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About Behavioral Based Insider Threat Detection Using Deep Learning
This document summarizes a research paper that proposes a deep learning approach for detecting insider threats. The paper begins with an introduction that describes the problem of insider threats and motivations for such attacks. It then reviews existing techniques for insider threat detection using machine learning and deep learning that are based on user behavior analysis or graph models. The paper proposes a novel deep learning technique for insider threat detection that uses a richer set of behavioral features compared to prior work. It trains a model using normal user behavior data and tests it to classify any deviations as malicious insider behavior. An evaluation compares the proposed approach to other techniques, finding it achieves relatively high accuracy, precision and F1 score.
Detailed Information
| Author: | ['ABJJ'] |
|---|---|
| Publication Year: | 2022 |
| Pages: | 9 |
| Language: | English |
| Format: | |
| Price: | FREE |
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