{"product_id":"materials-informatics-krishna-rajan-9780443222566","title":"Materials Informatics: Molecules, Crystals, and Beyond","description":"\u003cp\u003e\u003ci\u003eMaterials Informatics: Molecules, Crystals and Beyond\u003c\/i\u003e discusses the role of information science in aiding the discovery and interpretation of multiscale relationships that are critical for materials discovery, design, and optimization. The book covers key challenges in applying information science methods to materials science, including the multidimensional nature of structure-property relationships, data sparsity, and the nature and sources of uncertainty, along with a brief overview of the algorithmic tools used for unsupervised and supervised learning. \u003c\/p\u003e\u003cp\u003e\u003c\/p\u003eBuilding on these topics, chapters then cover the development of physics\/chemistry informed data representations of structure and properties, the application of machine learning for structure and property prediction and screening for targeted properties, and the utilization of techniques such a graphics recognition, natural language processing, and statistically driven visualization tools in deciphering processing-structure-property-performance relationships in materials. \u003cp\u003e\u003c\/p\u003e \u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Krishna Rajan\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 0443222568\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9780443222566\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Elsevier\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 05\/29\/2026\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 380\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback","brand":"Krishna Rajan","offers":[{"title":"Paperback","offer_id":48517316837631,"sku":"9780443222566","price":210.0,"currency_code":"USD","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_bea3b245-488f-4667-901e-737537fed04d.jpg?v=1778731311","url":"https:\/\/www.whiterainbookhouse.com\/products\/materials-informatics-krishna-rajan-9780443222566","provider":"WR Book House","version":"1.0","type":"link"}