In the context of Data Security on the geographically dispersed hosts, our goal is to augment the defenses of data handled by third-party online hosted service providers. While reducing the intricacies of conventional storage modalities, the geographically dispersed hosts do simplify processes, albeit ...
In the Python code included above, we leverage the Isolation Forest algorithm, an ML methodology for detecting anomalies. This method is conducive to spotting deviant patterns suggestive of a possible C&C breach. 2. Progressive Threat Intelligence ...
Grid-based clustering algorithms divide the data space into a finite number of cells or grid boxes and assign data points to these cells. The resulting grid structure forms the basis for identifying clusters. An example of a grid-based algorithm is STING (Statistical Information Grid). Grid-base...
Identifying outliers with the Isolation Forest algorithm Isolation Forest—otherwise known as iForest—is another anomaly detection algorithm. The founders of the algorithm used two quantitative features of anomalous data points—that they are “few” in quantity and have “different” attribute-values t...
Wolfram Mathematica, an algorithm development tool that supports anomaly detection. How to customize your company's anomaly detection strategy Anomaly detection is a complicated endeavor. It is one thing to experiment with new tools for detecting anomalies. But in practice, it isn't easy to reliably...
When building an anomaly detection model, here’s a question you probably have: “Which algorithm should I use?” This greatly depends on the type of problem you're trying to solve, of course, but one thing to consider is the underlying data. ...
Server Message Block (SMB) is one of the most widely used protocols in networking. SMB provides a reliable way to share files and other resources between devices on your network. Windows Server 2025 includes SMB compression support for the industry standard LZ4 compression algorithm. LZ4 is in ...
Server Message Block (SMB) is one of the most widely used protocols in networking. SMB provides a reliable way to share files and other resources between devices on your network. Windows Server 2025 includes SMB compression support for the industry standard LZ4 compression algorithm. LZ4 is in ...
Algorithm selection or learning, selects learning algorithms on the basis of characteristics of the instance. For example, you have a set of ML algos (Random Forest, SVM, DNN), data sets as the instances and the error rate as the cost metric. Now, the goal of Algorithm Selection is to ...
Isolation Forest: An algorithm that detects the differing data points in a sample. Minimum Covariance Determinant (MCD): Covariance is the relationship of change between two variables. The MCD measures the mean and covariance of a dataset that minimizes the influence outliers have on the data. ...