Anomaly-based detection certainly isn't the straight-from-the-box solution that signature testing purports to be. Once properly installed, any anomalies detected need to be analyzed by trained human ...
Anomaly detection can be powerful in spotting cyber incidents, but experts say CISOs should balance traditional signature-based detection with more bespoke methods that can identify malicious activity ...
Dr. James McCaffrey from Microsoft Research presents a complete program that uses the Python language LightGBM system to create a custom autoencoder for data anomaly detection. You can easily adapt ...
Industrial processes and manufacturing systems depend on consistency and accuracy. Unusual data readings, or anomalies, can signal issues like equipment malfunction, faulty components or deteriorating ...
Dr. James McCaffrey of Microsoft Research tackles the process of examining a set of source data to find data items that are different in some way from the majority of the source items. Data anomaly ...
The existing literature on intrusion detection systems (IDSs) heavily emphasizes technological advancements, particularly the integration of artificial intelligence (AI) for threat detection. Numerous ...