モデル評価

Multiple perspectives HMM-based feature engineering for credit card fraud detection

Authors: Yvan Lucas, Pierre-Edouard Portier, Léa Laporte, Olivier Caelen, Liyun He-Guelton, Sylvie Calabretto, Michael Granitzer | Published: 2019-05-15
データセット生成
モデル評価
機械学習の役割

ECGadv: Generating Adversarial Electrocardiogram to Misguide Arrhythmia Classification System

Authors: Huangxun Chen, Chenyu Huang, Qianyi Huang, Qian Zhang, Wei Wang | Published: 2019-01-12 | Updated: 2020-01-14
トリガーの検知
モデル評価
敵対的攻撃手法

MLCapsule: Guarded Offline Deployment of Machine Learning as a Service

Authors: Lucjan Hanzlik, Yang Zhang, Kathrin Grosse, Ahmed Salem, Max Augustin, Michael Backes, Mario Fritz | Published: 2018-08-01 | Updated: 2019-02-06
メンバーシップ推論
モデル抽出攻撃
モデル評価

Ensemble-based Multi-Filter Feature Selection Method for DDoS Detection in Cloud Computing

Authors: Opeyemi Osanaiye, Kim-Kwang Raymond Choo2, Ali Dehghantanha, Zheng Xu, Mqhele Dlodlo | Published: 2018-07-27
モデル評価
機械学習の応用
特徴選択手法

Leveraging Support Vector Machine for Opcode Density Based Detection of Crypto-Ransomware

Authors: James Baldwin, Ali Dehghantanha | Published: 2018-07-27
トレーニングプロトコル
モデル評価
特徴選択手法

Leveraging Machine Learning Techniques for Windows Ransomware Network Traffic Detection

Authors: Omar M. K. Alhawi, James Baldwin, Ali Dehghantanha | Published: 2018-07-27
バックドアモデルの検知
モデル評価
機械学習の応用

Limitations of the Lipschitz constant as a defense against adversarial examples

Authors: Todd Huster, Cho-Yu Jason Chiang, Ritu Chadha | Published: 2018-07-25
モデル評価
ロバスト性に関する評価
敵対的サンプル

MOBA-Slice: A Time Slice Based Evaluation Framework of Relative Advantage between Teams in MOBA Games

Authors: Lijun Yu, Dawei Zhang, Xiangqun Chen, Xing Xie | Published: 2018-07-22
ゲーム理論
モデルの設計や精度
モデル評価

A Preliminary Study On the Sustainability of Android Malware Detection

Authors: Haipeng Cai | Published: 2018-07-22 | Updated: 2018-08-03
マルウェア検出
モデル評価
行動解析手法

Redundancy Coefficient Gradual Up-weighting-based Mutual Information Feature Selection Technique for Crypto-ransomware Early Detection

Authors: Bander Ali Saleh Al-rimy, Mohd Aizaini Maarof, Syed Zainudeen Mohd Shaid | Published: 2018-07-22
モデル評価
早期検出手法
特徴選択手法