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Data-Driven Computational Neuroscience Machine Learning Statistic… 9781108493703
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Located in: Welwyn Garden City, United Kingdom
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eBay item number:144389431235
Item specifics
- Condition
- Like New
- Seller Notes
- Title
- Data-Driven Computational Neuroscience: Machine Learning and Stat
- ISBN
- 110849370X
- Pages
- 708
- Subject Area
- Developmental Psychology
- Publication Name
- Data-Driven Computational Neuroscience: Machine Learning and Statistical Models
- Publisher
- Cambridge University Press
- Subject
- Computer Science, Biology
- Publication Year
- 2020
- Type
- Textbook
- Format
- Hardcover
- Language
- English
- Item Height
- 259mm
- Item Width
- 185mm
- Item Weight
- 1490g
- Number of Pages
- 708 Pages
About this product
Product Information
Data-driven computational neuroscience facilitates the transformation of data into insights into the structure and functions of the brain. This introduction for researchers and graduate students is the first in-depth, comprehensive treatment of statistical and machine learning methods for neuroscience. The methods are demonstrated through case studies of real problems to empower readers to build their own solutions. The book covers a wide variety of methods, including supervised classification with non-probabilistic models (nearest-neighbors, classification trees, rule induction, artificial neural networks and support vector machines) and probabilistic models (discriminant analysis, logistic regression and Bayesian network classifiers), meta-classifiers, multi-dimensional classifiers and feature subset selection methods. Other parts of the book are devoted to association discovery with probabilistic graphical models (Bayesian networks and Markov networks) and spatial statistics with point processes (complete spatial randomness and cluster, regular and Gibbs processes). Cellular, structural, functional, medical and behavioral neuroscience levels are considered.
Product Identifiers
Publisher
Cambridge University Press
ISBN-13
9781108493703
eBay Product ID (ePID)
27046532385
Product Key Features
Subject Area
Developmental Psychology
Publication Name
Data-Driven Computational Neuroscience: Machine Learning and Statistical Models
Format
Hardcover
Language
English
Subject
Computer Science, Biology
Publication Year
2020
Type
Textbook
Number of Pages
708 Pages
Dimensions
Item Height
259mm
Item Width
185mm
Item Weight
1490g
Additional Product Features
Country/Region of Manufacture
United Kingdom
Item description from the seller
Seller assumes all responsibility for this listing.
eBay item number:144389431235
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