Home location prediction with telecom data: Benchmarking heuristics with a predictive modelling approach.

•Accurate home detection is crucial for mobility analysis with CDR data.•We benchmark existing heuristics for home prediction with CDR data.•Our detailed validation data strongly improves on prior validation attempts.•Labelled predictive modelling outperforms the heuristic approach.•Social network variables and models improve the predictive performance.