Unsupervised real-time anomaly detection for streaming data

Neurocomputing 2017 Subutai Ahmad;Alexander Lavin;Scott Purdy; Zuha Agha

We are seeing an enormous increase in the availability of streaming, time-series data. Largely driven by the rise of connected real-time data sources, this data presents technical challenges and opportunities... (read more)

PDF Abstract
TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK LEADERBOARD
Anomaly Detection Numenta Anomaly Benchmark CAD OSE NAB score 69.9 # 2
Anomaly Detection Numenta Anomaly Benchmark nab-comportex NAB score 64.6 # 4
Anomaly Detection Numenta Anomaly Benchmark HTM AL NAB score 70.1 # 1