Sale!

Markov Logic An interface layer for artificial intelligence 1st Edition by Pedro Domingos, Daniel Lowd ISBN 9783031015496 3031015495

Original price was: $50.00.Current price is: $35.00.

Authors:Markov logic an interface layer for artificial intelligence-Morgan; Claypool Publishers (2009) , Author sort:intelligence-Morgan, Markov logic an interface layer for artificial & Publishers, Claypool , Published:Published:Jun 2009

SKU: EB-19526 Category: Tags: , , ,

Markov Logic An interface layer for artificial intelligence 1st Edition by Pedro Domingos, Daniel Lowd – Ebook PDF Instant Download/Delivery. 9783031015496 ,3031015495 
Full download Markov Logic An interface layer for artificial intelligence 1st Edition after payment  
Cover image: Markov Logic

Product details:
ISBN 10: 3031015495 
ISBN 13: 9783031015496
Author: Pedro Domingos, Daniel Lowd
 

Most subfields of computer science have an interface layer via which applications communicate with the infrastructure, and this is key to their success (e.g., the Internet in networking, the relational model in databases, etc.). So far this interface layer has been missing in AI. First-order logic and probabilistic graphical models each have some of the necessary features, but a viable interface layer requires combining both. Markov logic is a powerful new language that accomplishes this by attaching weights to first-order formulas and treating them as templates for features of Markov random fields. Most statistical models in wide use are special cases of Markov logic, and first-order logic is its infinite-weight limit. Inference algorithms for Markov logic combine ideas from satisfiability, Markov chain Monte Carlo, belief propagation, and resolution. Learning algorithms make use of conditional likelihood, convex optimization, and inductive logic programming. Markov logic has been successfully applied to problems in information extraction and integration, natural language processing, robot mapping, social networks, computational biology, and others, and is the basis of the open-source Alchemy system. Table of Contents: Introduction / Markov Logic / Inference / Learning / Extensions / Applications / Conclusion
 

Markov Logic An interface layer for artificial intelligence 1st Edition Table of contents:

  1. The Interface Layer
  2. What Is the Interface Layer for AI?
  3. Markov Logic and Alchemy: An Emerging Solution
  4. Markov Logic and Alchemy: An Emerging Solution
  5. Overview of the Book
  6. Markov Logic
  7. First-Order Logic
  8. Markov Networks
  9. Markov Logic
  10. Relation to Other Approaches
  11. Inference
  12. Inferring the Most Probable Explanation
  13. Computing Conditional Probabilities
  14. Lazy Inference
  15. Lifted Inference
  16. Learning
  17. Weight Learning
  18. Structure Learning and Theory Revision
  19. Unsupervised Learning
  20. Transfer Learning
  21. Extensions
  22. Continuous Domains
  23. Infinite Domains
  24. Recursive Markov Logic
  25. Relational Decision Theory
  26. Applications
  27. Collective Classification
  28. Social Network Analysis and Link Prediction
  29. Entity Resolution
  30. Information Extraction
  31. Unsupervised Coreference Resolution
  32. Robot Mapping
  33. Link-based Clustering
  34. Semantic Network Extraction from Text
  35. Conclusion
  36. The Alchemy System
  37. Input Files
  38. Inference
  39. Weight Learning
  40. Structure Learning

People also search for Markov Logic An interface layer for artificial intelligence 1st Edition:

markov logic an interface layer for artificial intelligence

interface.ai reviews

artificial intelligence layers

integration layer architecture diagram

You may also like…

Sale!
Quick View

eBook DJVU

Parallel computation computers for artificial intelligence 1st Edition by Janusz Kowalik ISBN 0898382270 9780898382273

Original price was: $50.00.Current price is: $35.00.
Sale!
Quick View

eBook PDF

Advances in logic artificial intelligence and robotics 1st Edition by Jair Abe, Joao Ida Silva Filho ISBN 1586032925

Original price was: $50.00.Current price is: $35.00.
Sale!
Quick View

eBook PDF

Biologically Inspired Artificial Intelligence for Computer Games 1st Edition by Darryl Charles, Colin Fyfe, Daniel Livingstone, Stephen Mcglinchey 1591406463 9781591406464

Original price was: $50.00.Current price is: $35.00.
Sale!
Quick View

eBook DJVU

Artificial Intelligence and Education Frontiers in Artificial Intelligence and Applications 1st Edition by Bierman, Breuker, Sandberg ISBN 9051990146 9789051990140

Original price was: $50.00.Current price is: $35.00.
Sale!
Quick View

eBook PDF

The Essential Turing Seminal Writings in Computing Logic Philosophy Artificial Intelligence and Artificial Life Plus the Secrets of Enigma 1st Edition by Alan Turing, Jack Copeland ISBN 0198250800 9780198250807

Original price was: $50.00.Current price is: $35.00.
Sale!
Quick View

eBook PDF

Temporal logic from ancient ideas to Artificial intelligence 1st Edition by Peter Øhrstrøm, Per Hasle ISBN 0792335864 9780792335863

Original price was: $50.00.Current price is: $35.00.
Sale!
Quick View

eBook PDF

Handbook of Logic in Artificial Intelligence Logic Programming Volume 5 ogic Programming 1st Edition by Dov Gabbay, Christopher John Hogger, Robinson 0198537921 9780198537922

Original price was: $50.00.Current price is: $35.00.
Sale!
Quick View

eBook PDF

Artificial Intelligence for Games 1st edition by Ian Millington 0124977820 978-0124977822

Original price was: $50.00.Current price is: $35.00.
Sale!
Quick View

eBook PDF

The Quest for Artificial Intelligence 1st edition by Nils Nilsson 1139635530 9781139635530

Original price was: $50.00.Current price is: $35.00.