Experimental Comparison of Ensemble Methods and Time-to-Event Analysis Models Through Integrated Brier Score and Concordance Index

arXiv:2403.07460v1 Announce Type: new
Abstract: Time-to-event analysis is a branch of statistics that has increased in popularity during the last decades due to its many application fields, such as predictive maintenance, customer churn prediction and population lifetime estimation. In this paper, we review and compare the performance of several prediction models for time-to-event analysis. These consist of semi-parametric and parametric statistical models, in addition to machine learning approaches. Our study is carried out on three datasets and evaluated in two …

abstract analysis application arxiv churn comparison concordance cs.lg customer ensemble event experimental fields index maintenance paper population prediction predictive predictive maintenance review statistics through type