文献データベース

Graph-based Anomaly Detection and Description: A Survey

Authors: Leman Akoglu, Hanghang Tong, Danai Koutra | Published: 2014-04-18 | Updated: 2014-04-28
クラスタリング手法
グラフベースの異常検出
時系列分析

Unsupervised Anomaly-based Malware Detection using Hardware Features

Authors: Adrian Tang, Simha Sethumadhavan, Salvatore Stolfo | Published: 2014-03-07 | Updated: 2014-03-28
ハードウェアセキュリティ
マルウェア検出
機械学習技術

Humanitarian Algorithms : A Codified Key Safety Switch Protocol for Lethal Autonomy

Authors: Nyagudi Musandu Nyagudi | Published: 2014-02-10
アルゴリズムの公平性
ターゲット特性評価
機械学習技術

Collaborative Receptive Field Learning

Authors: Shu Kong, Zhuolin Jiang, Qiang Yang | Published: 2014-02-02
グラフ表現学習
実験的検証
機械学習手法

Security Evaluation of Support Vector Machines in Adversarial Environments

Authors: Battista Biggio, Igino Corona, Blaine Nelson, Benjamin I. P. Rubinstein, Davide Maiorca, Giorgio Fumera, Giorgio Giacinto, and Fabio Roli | Published: 2014-01-30
ポイズニング
モデル抽出攻撃
敵対的サンプルの脆弱性

Deep Inside Convolutional Networks: Visualising Image Classification Models and Saliency Maps

Authors: Karen Simonyan, Andrea Vedaldi, Andrew Zisserman | Published: 2013-12-20 | Updated: 2014-04-19
XAI(説明可能なAI)
深層学習技術
特徴重要度分析

Machine Learning Techniques for Intrusion Detection

Authors: Mahdi Zamani, Mahnush Movahedi | Published: 2013-12-08 | Updated: 2015-05-09
ネットワークトラフィック分析
機械学習手法
異常検知

Visualizing and Understanding Convolutional Networks

Authors: Matthew D Zeiler, Rob Fergus | Published: 2013-11-12 | Updated: 2013-11-28
XAI(説明可能なAI)
深層学習技術
特徴重要度分析

ConXsense – Automated Context Classification for Context-Aware Access Control

Authors: Markus Miettinen, Stephan Heuser, Wiebke Kronz, Ahmad-Reza Sadeghi, N. Asokan | Published: 2013-08-13 | Updated: 2014-06-05
アクセス制御
デバイス認証
プライバシー問題

Bayesian Optimization in a Billion Dimensions via Random Embeddings

Authors: Ziyu Wang, Frank Hutter, Masrour Zoghi, David Matheson, Nando de Freitas | Published: 2013-01-09 | Updated: 2016-01-10
収束分析
数学的概念の定義
機械学習手法