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In machine learning applications, practitioners must take into account the cost associated with the algorithm. These costs include:

• Cost of acquiring training data
• Cost of data annotation/labeling and cleaning
• Computational cost for model fitting, validation, and testing
• Cost of collecting features/attributes for test data
• Cost of user feedback collection
• Cost of incorrect prediction/classification

Cost-Sensitive Machine Learning is one of the first books to provide an overview of the current research efforts and problems in this area. It discusses real-world applications that incorporate the cost of learning into the modeling process.

The first part of the book presents the theoretical underpinnings of cost-sensitive machine learning. It describes well-established machine learning approaches for reducing data acquisition costs during training as well as approaches for reducing costs when systems must make predictions for new samples. The second part covers real-world applications that effectively trade off different types of costs. These applications not only use traditional machine learning approaches, but they also incorporate cutting-edge research that advances beyond the constraining assumptions by analyzing the application needs from first principles.

Spurring further research on several open problems, this volume highlights the often implicit assumptions in machine learning techniques that were not fully understood in the past. The book also illustrates the commercial importance of cost-sensitive machine learning through its coverage of the rapid application developments made by leading companies and academic research labs.

• Sales Rank: #3887718 in Books
• Published on: 2011-12-19
• Original language: English
• Number of items: 1
• Dimensions: 9.30" h x .90" w x 6.20" l, 1.30 pounds
• Binding: Hardcover
• 331 pages

About the Author

Balaji Krishnapuram is a senior R&D manager at Siemens Medical Solutions. He earned a Ph.D. in electrical and computer engineering from Duke University. His research interests include statistical data mining and information retrieval.

Shipeng Yu is a senior staff scientist at Siemens Medical Solutions. He earned a Ph.D. in computer science from the University of Munich. His research interests include statistical machine learning, data mining, Bayesian analysis, information retrieval and extraction, healthcare analytics, and personalized medicine.

R. Bharat Rao is senior director and head of Knowledge Solutions at Siemens Medical Solutions, where was recognized as one of its Inventors of the Year in 2005. He also received the 2011 ACM SIGKDD Lifetime Service Award for pioneering applications of data mining for healthcare. He earned a Ph.D. in electrical and computer engineering from the University of Illinois at Urbana-Champaign. His research interests include machine learning, healthcare analytics, mining large data, and personalized medicine.

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Ebook Free The Content of Character: Ethical Sayings of the Prophet MuhammadFrom Sandala

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Description from the publisher: As a scholar, Shaykh Al-Amin Mazrui attempted to be a bridge between Islam and modernity. He argued that while Christianity became the vanguard of progress when it became more secular and less Christian, Islam was the vanguard of progress when it was more Islamic and less secular. According to Shaykh Al-Amin, progress among Muslims required not the abandonment of Islam but the recovery of the original spirit of Islamic enlightenment. Shaykh Al-Amin's choice of these favored sayings of the Prophet (pbuh) in "The Content of Character" --translated and introduced here by the well-known American Muslim scholar Hamza Yusuf -- was influenced by his effort to be a bridge--builder, especially between the values of tradition and the norms of modernity, between the wisdom of religion and the compassion of humanity. Contains original Arabic text of hadiths as well.

• Sales Rank: #645619 in Books
• Published on: 2005
• Original language: English
• Number of items: 1
• Dimensions: .39" h x 5.12" w x 7.48" l, .31 pounds
• Binding: Hardcover

Features

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Ebook The Frostwoven Crown (The Songreaver's Tale series Book 4)By Andrew Hunter

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• Sales Rank: #78541 in eBooks
• Published on: 2014-11-26
• Released on: 2014-11-26
• Format: Kindle eBook

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• Sales Rank: #1911099 in Books
• Published on: 2012-04-27
• Original language: English
• Number of items: 1
• Dimensions: 7.50" h x 5.00" w x .25" l, .12 pounds
• Binding: Paperback
• 44 pages

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Free Download G. I. Kunz's,R. E. Glock's Apparel Manufacturing 4th(fourth) edition (Apparel Manufacturing: Sewn Product Analysis, 4th Edition [Paperback]

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Apparel Manufacturing: Sewn Product Analysis, 4th Edition [Paperback] Grace I. Kunz (Author),Ruth E. Glock (Author)

• Sales Rank: #5200414 in Books
• Published on: 2004
• Binding: Paperback

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• Sales Rank: #454839 in Books
• Published on: 1985-08
• Original language: English
• Number of items: 1
• Dimensions: 6.80" h x 4.20" w x .80" l,
• Binding: Paperback

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• Published on: 1600
• Binding: Paperback

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