QuantTree: Histograms for Change Detection in Multivariate Data Streams

no code implementations • ICML 2018 • Giacomo Boracchi, Diego Carrera, Cristiano Cervellera, Danilo Macciò

Our experiments show that the proposed histograms are very effective in detecting changes in high dimensional data streams, and that the resulting thresholds can effectively control the false positive rate, even when the number of training samples is relatively small.

Change Detection