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A Unifying Framework for Formal Theories of Novelty

A Unifying Framework for Formal Theories of Novelty

 

48,62 €
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Editorial:
Springer Nature B.V.
Año de edición:
2023
Materia
Probabilidad y estadística
ISBN:
9783031330551
48,62 €
IVA incluido
Disponible

Selecciona una librería:

  • Librería Samer Atenea
  • Librería Aciertas (Toledo)
  • Kálamo Books
  • Librería Perelló (Valencia)
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  • Librería Kolima (Madrid)
  • Librería Proteo (Málaga)

This book presents the first unified formalization for defining novelty across the span of machine learning, symbolic-reasoning, and control and planning-based systems.  Dealing with novelty, things not previously seen by a system, is a critical issue for building vision-systems and general intelligent systems.  The book presents examples of using this framework to define and evaluate in multiple domains including  image recognition image-based open world learning,  hand-writing and author analysis,  CartPole Control,  Image Captioning, and Monopoly.  Chapters are written by well-known contributors to this new and emerging field.  In addition, examples are provided from multiple areas, such as machine-learning based control problems, symbolic reasoning, and multi-player games.                   

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