Statements (76)
| Predicate | Object |
|---|---|
| gptkbp:instance_of |
gptkb:software
|
| gptkbp:applies_to |
Data analysis algorithms
Healthcare data analysis |
| gptkbp:challenges |
Policy makers
Data heterogeneity Data scientists Balancing privacy and accuracy Communicate to users Tune parameters |
| gptkbp:developed_by |
gptkb:Cynthia_Dwork
|
| gptkbp:ensures |
Individual data points remain confidential
|
| gptkbp:examines |
Ethics discussions
|
| gptkbp:has_achievements |
Adding noise to data
|
| gptkbp:has_programs |
Social science research
|
| https://www.w3.org/2000/01/rdf-schema#label |
Differential Privacy
|
| gptkbp:is_a |
Mathematical framework
|
| gptkbp:is_adopted_by |
gptkb:Educational_Institution
Census data Research institutions Various organizations Machine learning frameworks Government data releases |
| gptkbp:is_criticized_for |
Complexity of implementation
|
| gptkbp:is_described_as |
Research papers
|
| gptkbp:is_discussed_in |
Conferences
Webinars Online forums Public forums Policy papers |
| gptkbp:is_enhanced_by |
Post-processing techniques
|
| gptkbp:is_evaluated_by |
Peer reviews
Statistical tests Real-world case studies Privacy risks Benchmark datasets Traditional privacy methods Utility metrics |
| gptkbp:is_explored_in |
gptkb:Workshops
Simulations Case studies Academic research Technical reports Workshops and seminars Thesis work |
| gptkbp:is_implemented_in |
gptkb:Apple's_i_OS
Facebook's data practices Microsoft's products |
| gptkbp:is_influenced_by |
Game theory
|
| gptkbp:is_integrated_with |
gptkb:software_framework
Artificial intelligence. Federated learning |
| gptkbp:is_part_of |
Data science ethics
|
| gptkbp:is_promoted_by |
Privacy advocates
|
| gptkbp:is_related_to |
Machine learning
Data security Data ethics Secure multi-party computation Data anonymization |
| gptkbp:is_supported_by |
Community guidelines
Legal frameworks Open-source tools Theoretical foundations |
| gptkbp:is_used_by |
gptkb:Job_Search_Engine
|
| gptkbp:is_utilized_in |
User data protection
Financial data analysis Recommendation systems User consent management Survey data protection |
| gptkbp:measures |
gptkb:Epsilon
|
| gptkbp:provides |
Privacy guarantees
|
| gptkbp:used_in |
Statistical databases
|
| gptkbp:bfsParent |
gptkb:TF_Federated
gptkb:Frank_D._Mc_Sherry gptkb:Frank_Mc_Sherry gptkb:Aaron_Roth |
| gptkbp:bfsLayer |
6
|