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Titlebook: Applications of Learning Classifier Systems; Larry Bull Book 2004 Springer-Verlag Berlin Heidelberg 2004 Agent Modelling.Control.Data Mini

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發(fā)表于 2025-3-21 19:52:28 | 只看該作者 |倒序瀏覽 |閱讀模式
期刊全稱Applications of Learning Classifier Systems
影響因子2023Larry Bull
視頻videohttp://file.papertrans.cn/160/159479/159479.mp4
發(fā)行地址Brings together recent real-world applications of a machine learning technique whose performance has been greatly improved in recent years and which is experiencing resurgence in interest.Includes sup
學科分類Studies in Fuzziness and Soft Computing
圖書封面Titlebook: Applications of Learning Classifier Systems;  Larry Bull Book 2004 Springer-Verlag Berlin Heidelberg 2004 Agent Modelling.Control.Data Mini
影響因子The field called Learning Classifier Systems is populated with romantics. Why shouldn‘t it be possible for computer programs to adapt, learn, and develop while interacting with their environments? In particular, why not systems that, like organic populations, contain competing, perhaps cooperating, entities evolving together? John Holland was one of the earliest scientists with this vision, at a time when so-called artificial intelligence was in its infancy and mainly concerned with preprogrammed systems that didn‘t learn. that, like organisms, had sensors, took Instead, Holland envisaged systems actions, and had rich self-generated internal structure and processing. In so doing he foresaw and his work prefigured such present day domains as reinforcement learning and embedded agents that are now displacing the older "standard Af‘ . One focus was what Holland called "classifier systems": sets of competing rule- like "classifiers", each a hypothesis as to how best to react to some aspect of the environment--or to another rule. The system embracing such a rule "popu- lation" would explore its available actions and responses, rewarding and rating the active rules accordingly. Then "goo
Pindex Book 2004
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1434-9922 ome aspect of the environment--or to another rule. The system embracing such a rule "popu- lation" would explore its available actions and responses, rewarding and rating the active rules accordingly. Then "goo978-3-642-53559-8978-3-540-39925-4Series ISSN 1434-9922 Series E-ISSN 1860-0808
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Learning Classifier Systems: A Brief Introduction.g., Tsoukalas & Uhrig, 1997]. The complex and/or ill-understood nature of many problem domains, such as data mining or process control, has led to the need for technologies which can adapt to the task they face. Learning Classifier Systems (LCS) [Holland, 1976] are a machine learning technique whic
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Data Mining using Learning Classifier Systemsents of data, interpreted by individuals as information, that exists in many forms (written, social, roles, images, ...) throughout an organization. Large volumes of data are now available to organizations, and increasing volumes are being collected — the world’s data is estimated to be doubling eve
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NXCS Experts for Financial Time Series ForecastingAnd Regression Trees (CART) [5]- apply the divide-and-conquer principle by recursively partitioning the input space until regions of roughly constant class membership are obtained. The corresponding algorithms yield a monolithic result by enforcing heuristics devised to control the complexity of the
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Encouraging Compact Rulesets from XCS for Enhanced Data Mininglems (as testified by several chapters in this book). Based on seminal ideas due to Holland (1976, 1980), they gradually evolve rulesets, which either model a static dataset, or model actions (and chains of actions) in an environment. Comprehensive tutorial and survey material on this rapidly growin
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