Cookies on oxfam

We use cookies to ensure that you have the best experience on our website. If you continue browsing, we’ll assume that you are happy to receive all our cookies. You can change your cookie settings at any time. Find out more Accept

  • Grows vegetables
  • Fills classrooms
  • Drills wells
  • Empowers women
  • Fights poverty
  • Free Uk delivery on all gifts
    Or you can add a donation at checkout
  • Personalise your gift at checkout
    Add a personal message, ecard or card front
  • Add a 'Little Extra' at checkout
    Add-on gifts available (including chocolate!)

Free returns

-

£3.95 delivery per order

-

All profits fight poverty

Keep up with Oxfam's Online Shop

Subscribe to our newsletter for all our latest updates, offers and promotions.

© 2015. Oxfam is a registered charity in England and Wales (no 202918) and Scotland (SC039042). Oxfam GB is a member of Oxfam International.

Probabilistic Graphical Models: Principles and Techniques

£40.00

Product description

A general framework for constructing and using probabilistic models of complex systems that would enable a computer to use available information for making decisions. Most tasks require a person or an automated system to reason - to reach conclusions based on available information. The framework of probabilistic graphical models, presented in this book, provides a general approach for this task. The approach is model-based, allowing interpretable models to be constructed and then manipulated by reasoning algorithms. These models can also be learned automatically from data, allowing the approach to be used in cases where manually constructing a model is difficult or even impossible. Because uncertainty is an inescapable aspect of most real-world applications, the book focuses on probabilistic models, which make the uncertainty explicit and provide models that are more faithful to reality. Probabilistic Graphical Models discusses a variety of models, spanning Bayesian networks, undirected Markov networks, discrete and continuous models, and extensions to deal with dynamical systems and relational data. For each class of models, the text describes the three fundamental cornerstones: representation, inference, and learning, presenting both basic concepts and advanced techniques. Finally, the book considers the use of the proposed framework for causal reasoning and decision making under uncertainty. The main text in each chapter provides the detailed technical development of the key ideas. Most chapters also include boxes with additional material: skill boxes, which describe techniques; case study boxes, which discuss empirical cases related to the approach described in the text, including applications in computer vision, robotics, natural language understanding, and computational biology; and concept boxes, which present significant concepts drawn from the material in the chapter. Instructors (and readers) can group chapters in various combinations, from core topics to more technically advanced material, to suit their particular needs.

Wear to cover. Sticker residue on back cover. Pages are clean and bright with minor foxing/creasing to page edges.

Item details

Author(s):
Koller, Daphne & Friedman, Nir
Condition:
Used: good
Edition:
2009
Format:
Hardback
ISBN-10:
0262013193
ISBN-13:
9780262013192
Number of pages:
1233
Publisher:
The MIT Press
Title:
Probabilistic Graphical Models: Principles and Techniques

Standard UK Delivery (£3.95 per order)

Delivery FAQs

Ts & Cs
Delivery FAQs

Free returns

within 28 days.
Returns policy

About this item

A general framework for constructing and using probabilistic models of complex systems that would enable a computer to use available information for making decisions. Most tasks require a person or an automated system to reason - to reach conclusions based on available information. The framework of probabilistic graphical models, presented in this book, provides a general approach for this task. The approach is model-based, allowing interpretable models to be constructed and then manipulated by reasoning algorithms. These models can also be learned automatically from data, allowing the approach to be used in cases where manually constructing a model is difficult or even impossible. Because uncertainty is an inescapable aspect of most real-world applications, the book focuses on probabilistic models, which make the uncertainty explicit and provide models that are more faithful to reality. Probabilistic Graphical Models discusses a variety of models, spanning Bayesian networks, undirected Markov networks, discrete and continuous models, and extensions to deal with dynamical systems and relational data. For each class of models, the text describes the three fundamental cornerstones: representation, inference, and learning, presenting both basic concepts and advanced techniques. Finally, the book considers the use of the proposed framework for causal reasoning and decision making under uncertainty. The main text in each chapter provides the detailed technical development of the key ideas. Most chapters also include boxes with additional material: skill boxes, which describe techniques; case study boxes, which discuss empirical cases related to the approach described in the text, including applications in computer vision, robotics, natural language understanding, and computational biology; and concept boxes, which present significant concepts drawn from the material in the chapter. Instructors (and readers) can group chapters in various combinations, from core topics to more technically advanced material, to suit their particular needs.

Wear to cover. Sticker residue on back cover. Pages are clean and bright with minor foxing/creasing to page edges.

Author(s):
Koller, Daphne & Friedman, Nir
Condition:
Used: good
Edition:
2009
Format:
Hardback
ISBN-10:
0262013193
ISBN-13:
9780262013192
Number of pages:
1233
Publisher:
The MIT Press
Title:
Probabilistic Graphical Models: Principles and Techniques

Delivery & returns

This item will be dispatched to UK addresses via second class post within 2 working days of receipt of your order. Standard UK delivery is £3.95 per order, so you're only charged once no matter how many items you have in your basket. Any additional courier charges will be applied at checkout as they vary depending on delivery address.

This item will be dispatched to UK addresses via second class post within 2 working days of receipt of your order. Standard UK delivery is currently free, no matter how many items you have in your basket. Any additional courier charges will be applied at checkout as they vary depending on delivery address.

You can find out more about delivery and returns in our help section.

We offer a no quibble returns policy as follows:

Wedding dresses: 28 days

Overseas returns: 31 days

Everything else: 28 days


This item is also available for international delivery by airmail, carrying a mandatory delivery charge of:

Europe: £6.50

Outside Europe: £11.50

Volunteer listed

Wonder how this unique item ended up online?

Most of the second-hand items you see online have been donated, by supporters like you, to our high street stores. Each item is then priced, photographed and listed on this site by our amazing team of volunteers from across the country.

After you have bought your item, our team of volunteers package and dispatch it from the Shop straight to you or your chosen recipient.

All profits from the sales of our goods go towards funding Oxfam's work around the world. We rely on your donations to sell online so please keep the cycle of goodness going!

To find out more about volunteering with Oxfam, please visit our how to volunteer page.

Oxfam Bookshop Coventry

Trading for over 30 years, the Coventry books & music store has a wide selection of academic textbooks, literature, poetry, and plays, alongside fiction, crime, travel and children's books. We have one of the largest sci-fi departments in the country, stocking hundreds of comics (many rare and out of print), graphic novels, games, collectables and prints. Our music department carries collectable and out of print titles on vinyl, CD, and DVD. We also have many film & music reference books and biographies. The newest addition is a poster department selling classic and rare posters from music and cinema. So come on - send yourself to Coventry!

View Shop