{"product_id":"9780367388638","title":"Semisupervised Learning for Computational Linguistics (Chapman \u0026 Hall\/crc Computer Science \u0026 Data Analysis)","description":"\u003cp\u003eThis 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.\u003c\/p\u003e","brand":"Chapman \u0026 Hall\/CRC","offers":[{"title":"Default Title","offer_id":45397503377487,"sku":"00000_00000_00000_00000","price":3325.0,"currency_code":"TWD","in_stock":true}],"url":"https:\/\/kinokuniya.com.tw\/products\/9780367388638","provider":"Books Kinokuniya Taiwan","version":"1.0","type":"link"}