{"product_id":"machine-learning-solutions-for-inverse-michael-hintermzller-9780443417894","title":"Machine Learning Solutions for Inverse Problems: Part a: Volume 26","description":"\u003ci\u003eMachine Learning Solutions for Inverse Problems: Part A, Volume 26 \u003c\/i\u003ein the \u003ci\u003eHandbook of Numerical Analysis\u003c\/i\u003e, highlights new advances in the field, with this new volume presenting interesting chapters on a variety of timely topics, including Data-Driven Approaches for Generalized Lasso Problems, Implicit Regularization of the Deep Inverse Prior via (Inertial) Gradient Flow, Generalized Hardness of Approximation, Hallucinations, and Trustworthiness in Machine Learning for Inverse Problems, Energy-Based Models for Inverse Imaging Problems, Regularization Theory of Stochastic Iterative Methods for Solving Inverse Problems, and more. \u003cp\u003e\u003c\/p\u003eOther sections cover Advances in Identifying Differential Equations from Noisy Data Observations, The Complete Electrode Model for Electrical Impedance Tomography: A Comparative Study of Deep Learning and Analytical Methods, Learned Iterative Schemes: Neural Network Architectures for Operator Learning, Jacobian-Free Backpropagation for Unfolded Schemes with Convergence Guarantees, and Operator Learning Meets Inverse Problems: A Probabilistic Perspective\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Michael Hintermüller\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 044341789X\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9780443417894\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Academic Press\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 10\/01\/2025\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 366\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Hardcover","brand":"Michael Hintermüller","offers":[{"title":"Hardcover","offer_id":47425021608191,"sku":"9780443417894","price":230.0,"currency_code":"USD","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_32ff3277-2326-408a-b990-2d1826500ac5.jpg?v=1761536460","url":"https:\/\/www.whiterainbookhouse.com\/products\/machine-learning-solutions-for-inverse-michael-hintermzller-9780443417894","provider":"WR Book House","version":"1.0","type":"link"}