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Unsupervised Learning: A Dynamic Approach by Matthew Kyan (English) Hardcover Bo
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- Buy it nowUnsupervised Learning: A Dynamic Approach by Matthew Kyan (English) Hardcover Bo
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Item specifics
- Condition
- ISBN-13
- 9780470278338
- Book Title
- Unsupervised Learning
- ISBN
- 9780470278338
- Publication Year
- 2014
- Type
- Textbook
- Format
- Hardcover
- Language
- English
- Publication Name
- Unsupervised Learning: a Dynamic Approach
- Item Height
- 242mm
- Publisher
- John Wiley & Sons INC International Concepts
- Item Width
- 156mm
- Subject
- Computer Science
- Item Weight
- 592g
- Number of Pages
- 288 Pages
About this product
Product Information
A new approach to unsupervised learning Evolving technologies have brought about an explosion of information in recent years, but the question of how such information might be effectively harvested, archived, and analyzed remains a monumental challenge?for the processing of such information is often fraught with the need for conceptual interpretation: a relatively simple task for humans, yet an arduous one for computers. Inspired by the relative success of existing popular research on self-organizing neural networks for data clustering and feature extraction, Unsupervised Learning: A Dynamic Approach presents information within the family of generative, self-organizing maps, such as the self-organizing tree map (SOTM) and the more advanced self-organizing hierarchical variance map (SOHVM). It covers a series of pertinent, real-world applications with regard to the processing of multimedia data?from its role in generic image processing techniques, such as the automated modeling and removal of impulse noise in digital images, to problems in digital asset management and its various roles in feature extraction, visual enhancement, segmentation, and analysis of microbiological image data. Self-organization concepts and applications discussed include: Distance metrics for unsupervised clustering Synaptic self-amplification and competition Image retrieval Impulse noise removal Microbiological image analysis Unsupervised Learning: A Dynamic Approach introduces a new family of unsupervised algorithms that have a basis in self-organization, making it an invaluable resource for researchers, engineers, and scientists who want to create systems that effectively model oppressive volumes of data with little or no user intervention.
Product Identifiers
Publisher
John Wiley & Sons INC International Concepts
ISBN-13
9780470278338
eBay Product ID (ePID)
209553842
Product Key Features
Publication Name
Unsupervised Learning: a Dynamic Approach
Format
Hardcover
Language
English
Subject
Computer Science
Publication Year
2014
Type
Textbook
Number of Pages
288 Pages
Dimensions
Item Height
242mm
Item Width
156mm
Item Weight
592g
Additional Product Features
Series Title
Ieee Press Series on Computational Intelligence
Country/Region of Manufacture
United States
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ABC Books Ltd
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- GB 324767388
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- 05034144
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