Bookcover of Integrating Logic and Statistics
Booktitle:

Integrating Logic and Statistics

Novel Algorithms in Markov Logic Networks

VDM Verlag Dr. Müller (2009-02-13 )

Books loader

Omni badge eligible for voucher
ISBN-13:

978-3-639-12282-4

ISBN-10:
3639122828
EAN:
9783639122824
Book language:
English
Blurb/Shorttext:
Integrating logic and probability has a long story in Artificial Intelligence and Machine Learning. This book attempts the challenge of exploring and developing high performing algorithms for a state-of-the-art model that integrates first-order logic and probability. However, much remains to be done until AI systems will reach human intelligence. A powerful language to achieve this is Markov Logic which embodies the experience and successes of various subfields of AI and Statistics. It allows to express complexity and uncertainty, just as humans would do in complex environments. Moreover, complex models that reflect real-world phenomena can be learned efficiently from examples and powerful inference algorithms can be used to answer queries about the world. This book makes an effort towards building powerful algorithms for these two tasks. Thus it is hoped that it will constitute another step forward in our attempt to better understand and build intelligent systems.
Publishing house:
VDM Verlag Dr. Müller
Website:
http://www.vdm-verlag.de
By (author) :
Marenglen Biba
Number of pages:
144
Published on:
2009-02-13
Stock:
Available
Category:
Informatics, IT
Price:
59.00 €
Keywords:
artificial intelligence, machine learning, pattern recognition, Statistical Relational Learning, Markov Logic Networks, Probabilistic Graphical Models, Inductive Logic Programming, Stochastic Local Search, metaheuristics, Combinatorial Optimization, Statistical Relational Learning, Inductive Logic Programming

Books loader

Newsletter

Adyen::amex Adyen::mc Adyen::visa Adyen::cup Adyen::unionpay Paypal CryptoWallet Wire Transfer

  0 products in the shopping cart
Edit cart
Loading frontend
LOADING