Detection Method on Data Accuracy Incorporating Materials Domain Knowledge
Siqi Shi, Shiyu Sun, Shuchang Ma, Xinxin Zou, Quan QIAN, Yue Liu
Abstract
Due to the characteristics of small samples, high dimensions, and much noise, materials data often produce inconsistent results with those obtained from domain experts when used for machine learning modeling.
Topics & Concepts
Materials scienceDomain (mathematical analysis)Data miningComputer scienceMathematical analysisMathematicsMachine Learning in Materials ScienceFault Detection and Control SystemsIndustrial Vision Systems and Defect Detection