Decision Tables with Many-valued Decisions /by Fawaz Alsolami, Mohammad Azad, Igor Chikalov, Mikhail Moshkov1st ed. 2020.Cham :Springer International Publishing :Imprint: Springer,2020.1 online resource (276 pages)Intelligent Systems Reference Library,1868-4408 ;1563-030-12853-9 The results presented here (including the assessment of a new tool – inhibitory trees) offer valuable tools for researchers in the areas of data mining, knowledge discovery, and machine learning, especially those whose work involves decision tables with many-valued decisions. The authors consider various examples of problems and corresponding decision tables with many-valued decisions, discuss the difference between decision and inhibitory trees and rules, and develop tools for their analysis and design. Applications include the study of totally optimal (optimal in relation to a number of criteria simultaneously) decision and inhibitory trees and rules; the comparison of greedy heuristics for tree and rule construction as single-criterion and bi-criteria optimization algorithms; and the development of a restricted multi-pruning approach used in classification and knowledge representation.Intelligent Systems Reference Library,1868-4408 ;156Computational intelligenceArtificial intelligenceMathematical optimizationComputational IntelligenceArtificial IntelligenceOptimizationComputational intelligence.Artificial intelligence.Mathematical optimization.Computational Intelligence.Artificial Intelligence.Optimization.658.403658.403Alsolami Fawazauthttp://id.loc.gov/vocabulary/relators/aut1226031Azad Mohammadauthttp://id.loc.gov/vocabulary/relators/autChikalov Igorauthttp://id.loc.gov/vocabulary/relators/autMoshkov Mikhailauthttp://id.loc.gov/vocabulary/relators/autBOOK9910483471703321Decision and Inhibitory Trees and Rules for Decision Tables with Many-valued Decisions2846575UNINA