LEADER 02654nam 22006255 450 001 9910984589503321 005 20250226213451.0 010 $a9789819979929 010 $a9819979927 024 7 $a10.1007/978-981-99-7992-9 035 $a(MiAaPQ)EBC31924953 035 $a(Au-PeEL)EBL31924953 035 $a(CKB)37725746800041 035 $a(DE-He213)978-981-99-7992-9 035 $a(OCoLC)1505733769 035 $a(EXLCZ)9937725746800041 100 $a20250226d2025 u| 0 101 0 $aeng 135 $aurcnu|||||||| 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 13$aAn Introduction to Materials Informatics $eThe Elements of Machine Learning /$fby Tongyi Zhang 205 $a1st ed. 2025. 210 1$aSingapore :$cSpringer Nature Singapore :$cImprint: Springer,$d2025. 215 $a1 online resource (677 pages) 311 08$a9789819979912 311 08$a9819979919 327 $aIntroduction -- Linear Regression -- Linear Classification -- Support Vector Machine -- Decision Tree and K-Nearest-Neighbors (KNN) -- Ensemble Learning -- Bayesian Theorem and Expectation-Maximization (EM) Algorithm -- Symbolic Regression -- Neural Networks -- Hidden Markov Chains -- Data Preprocessing and Feature Selection -- Interpretative SHAP Value and Partial Dependence Plot. 330 $aThis textbook educates current and future materials workers, engineers, and researchers on Materials Informatics. Volume I serves as an introduction, merging AI, ML, materials science, and engineering. It covers essential topics and algorithms in 11 chapters, including Linear Regression, Neural Networks, and more. Suitable for diverse fields like materials science, physics, and chemistry, it enables quick and easy learning of Materials Informatics for readers without prior AI and ML knowledge. 606 $aMaterials 606 $aMaterials science 606 $aStatistics 606 $aMachine learning 606 $aMaterials Engineering 606 $aMaterials Science 606 $aApplied Statistics 606 $aMachine Learning 615 0$aMaterials. 615 0$aMaterials science. 615 0$aStatistics. 615 0$aMachine learning. 615 14$aMaterials Engineering. 615 24$aMaterials Science. 615 24$aApplied Statistics. 615 24$aMachine Learning. 676 $a620.110285631 700 $aZhang$b Tongyi$01790170 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910984589503321 996 $aAn Introduction to Materials Informatics$94326262 997 $aUNINA