データ収集

Machine Learning in Cyber-Security – Problems, Challenges and Data Sets

Authors: Idan Amit, John Matherly, William Hewlett, Zhi Xu, Yinnon Meshi, Yigal Weinberger | Published: 2018-12-19 | Updated: 2019-04-22
データ収集
マルウェア検出手法
情報セキュリティ

Training Set Camouflage

Authors: Ayon Sen, Scott Alfeld, Xuezhou Zhang, Ara Vartanian, Yuzhe Ma, Xiaojin Zhu | Published: 2018-12-13
データ収集
テキスト分類の応用
学習の改善

Anomaly Generation using Generative Adversarial Networks in Host Based Intrusion Detection

Authors: Milad Salem, Shayan Taheri, Jiann Shiun Yuan | Published: 2018-12-11
データ収集
マルチクラス分類
生成的敵対ネットワーク

Attentional Heterogeneous Graph Neural Network: Application to Program Reidentification

Authors: Shen Wang, Zhengzhang Chen, Ding Li, Lu-An Tang, Jingchao Ni, Zhichun Li, Junghwan Rhee, Haifeng Chen, Philip S. Yu | Published: 2018-12-10 | Updated: 2019-05-09
グラフ埋め込み
データ収集
マルウェア検出手法

Calibrate: Frequency Estimation and Heavy Hitter Identification with Local Differential Privacy via Incorporating Prior Knowledge

Authors: Jinyuan Jia, Neil Zhenqiang Gong | Published: 2018-12-05 | Updated: 2018-12-11
データ収集
一般化性能
確率分布

Joint Service Pricing and Cooperative Relay Communication for Federated Learning

Authors: Shaohan Feng, Dusit Niyato, Ping Wang, Dong In Kim, Ying-Chang Liang | Published: 2018-11-29
データ収集
最適化問題
連合学習

Prediction of Signal Sequences in Abiotic Stress Inducible Genes from Main Crops by Association Rule Mining

Authors: Un-Hyang Ho, Hye-Ok Kong | Published: 2018-11-18
FR検出メカニズム
データ収集
モデル性能評価

Benchmarking datasets for Anomaly-based Network Intrusion Detection: KDD CUP 99 alternatives

Authors: Abhishek Divekar, Meet Parekh, Vaibhav Savla, Rudra Mishra, Mahesh Shirole | Published: 2018-11-13
データ収集
モデル性能評価
特徴重要度分析

Structure and Content of the Visible Darknet

Authors: Georgia Avarikioti, Roman Brunner, Aggelos Kiayias, Roger Wattenhofer, Dionysis Zindros | Published: 2018-11-04 | Updated: 2018-11-07
ダークネット分析
データ収集
法律遵守

Data mining for detecting Bitcoin Ponzi schemes

Authors: Massimo Bartoletti, Barbara Pes, Sergio Serusi | Published: 2018-03-01
データ収集
モデル評価手法
不均衡データセット