Title
Semisupervised Learning (Adaptive Computation And Machine Learning Series),Used
Delivery time: 8-12 business days (International)
A comprehensive review of an area of machine learning that deals with the use of unlabeled data in classification problems: stateoftheart algorithms, a taxonomy of the field, applications, benchmark experiments, and directions for future research.In the field of machine learning, semisupervised learning (SSL) occupies the middle ground, between supervised learning (in which all training examples are labeled) and unsupervised learning (in which no label data are given). Interest in SSL has increased in recent years, particularly because of application domains in which unlabeled data are plentiful, such as images, text, and bioinformatics. This first comprehensive overview of SSL presents stateoftheart algorithms, a taxonomy of the field, selected applications, benchmark experiments, and perspectives on ongoing and future research.SemiSupervised Learning first presents the key assumptions and ideas underlying the field: smoothness, cluster or lowdensity separation, manifold structure, and transduction. The core of the book is the presentation of SSL methods, organized according to algorithmic strategies. After an examination of generative models, the book describes algorithms that implement the lowdensity separation assumption, graphbased methods, and algorithms that perform twostep learning. The book then discusses SSL applications and offers guidelines for SSL practitioners by analyzing the results of extensive benchmark experiments. Finally, the book looks at interesting directions for SSL research. The book closes with a discussion of the relationship between semisupervised learning and transduction.
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Shipping & Returns
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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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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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