Decision Making and Imperfection, Tatiana V Guy; Miroslav Karny; David Wolpert
Автор: Tatiana V Guy; Miroslav Karny; David Wolpert Название: Decision Making and Imperfection ISBN: 3642446388 ISBN-13(EAN): 9783642446382 Издательство: Springer Рейтинг: Цена: 15672.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: This book explores ways to decrease gaps between prescriptive theory and real-life decision making. Shows how imperfect decision makers can outperform experts, how emotions influence rationality and how to decrease imperfection by reducing knowledge available.
Описание: This book discusses computer-supported medical diagnosis with a particular focus on ovarian tumor diagnosis - since ovarian cancer is difficult to diagnose and has high mortality rates, especially in Central and Eastern Europe.
Causality has been a subject of study for a long time. Often causality is confused with correlation. Human intuition has evolved such that it has learned to identify causality through correlation. In this book, four main themes are considered and these are causality, correlation, artificial intelligence and decision making. A correlation machine is defined and built using multi-layer perceptron network, principal component analysis, Gaussian Mixture models, genetic algorithms, expectation maximization technique, simulated annealing and particle swarm optimization. Furthermore, a causal machine is defined and built using multi-layer perceptron, radial basis function, Bayesian statistics and Hybrid Monte Carlo methods. Both these machines are used to build a Granger non-linear causality model. In addition, the Neyman-Rubin, Pearl and Granger causal models are studied and are unified. The automatic relevance determination is also applied to extend Granger causality framework to the non-linear domain. The concept of rational decision making is studied, and the theory of flexibly-bounded rationality is used to extend the theory of bounded rationality within the principle of the indivisibility of rationality. The theory of the marginalization of irrationality for decision making is also introduced to deal with satisficing within irrational conditions. The methods proposed are applied in biomedical engineering, condition monitoring and for modelling interstate conflict.
Автор: Tatiana V. Guy; Miroslav K?rn?; David H. Wolpert Название: Decision Making: Uncertainty, Imperfection, Deliberation and Scalability ISBN: 3319151436 ISBN-13(EAN): 9783319151434 Издательство: Springer Рейтинг: Цена: 15372.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание:
Bayesian Methods for Intelligent Task Assignment in Crowdsourcing Systems.- Designing Societies of Robots.- On the Origins of Imperfection and Apparent Non-Rationality.- Lasso Granger Causal Models: Some Strategies and their Efficiency for Gene Expression Regulatory Networks.- Cooperative Feature Selection in Personalized Medicine.- Imperfect Decision Making and Risk Taking are affected by Personality.
Автор: Tatiana V. Guy; Miroslav K?rn?; David H. Wolpert Название: Decision Making: Uncertainty, Imperfection, Deliberation and Scalability ISBN: 331935020X ISBN-13(EAN): 9783319350202 Издательство: Springer Рейтинг: Цена: 14365.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание:
Bayesian Methods for Intelligent Task Assignment in Crowdsourcing Systems.- Designing Societies of Robots.- On the Origins of Imperfection and Apparent Non-Rationality.- Lasso Granger Causal Models: Some Strategies and their Efficiency for Gene Expression Regulatory Networks.- Cooperative Feature Selection in Personalized Medicine.- Imperfect Decision Making and Risk Taking are affected by Personality.
Описание: This book is among the very few to be entirely dedicated to the treatment of knowledge imperfection when building intelligent systems. The authors are of the belief that an entire book should be focused on this important aspect of knowledge processing.
Автор: Tatiana Valentine Guy; Miroslav K?rn?; David H. Wo Название: Decision Making with Imperfect Decision Makers ISBN: 3662507005 ISBN-13(EAN): 9783662507001 Издательство: Springer Рейтинг: Цена: 18284.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: Despite the high level of maturity now attained in prescriptive Bayesian decision making, real decision makers choose such Bayes-optimal solutions surprisingly infrequently. This book shows how these imperfections could be coped with in real life.
Автор: Bernadette Bouchon-Meunier Название: Aggregation and Fusion of Imperfect Information ISBN: 3662110733 ISBN-13(EAN): 9783662110737 Издательство: Springer Рейтинг: Цена: 13974.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Автор: Bernadette Bouchon-Meunier Название: Aggregation and Fusion of Imperfect Information ISBN: 3790810487 ISBN-13(EAN): 9783790810486 Издательство: Springer Рейтинг: Цена: 19564.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: This text presents the main tools for aggregation of information given by several members of a group or expressed in multiple criteria, and for fusion of data provided by several sources. It focuses on the case where the availability of knowledge is imperfect.
Автор: Evangelos Triantaphyllou Название: Multi-criteria Decision Making Methods ISBN: 1441948384 ISBN-13(EAN): 9781441948380 Издательство: Springer Рейтинг: Цена: 34799.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: Multi-Criteria Decision Making (MCDM) has been one of the fastest growing problem areas in many disciplines. The author extensively compares, both theoretically and empirically, real-life MCDM issues and makes the reader aware of quite a number of surprising `abnormalities` with some of these methods.
Автор: Zdzislaw Bubnicki Название: Analysis and Decision Making in Uncertain Systems ISBN: 1849969094 ISBN-13(EAN): 9781849969093 Издательство: Springer Рейтинг: Цена: 20896.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: A unified and systematic description of analysis and decision problems within a wide class of uncertain systems, described by traditional mathematical methods and by relational knowledge representations. Prof. Bubnicki takes a unique approach to stability and stabilization of uncertain systems.
Автор: Yasmina Bestaoui Sebbane Название: Planning and Decision Making for Aerial Robots ISBN: 3319344757 ISBN-13(EAN): 9783319344751 Издательство: Springer Рейтинг: Цена: 18284.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: This book provides an introduction to planning and decision making for aerial robots, including motion planning, deterministic decision making, decision making under uncertainty, and multi-robot planning. It includes case studies.
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