UCI Machine Learning Repository

• Fidelity-agnostic synthetic data generation improves utility while retaining privacy

  2025 Patterns article Computer Science Privacy-Preserving Technologies in Data Open access

  8

  citations
• Polar Encoding: A Simple Baseline Approach for Classification With Missing Values

  2024 IEEE Transactions on Fuzzy Systems article Computer Science Machine Learning and Data Classification Open access

  3

  citations
• Toward an Integrated Machine Learning Model of a Proteomics Experiment

  2023 Journal of Proteome Research article Chemistry Advanced Proteomics Techniques and Applications Open access

  74

  citations
• Confound-leakage: confound removal in machine learning leads to leakage

  2022 GigaScience article Mathematics Advanced Causal Inference Techniques Open access

  21

  citations
• Do I Get the Privacy I Need? Benchmarking Utility in Differential Privacy Libraries

  2021 SHURA (Sheffield Hallam University Research Archive) (Sheffield Hallam University) preprint Computer Science Privacy-Preserving Technologies in Data Open access

  1

  citations
• For real: a thorough look at numeric attributes in subgroup discovery

  2020 Data Mining and Knowledge Discovery article Computer Science Data Mining Algorithms and Applications Open access

  25

  citations
• An Integer Programming Approach to Deep Neural Networks with Binary Activation Functions

  2020 arXiv (Cornell University) preprint Computer Science Neural Networks and Applications Open access

  8

  citations
• Automatic Configuration of a Multi-objective Local Search for Imbalanced Classification

  2020 Lecture notes in computer science conference-paper Computer Science Advanced Multi-Objective Optimization Algorithms

  7

  citations

8 results