Title
CostSensitive Machine Learning (Machine Learning & Pattern Recongnition),Used
Delivery time: 8-12 business days (International)
In machine learning applications, practitioners must take into account the cost associated with the algorithm. These costs include:Cost of acquiring training dataCost of data annotation/labeling and cleaningComputational cost for model fitting, validation, and testingCost of collecting features/attributes for test dataCost of user feedback collectionCost of incorrect prediction/classificationCostSensitive Machine Learning is one of the first books to provide an overview of the current research efforts and problems in this area. It discusses realworld applications that incorporate the cost of learning into the modeling process.The first part of the book presents the theoretical underpinnings of costsensitive machine learning. It describes wellestablished 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 realworld applications that effectively trade off different types of costs. These applications not only use traditional machine learning approaches, but they also incorporate cuttingedge 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 costsensitive machine learning through its coverage of the rapid application developments made by leading companies and academic research labs.
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Shipping & Returns
Shipping
We ship your order within 2–3 business days for USA deliveries and 5–8 business days for international shipments. Once your package has been dispatched from our warehouse, you'll receive an email confirmation with a tracking number, allowing you to track the status of your delivery.
Returns
To facilitate a smooth return process, a Return Authorization (RA) Number is required for all returns. Returns without a valid RA number will be declined and may incur additional fees. You can request an RA number within 15 days of the original delivery date. For more details, please refer to our Return & Refund Policy page.
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Warranty
We provide a 2-year limited warranty, from the date of purchase for all our products.
If you believe you have received a defective product, or are experiencing any problems with your product, please contact us.
This warranty strictly does not cover damages that arose from negligence, misuse, wear and tear, or not in accordance with product instructions (dropping the product, etc.).
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Your payment information is processed securely. We do not store credit card details nor have access to your credit card information.
We accept payments with :
Visa, MasterCard, American Express, Paypal, Shopify Payments, Shop Pay and more.