{"product_id":"advanced-structured-prediction-sebastian-nowozin-9780262028370","title":"Advanced Structured Prediction","description":"\u003cb\u003eAn overview of recent work in the field of structured prediction, the building of predictive machine learning models for interrelated and dependent outputs.\u003c\/b\u003e\u003cp\u003eThe goal of structured prediction is to build machine learning models that predict relational information that itself has structure, such as being composed of multiple interrelated parts. These models, which reflect prior knowledge, task-specific relations, and constraints, are used in fields including computer vision, speech recognition, natural language processing, and computational biology. They can carry out such tasks as predicting a natural language sentence, or segmenting an image into meaningful components. \u003c\/p\u003e\u003cp\u003eThese models are expressive and powerful, but exact computation is often intractable. A broad research effort in recent years has aimed at designing structured prediction models and approximate inference and learning procedures that are computationally efficient. This volume offers an overview of this recent research in order to make the work accessible to a broader research community. The chapters, by leading researchers in the field, cover a range of topics, including research trends, the linear programming relaxation approach, innovations in probabilistic modeling, recent theoretical progress, and resource-aware learning.\u003c\/p\u003e\u003cp\u003e\u003cb\u003eContributors \u003cbr\u003e\u003c\/b\u003eJonas Behr, Yutian Chen, Fernando De La Torre, Justin Domke, Peter V. Gehler, Andrew E. Gelfand, S bastien Gigu re, Amir Globerson, Fred A. Hamprecht, Minh Hoai, Tommi Jaakkola, Jeremy Jancsary, Joseph Keshet, Marius Kloft, Vladimir Kolmogorov, Christoph H. Lampert, Fran ois Laviolette, Xinghua Lou, Mario Marchand, Andr  F. T. Martins, Ofer Meshi, Sebastian Nowozin, George Papandreou, Daniel Průsa, Gunnar R tsch, Am lie Rolland, Bogdan Savchynskyy, Stefan Schmidt, Thomas Schoenemann, Gabriele Schweikert, Ben Taskar, Sinisa Todorovic, Max Welling, David Weiss, Thom s Werner, Alan Yuille, Stanislav Zivn \u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Sebastian Nowozin\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 0262028379\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9780262028370\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e MIT Press\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 12\/05\/2014\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 432\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Hardcover\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 2.30lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 10.30h x 8.30w x 1.00d","brand":"Sebastian Nowozin","offers":[{"title":"Hardcover","offer_id":43990118662399,"sku":"9780262028370","price":65.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_d1cd028b-8a2b-471e-a46b-502bc049f619.jpg?v=1683303101","url":"https:\/\/www.whiterainbookhouse.com\/products\/advanced-structured-prediction-sebastian-nowozin-9780262028370","provider":"WR Book House","version":"1.0","type":"link"}