Active Learning

Burr Settles

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Language: English

Published by Springer, Springer Aug 2012, 2012

3031004329 / 9783031004322

Series: Book 2 of 14 - Synthesis Lectures on Artificial Intelligence and Machine Learning

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This item is printed on demand - Print on Demand Titel. Neuware -The key idea behind active learning is that a machine learning algorithm can perform better with less training if it is allowed to choose the data from which it learns. An active learner may pose 'queries,' usually in the form of unlabeled data instances to be labeled by an 'oracle' (e.g., a human annotator) that already understands the nature of the problem. This sort of approach is well-motivated in many modern machine learning and data mining applications, where unlabeled data may be abundant or easy to come by, but training labels are difficult, time-consuming, or expensive to obtain. This book is a general introduction to active learning. It outlines several scenarios in which queries might be formulated, and details many query selection algorithms which have been organized into four broad categories, or 'query selection frameworks.' We also touch on some of the theoretical foundations of active learning, and conclude with an overview of the strengths and weaknesses of these approaches in practice, including a summary of ongoing work to address these open challenges and opportunities. Table of Contents: Automating Inquiry / Uncertainty Sampling / Searching Through the Hypothesis Space / Minimizing Expected Error and Variance / Exploiting Structure in Data / Theory / Practical ConsiderationsSpringer-Verlag KG, Sachsenplatz 4-6, 1201 Wien 116 pp. Englisch.

Seller Inventory # 9783031004322

Title
Active Learning
Author
Burr Settles
Publisher
Springer, Springer Aug 2012
Publication year
2012
Condition
Neu
Binding
Taschenbuch
Language
English
ISBN 10
3031004329
ISBN 13
9783031004322
Item weight
233 grams
Dimensions
235x191x7 mm
Series
Book 2 of 14: Synthesis Lectures on Artificial Intelligence and Machine Learning

buchversandmimpf2000

Emtmannsberg, BAYE, Germany

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