Książka Reinforcement and Systemic Machine Learning for Decision Making Parag Kulkarni

Reinforcement and Systemic Machine Learning for Decision Making

Język: Angielski
Oprawa: Twarda
Dostępność: Dostępna u dostawcy
Wysyłamy za 9-15 dni
563.91
Reinforcement and Systemic Machine Learning for Decision Making§There are always difficulties in mak...

Informacje o książce

Język
Angielski
Oprawa
Książka - Twarda
Data wydania
2012
strony
312
EAN
9780470919996
Enbook ID
01389079
Waga
582
Wymiary
164 x 242 x 22

Pełny opis

Reinforcement and Systemic Machine Learning for Decision Making§There are always difficulties in making machines that learn from experience. Complete information is not always available-or it becomes available in bits and pieces over a period of time. With respect to systemic learning, there is a need to understand the impact of decisions and actions on a system over that period of time. This book takes a holistic approach to addressing that need and presents a new paradigm-creating new learning applications and, ultimately, more intelligent machines.§The first book of its kind in this new and growing field, Reinforcement and Systemic Machine Learning for Decision Making focuses on the specialized research area of machine learning and systemic machine learning. It addresses reinforcement learning and its applications, incremental machine learning, repetitive failure-correction mechanisms, and multiperspective decision making.§Chapters include:§Introduction to Reinforcement and Systemic Machine Learning§Fundamentals of Whole-System, Systemic, and Multiperspective Machine Learning§Systemic Machine Learning and Model§Inference and Information Integration§Adaptive Learning§Incremental Learning and Knowledge Representation§Knowledge Augmentation: A Machine Learning Perspective§Building a Learning System With the potential of this paradigm to become one of the more utilized in its field, professionals in the area of machine and systemic learning will find this book to be a valuable resource.

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