For all 4 algorithms, more balanced classes (multiplier: 0.93-0.96 for a 1% increase in minority class proportion) were associated with decreased sample size. Other characteristics varied in ...

Abstract: This paper evaluates transformer-based time series models' effectiveness for enhancing bicycle traffic prediction by integrating crowdsourced data sets, such as Strava, with traditional ...