Items related to Information Bottleneck: Theory and Applications in...
Synopsis
The celebrated information bottleneck (IB) principle of Tishby et al. has recently enjoyed renewed attention due to its application in the area of deep learning. This collection investigates the IB principle in this new context. The individual chapters in this collection: • provide novel insights into the functional properties of the IB; • discuss the IB principle (and its derivates) as an objective for training multi-layer machine learning structures such as neural networks and decision trees; and • offer a new perspective on neural network learning via the lens of the IB framework. Our collection thus contributes to a better understanding of the IB principle specifically for deep learning and, more generally, of information-theoretic cost functions in machine learning. This paves the way toward explainable artificial intelligence.
"synopsis" may belong to another edition of this title.
- PublisherMdpi AG
- Publication date2021
- ISBN 10 3036508023
- ISBN 13 9783036508023
- BindingHardcover
- LanguageEnglish
- Number of pages274
- EditorGeiger Bernhard C, Kubin Gernot
Search results for Information Bottleneck: Theory and Applications in...
Stock Image
Information Bottleneck
Print on DemandSeller: PBShop.store UK, Fairford, GLOS, United Kingdom
Seller rating 4 out of 5 stars
HRD. Condition: New. New Book. Delivered from our UK warehouse in 4 to 14 business days. THIS BOOK IS PRINTED ON DEMAND. Established seller since 2000. Seller Inventory # L1-9783036508023
Quantity: Over 20 available
Stock Image
Information Bottleneck: Theory and Applications in Deep Learning
Seller: Ria Christie Collections, Uxbridge, United Kingdom
Seller rating 5 out of 5 stars
Condition: New. In. Seller Inventory # ria9783036508023_new
Quantity: Over 20 available
Stock Image
Information Bottleneck
Print on DemandSeller: PBShop.store US, Wood Dale, IL, U.S.A.
Seller rating 5 out of 5 stars
HRD. Condition: New. New Book. Shipped from UK. THIS BOOK IS PRINTED ON DEMAND. Established seller since 2000. Seller Inventory # L1-9783036508023
Quantity: Over 20 available
Stock Image
Information Bottleneck: Theory and Applications in Deep Learning
Seller: California Books, Miami, FL, U.S.A.
Seller rating 5 out of 5 stars
Condition: New. Seller Inventory # I-9783036508023
Quantity: Over 20 available
Seller Image
Information Bottleneck : Theory and Applications in Deep Learning
Print on DemandSeller: AHA-BUCH GmbH, Einbeck, Germany
Seller rating 5 out of 5 stars
Buch. Condition: Neu. nach der Bestellung gedruckt Neuware - Printed after ordering - The celebrated information bottleneck (IB) principle of Tishby et al. has recently enjoyed renewed attention due to its application in the area of deep learning. This collection investigates the IB principle in this new context. The individual chapters in this collection: ¿ provide novel insights into the functional properties of the IB; ¿ discuss the IB principle (and its derivates) as an objective for training multi-layer machine learning structures such as neural networks and decision trees; and ¿ offer a new perspective on neural network learning via the lens of the IB framework. Our collection thus contributes to a better understanding of the IB principle specifically for deep learning and, more generally, of information-theoretic cost functions in machine learning. This paves the way toward explainable artificial intelligence. Seller Inventory # 9783036508023
Quantity: 2 available
Seller Image
Information Bottleneck
Seller: moluna, Greven, Germany
Seller rating 5 out of 5 stars
Gebunden. Condition: New. KlappentextThe celebrated information bottleneck (IB) principle of Tishby et al. has recently enjoyed renewed attention due to its application in the area of deep learning. This collection investigates the IB principle in this new contex. Seller Inventory # 513272523
Quantity: Over 20 available
Stock Image
Information Bottleneck: Theory and Applications in Deep Learning
Print on DemandSeller: Majestic Books, Hounslow, United Kingdom
Seller rating 5 out of 5 stars
Condition: New. Print on Demand. Seller Inventory # 402360701
Quantity: 4 available
Stock Image
Information Bottleneck: Theory and Applications in Deep Learning
Seller: Books Puddle, New York, NY, U.S.A.
Seller rating 4 out of 5 stars
Condition: New. Seller Inventory # 26395064994
Quantity: 4 available
Stock Image
Information Bottleneck: Theory and Applications in Deep Learning
Print on DemandSeller: Biblios, Frankfurt am main, HESSE, Germany
Seller rating 5 out of 5 stars
Condition: New. PRINT ON DEMAND. Seller Inventory # 18395065000
Quantity: 4 available
Stock Image
Information Bottleneck: Theory and Applications in Deep Learning
Seller: Lucky's Textbooks, Dallas, TX, U.S.A.
Seller rating 5 out of 5 stars
Condition: New. Seller Inventory # ABLIING23Mar3113020039371
Quantity: Over 20 available