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In recent years, Anomaly-Based Network Intrusion Detection Systems (ANIDSs) have gained extensive attention for their capability of detecting novel attacks. However, most ANIDSs focus on packet header information and omit the valuable information in payloads, despite the fact that payload-based attacks have become ubiquitous. In this paper, we propose a novel intrusion detection system named TR-IDS, which takes advantage of both statistical features and payload features. Word embedding and text-convolutional neural network (Text-CNN) are applied to extract effective information from payloads. After that, the sophisticated random forest algorithm is performed on the combination of statistical features and payload features. Extensive experimental evaluations demonstrate the effectiveness of the proposed methods.<\/jats:p>","DOI":"10.1155\/2018\/4943509","type":"journal-article","created":{"date-parts":[[2018,7,5]],"date-time":"2018-07-05T19:35:35Z","timestamp":1530819335000},"page":"1-9","source":"Crossref","is-referenced-by-count":143,"title":["TR-IDS: Anomaly-Based Intrusion Detection through Text-Convolutional Neural Network and Random Forest"],"prefix":"10.1155","volume":"2018","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-1972-6608","authenticated-orcid":true,"given":"Erxue","family":"Min","sequence":"first","affiliation":[{"name":"College of Computer, National University of Defense Technology, Changsha 410073, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1745-0791","authenticated-orcid":true,"given":"Jun","family":"Long","sequence":"additional","affiliation":[{"name":"College of Computer, National University of Defense Technology, 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