intelligence (AI) can play in facilitating product classification at scale and, more generally, in enhancing the categorization of …

learning (ML) classifiers with a multi-class classification approach. The study is intended to (1) comprehensively assess the …

noises, the distribution of assigned noise scores, the improvement in classification accuracy, and the accuracy of noise … detection with artificial noise injection. The results indicated that ShadowN achieved the highest overall classification … is limited to binary classification, our findings underscore its practical value and demonstrate its potential for …

This paper presents a computationally efficient method for binary classification using Manski's (1975,1985) maximum … conditions under which it is minimax optimal to allow for either non-classification or random classification and derive finite …-sample and asymptotic lower bounds on the probability of correct classification. We also describe an extension of our method to …