{"product_id":"dynamical-variational-autoencoders-a-comprehensive-review-9781680839128","title":"Dynamical Variational Autoencoders: A Comprehensive Review","description":"Variational autoencoders (VAEs) are powerful deep generative models widely used to represent high-dimensional complex data through a low-dimensional latent space learned in an unsupervised manner. In this monograph the authors introduce and discuss a general class of models, called dynamical variational autoencoders (DVAEs), which extend VAEs to model temporal vector sequences. In doing so the authors provide: - a formal definition of the general class of DVAEs- a detailed and complete technical description of seven DVAE models- a rapid overview of other DVAE models presented in the recent literature- discussion of the recent developments in DVAEs in relation to the history and technical background of the classical models DVAEs are built on- a quantitative benchmark of the selected DVAE models- a discussion to put the DVAE class of models into perspective This monograph is a comprehensive review of the current state-of-the-art in DVAEs. It gives the reader an accessible summary of the technical aspects of the different DVAE models, their connections with classicalmodels, their cross-connections, and their unification in the DVAE class in a concise, easy-to-read book. The authors have put considerable effort into unifying the terminology and notation used across the various models which all students, researchers and practitioners working in machine learning will find an invaluable resource.\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=AUTH-15190353\"\u003eLaurent Girin\u003c\/a\u003e, \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=AUTH-15190354\"\u003eSimon Leglaive\u003c\/a\u003e, \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=AUTH-15190355\"\u003eXiaoyu Bie\u003c\/a\u003e\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Now Publishers\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 12\/02\/2021\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 198\u003cbr\u003e\u003cb\u003eBinding Type:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.63lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.21h x 6.14w x 0.42d\u003cbr\u003e\u003cb\u003eISBN13:\u003c\/b\u003e 9781680839128\u003cbr\u003e\u003cb\u003eISBN10:\u003c\/b\u003e 1680839128\u003cbr\u003e\u003cb\u003eBISAC Categories:\u003c\/b\u003e\u003cbr\u003e- \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=CAT-COM\"\u003eComputers\u003c\/a\u003e | \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=BISAC-COM094000\"\u003eData Science | Machine Learning\u003c\/a\u003e\u003cbr\u003e- \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=CAT-COM\"\u003eComputers\u003c\/a\u003e | \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=BISAC-COM037000\"\u003eMachine Theory\u003c\/a\u003e\u003cbr\u003e","brand":"Now Publishers","offers":[{"title":"Default Title","offer_id":44593491640557,"sku":"9781680839128","price":132.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0550\/8097\/6621\/products\/img_9232d65d-937c-4b4f-8a12-0fae2ac24b76.jpg?v=1702313340","url":"https:\/\/sureshotbooks.com\/es\/products\/dynamical-variational-autoencoders-a-comprehensive-review-9781680839128","provider":"SureShot Books Publishing LLC","version":"1.0","type":"link"}