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Probabilistic Graphical Models - 9783030619428
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Specifiche dell'oggetto
- Condizione
- Book Title
- Probabilistic Graphical Models
- ISBN
- 9783030619428
- Subject Area
- Electrical Engineering
- Publication Name
- Probabilistic Graphical Models: Principles and Applications
- Publisher
- Springer Nature Switzerland A&G
- Subject
- Computer Science, Mathematics
- Series
- Advances in Computer Vision and Pattern Recognition
- Publication Year
- 2020
- Type
- Textbook
- Format
- Hardcover
- Language
- English
- Item Height
- 235 mm
- Item Width
- 155 mm
- Item Weight
- 740 g
- Number of Pages
- 355 Pages
Informazioni su questo prodotto
Product Information
This fully updated new edition of a uniquely accessible textbook/reference provides a general introduction to probabilistic graphical models (PGMs) from an engineering perspective. It features new material on partially observable Markov decision processes, causal graphical models, causal discovery and deep learning, as well as an even greater number of exercises; it also incorporates a software library for several graphical models in Python. The book covers the fundamentals for each of the main classes of PGMs, including representation, inference and learning principles, and reviews real-world applications for each type of model. These applications are drawn from a broad range of disciplines, highlighting the many uses of Bayesian classifiers, hidden Markov models, Bayesian networks, dynamic and temporal Bayesian networks, Markov random fields, influence diagrams, and Markov decision processes. Topics and features: Presents a unified framework encompassing all of the main classes of PGMs Explores the fundamental aspects of representation, inference and learning for each technique Examines new material on partially observable Markov decision processes, and graphical models Includes a new chapter introducing deep neural networks and their relation with probabilistic graphical models Covers multidimensional Bayesian classifiers, relational graphical models, and causal models Provides substantial chapter-ending exercises, suggestions for further reading, and ideas for research or programming projects Describes classifiers such as Gaussian Naive Bayes, Circular Chain Classifiers, and Hierarchical Classifiers with Bayesian Networks Outlines the practical application of the different techniques Suggests possible course outlines for instructors This classroom-tested work is suitable as a textbook for an advanced undergraduate or a graduate course in probabilistic graphical models for students of computer science, engineering, and physics. Professionals wishing to apply probabilistic graphical models in their own field, or interested in the basis of these techniques, will also find the book to be an invaluable reference. Dr. Luis Enrique Sucar is a Senior Research Scientist at the National Institute for Astrophysics, Optics and Electronics (INAOE), Puebla, Mexico. He received the National Science Prize en 2016.
Product Identifiers
Publisher
Springer Nature Switzerland A&G
ISBN-13
9783030619428
eBay Product ID (ePID)
13046721823
Product Key Features
Subject Area
Electrical Engineering
Series
Advances in Computer Vision and Pattern Recognition
Publication Name
Probabilistic Graphical Models: Principles and Applications
Format
Hardcover
Language
English
Subject
Computer Science, Mathematics
Publication Year
2020
Type
Textbook
Number of Pages
355 Pages
Dimensions
Item Height
235 mm
Item Width
155 mm
Item Weight
740 g
Additional Product Features
Country/Region of Manufacture
Switzerland
Descrizione dell'oggetto fatta dal venditore
Informazioni sul venditore professionale
BOOKS ETC LIMITED
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Books Etc, Unit 4
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GU12 4YD
United Kingdom
Numero Partita IVA:
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Numero registro delle imprese:
- 06687355
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Numero di registrazione dell'impresa:
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- -***o (129)- Feedback lasciato dall'acquirente.Ultimi 6 mesiAcquisto verificatoExcellent, as always with books-etc. Exactly as described, good packaging in sturdy cardboard, which is very important to me. I don't like flimsy paper/polythene envelopes. Perfect condition book at a great price. It usually takes about a week to receive an item, but with free postage so what?! There's a reason I keep coming back to them - they are a top seller. Thank you.
- o***n (2847)- Feedback lasciato dall'acquirente.Ultimi 6 mesiAcquisto verificatoAn excellent book at a great price. It was my first purchase from this seller and i was expecting a service similar to others on eBay. However it took a long time to be despatched and to reach me. The original order was placed on 6 June. It was not despatched until 11 June and finally it arrived 14 June. I may not use this seller in the future if i want an item in a few days but i cannot fault them on the quality of the item - as described - so ultimately i am happy and have learned a lesson,Shiva's Hologram - 9781803413341 (#355083215954)
- f***f (424)- Feedback lasciato dall'acquirente.Mese scorsoAcquisto verificatoVery reasonable price for an impressive hardcover volume, in new condition, which is getting fairly scarce. Packaged very securely, posted quickly and arrived in perfect condition. Fast, friendly and helpful communication as well. (The first copy I ordered got 'lost' at the Global Shipping Centre - even with a tracking number. I was sent a full refund, without any questions - and used that to order this copy, which arrived without any hassles). All good!