Computational Efficiency

Scalable kernel balancing weights in a nationwide observational study of hospital profit status and heart attack outcomes

Authors: Kwangho Kim, Bijan A. Niknam, José R. Zubizarreta | Published: 2023-11-01
Threats of Medical AI
Selection and Evaluation of Optimization Algorithms
Computational Efficiency

Unified Enhancement of Privacy Bounds for Mixture Mechanisms via $f$-Differential Privacy

Authors: Chendi Wang, Buxin Su, Jiayuan Ye, Reza Shokri, Weijie J. Su | Published: 2023-10-30 | Updated: 2023-11-01
Privacy Technique
Robustness Evaluation
Computational Efficiency

Modified Genetic Algorithm for Feature Selection and Hyper Parameter Optimization: Case of XGBoost in Spam Prediction

Authors: Nazeeh Ghatasheh, Ismail Altaharwa, Khaled Aldebei | Published: 2023-10-30
Spam Detection
Selection and Evaluation of Optimization Algorithms
Computational Efficiency

Robust and Actively Secure Serverless Collaborative Learning

Authors: Olive Franzese, Adam Dziedzic, Christopher A. Choquette-Choo, Mark R. Thomas, Muhammad Ahmad Kaleem, Stephan Rabanser, Congyu Fang, Somesh Jha, Nicolas Papernot, Xiao Wang | Published: 2023-10-25
Security Analysis
Byzantine Resilience
Computational Efficiency

Threshold KNN-Shapley: A Linear-Time and Privacy-Friendly Approach to Data Valuation

Authors: Jiachen T. Wang, Yuqing Zhu, Yu-Xiang Wang, Ruoxi Jia, Prateek Mittal | Published: 2023-08-30 | Updated: 2023-11-26
Data Generation
Privacy Protection Method
Computational Efficiency

Machine Learning-Based Intrusion Detection: Feature Selection versus Feature Extraction

Authors: Vu-Duc Ngo, Tuan-Cuong Vuong, Thien Van Luong, Hung Tran | Published: 2023-07-04
Feature Extraction Method
Feature Selection Method
Computational Efficiency

Universal adversarial perturbations for multiple classification tasks with quantum classifiers

Authors: Yun-Zhong Qiu | Published: 2023-06-21 | Updated: 2023-10-25
Optimization Methods
Computational Efficiency
Quantum Cryptography Technology

Cyber Key Terrain Identification Using Adjusted PageRank Centrality

Authors: Lukáš Sadlek, Pavel Čeleda | Published: 2023-06-19 | Updated: 2024-04-24
Algorithm
Time Window Analysis
Computational Efficiency

Host-Based Network Intrusion Detection via Feature Flattening and Two-stage Collaborative Classifier

Authors: Zhiyan Chen, Murat Simsek, Burak Kantarci, Mehran Bagheri, Petar Djukic | Published: 2023-06-15
Data Collection
Threat modeling
Computational Efficiency

PLAN: Variance-Aware Private Mean Estimation

Authors: Martin Aumüller, Christian Janos Lebeda, Boel Nelson, Rasmus Pagh | Published: 2023-06-14 | Updated: 2024-04-10
Algorithm
Privacy Technique
Computational Efficiency