Randomized neural networks for preference learning with physiological data

• Published in: Neurocomputing (Amsterdam) Vol. 298; pp. 9 - 20
• Main Authors: Bacciu, Davide, Colombo, Michele, Morelli, Davide, Plans, David
• Format: Journal Article
• Language: English
• Published: Elsevier B.V 12.07.2018
• Subjects: Echo state network; Extreme learning machine; Physiological data; Preference learning; Randomized networks; Physiological data; Preference learning; Extreme learning machine; Echo state network; Randomized networks

The paper discusses the use of randomized neural networks to learn a complete ordering between samples of heart-rate variability data by relying solely on partial and subject-dependent information concerning pairwise relations between samples. We confront two approaches, i.e. Extreme Learning Machin...