Multicriteria approaches for predictive model generation: A comparative experimental study

• Published in: 2014 IEEE Symposium on Computational Intelligence in Multi-Criteria Decision-Making (MCDM) pp. 64 - 71
• Main Authors: Al-Jubouri, Bassma, Gabrys, Bogdan
• Format: Conference Proceeding
• Language: English
• Published: IEEE 01.12.2014
• Subjects: Accuracy; Artificial neural networks; Complexity theory; Mathematical model; Optimization; Prediction algorithms; Predictive models

This study investigates the evaluation of machine learning models based on multiple criteria. The criteria included are: predictive model accuracy, model complexity, and algorithmic complexity (related to the learning/adaptation algorithm and prediction delivery) captured by monitoring the execution...