{"product_id":"9781611978988","title":"Introduction to Nonsmooth Analysis and Optimization","description":"\u003cp\u003eFunctions that are not differentiable in the classical sense have become a central tool in modern mathematical models for imaging, inverse problems, machine learning, and optimal control of differential equations. These models are increasingly formulated in infinite-dimensional function spaces to be independent of problem size and discretization quality. Introduction to Nonsmooth Analysis and Optimization presents a unified and rigorous introduction to the infinite-dimensional analysis and algorithmic solution of nonsmooth optimization problems arising from the above-mentioned models, including the necessary theoretical tools of nonsmooth analysis to state-of-the-art algorithms and their convergence and stability analysis.  Introduction to Nonsmooth Analysis and Optimization offers  a thorough examination of analysis and algorithms-first- and second-order methods- in infinite dimensions, a self-contained and accessible introduction to set-valued and variational analysis for optimization problems and includes novel calculus results for relevant situations. Julia code to replicate the numerical results.\u003c\/p\u003e","brand":"SIAM - SOCIETY FOR INDUSTRIAL AND APPLIED","offers":[{"title":"Default Title","offer_id":48013616152628,"sku":"9781611978988","price":203.0,"currency_code":"AUD","in_stock":true}],"url":"https:\/\/woodslane.com.au\/products\/9781611978988","provider":"Woodslane","version":"1.0","type":"link"}