Titlebook: Information Science for Materials Discovery and Design; Turab Lookman,Francis J. Alexander,Krishna Rajan Book 2016 Springer International

refraction

Discovering Electronic Signatures for Phase Stability of Intermetallics via Machine Learningifferent stabilities in L1. structure although they are seemingly isoelectronic. This paper lays out the methodology for extracting these features and has significant implications, such as in the identification of critical element substitutions, by developing a framework for accelerated and targeted materials design.

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Small-Sample Classificationnse or unavailability of data points. Many classifier design procedures work well with large samples but are ineffectual or, at best, problematic with small samples. Worse yet, small-samples make it difficult to impossible to guarantee an accurate error estimate without modeling assumptions, and abs

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