{"product_id":"abney-steven-semisupervised-learning-for-computational-linguistics-9780367388638","title":"Semisupervised Learning for Computational Linguistics","description":"This book provides a broad, accessible treatment of the theory and linguistic applications of semisupervised methods. It presents a brief history of the field before moving on to discuss well-known natural language processing methods, such as self-training and co-training. It then centers on machine learning techniques, including the boundary-oriented methods of perceptrons, boosting, SVMs, and the null-category noise model. In addition, the book covers clustering, the EM algorithm, related generative methods, and agreement methods. It concludes with the graph-based method of label propagation as well as a detailed discussion of spectral methods.","brand":"Chapman and Hall\/CRC","offers":[{"title":"Default Title","offer_id":53700313612630,"sku":null,"price":0.0,"currency_code":"EUR","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0925\/5829\/5382\/files\/product_image_9780367388638_1.jpg?v=1778865028","url":"https:\/\/www.momoxbooks.com\/products\/abney-steven-semisupervised-learning-for-computational-linguistics-9780367388638","provider":"momoxbooks","version":"1.0","type":"link"}