Noise tolerant drift detection method for data stream mining

•To detect drifts in data stream when noise presents.•A novel tolerant drift detection method is designed to detect and validate.•A sparse sliding window strategy is proposed to reduce false drift detection.•Our method outperforms the existing six established drift detection methods in both accuracy and timeliness.