文献データベース

A Unified Analytical Framework for Trustable Machine Learning and Automation Running with Blockchain

Authors: Tao Wang | Published: 2019-03-21
データの起源と変遷
データ前処理
ブロックチェーン技術

Contextual Bandits with Random Projection

Authors: Xiaotian Yu | Published: 2019-03-20
オンライン意思決定
報酬メカニズム設計
高次元データ処理

On the Robustness of Deep K-Nearest Neighbors

Authors: Chawin Sitawarin, David Wagner | Published: 2019-03-20
モデルの頑健性保証
効果的な摂動手法
敵対的攻撃検出

An Evaluation of Bitcoin Address Classification based on Transaction History Summarization

Authors: Yu-Jing Lin, Po-Wei Wu, Cheng-Han Hsu, I-Ping Tu, Shih-wei Liao | Published: 2019-03-19
取引の流れ
特徴選択手法
統計的分析

Practical Hidden Voice Attacks against Speech and Speaker Recognition Systems

Authors: Hadi Abdullah, Washington Garcia, Christian Peeters, Patrick Traynor, Kevin R. B. Butler, Joseph Wilson | Published: 2019-03-18
信号処理手法
敵対的攻撃手法
音声合成技術

Clonability of anti-counterfeiting printable graphical codes: a machine learning approach

Authors: Olga Taran, Slavi Bonev, Slava Voloshynovskiy | Published: 2019-03-18
パフォーマンス評価
敵対的攻撃検出
深層学習モデル

Generating Adversarial Examples With Conditional Generative Adversarial Net

Authors: Ping Yu, Kaitao Song, Jianfeng Lu | Published: 2019-03-18
モデルの頑健性保証
敵対的サンプル
敵対的攻撃検出

Adversarial Attacks on Deep Neural Networks for Time Series Classification

Authors: Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller | Published: 2019-03-17 | Updated: 2019-04-26
敵対的サンプル
敵対的学習
敵対的攻撃検出

SLSGD: Secure and Efficient Distributed On-device Machine Learning

Authors: Cong Xie, Sanmi Koyejo, Indranil Gupta | Published: 2019-03-16 | Updated: 2019-10-01
SGDの特性
ロバスト最適化
連合学習

GEE: A Gradient-based Explainable Variational Autoencoder for Network Anomaly Detection

Authors: Quoc Phong Nguyen, Kar Wai Lim, Dinil Mon Divakaran, Kian Hsiang Low, Mun Choon Chan | Published: 2019-03-15
スパム検出手法
ボットネットトラフィック
特徴抽出手法