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chen zhengxin - computational intelligence for decision support
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Computational Intelligence for Decision Support




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Dettagli

Genere:Libro
Lingua: Inglese
Editore:

CRC Press

Pubblicazione: 11/1999
Edizione: 1° edizione





Trama

Decision support refers to applications involving comprehensive analysis and exploration of current and historical data in organizations to support high-level decision making. Intelligent decision support relies on many techniques provided by various disciplines, such as artificial intelligence and database management systems. The conventional view on the role of AI and DBMS in decision support is that decision support can be assisted by these techniques. Artificial Intelligence is the science of building intelligent agents. Recently, an alternative term, "computational intelligence", has gained in popularity. By emphasizing specific computational mechanisms underlying symbolic reasoning process rather than focusing on controversial issues around symbolic reasoning itself, computational intelligence provides a solid approach to effectively achieving many goals of artificial intelligence. TOC:Basics of decision support.- Basics of artificial intelligence and computational intelligence.- Basics of information retrieval.- Basics of data structures.- An integrated framework of computational intelligence for decision support.- Conceptual modeling.- Retrieval and reasoning for computational creativity.- Conceptual queries and intensional answering.- Other topics.- An overview on distributed DBMS.- Data mining.- Soft computing.- Other issues.- Meta data and meta patterns.- Object-oriented paradigm.- Temporal aspects.- Spatial aspects.- Self organization.- Other issues.- Integration and comparison of different techniques.- Integration and comparison of different ways of thinking.- How to continue your work.




Note Editore

Intelligent decision support relies on techniques from a variety of disciplines, including artificial intelligence and database management systems. Most of the existing literature neglects the relationship between these disciplines. By integrating AI and DBMS, Computational Intelligence for Decision Support produces what other texts don't: an explanation of how to use AI and DBMS together to achieve high-level decision making.Threading relevant disciplines from both science and industry, the author approaches computational intelligence as the science developed for decision support. The use of computational intelligence for reasoning and DBMS for retrieval brings about a more active role for computational intelligence in decision support, and merges computational intelligence and DBMS. The introductory chapter on technical aspects makes the material accessible, with or without a decision support background. The examples illustrate the large number of applications and an annotated bibliography allows you to easily delve into subjects of greater interest.The integrated perspective creates a book that is, all at once, technical, comprehensible, and usable. Now, more than ever, it is important for science and business workers to creatively combine their knowledge to generate effective, fruitful decision support. Computational Intelligence for Decision Support makes this task manageable.




Sommario

Decision Support and Computational Intelligence. Search and Representation. Predicate Logic. Relations as Predicates. Retrieval Systems. Conceptual Data and Knowledge Modeling. Reasoning as Extended Retrieval. Computational Creativity and Computer Assisted Human Intelligence. Conceptual Queries and Intensional Answering. From Machine Learning to Data Mining. Data Warehousing, OLAP, and Data Mining. Reasoning Under Uncertainty. Reduction and Reconstruction Approaches for Uncertain Reasoning and Data Mining. Toward Integrated Heuristic Decision Making.NTI/Sales Copy




Autore

Chen, Zhengxin










Altre Informazioni

ISBN:

9780849317996

Condizione: Nuovo
Collana: International Series on Computational Intelligence
Dimensioni: 9 x 6 in Ø 1.55 lb
Formato: Copertina rigida
Illustration Notes:59 tables
Pagine Arabe: 400


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