Poster: Practical Privacy-Preserving Decision Tree Evaluation for Resource-Constrained Devices
Abstract
References
Index Terms
- Poster: Practical Privacy-Preserving Decision Tree Evaluation for Resource-Constrained Devices
Recommendations
Efficient Secure Multi-Party Protocols for Decision Tree Classification
Information Security and PrivacyAbstractWe propose novel secure multi-party protocols for decision-tree classification. Our protocols hide not only an input vector and an output class but also the structure of the tree, which incurs an exponential communication complexity in terms of ...
Formalising oblivious transfer in the semi-honest and malicious model in CryptHOL
CPP 2020: Proceedings of the 9th ACM SIGPLAN International Conference on Certified Programs and ProofsMulti-Party Computation (MPC) allows multiple parties to compute a function together while keeping their inputs private. Large scale implementations of MPC protocols are becoming practical thus it is important to have strong guarantees for the whole ...
Scalable Private Decision Tree Evaluation with Sublinear Communication
ASIA CCS '22: Proceedings of the 2022 ACM on Asia Conference on Computer and Communications SecurityPrivate decision tree evaluation (PDTE) allows a decision tree holder to run a secure protocol with a feature provider. By running the protocol, the feature provider will learn a classification result. Nothing more is revealed to either party. In most ...
Comments
Information & Contributors
Information
Published In

- Chair:
- Jie Liu,
- Co-chairs:
- Yuanchao Shu,
- Jiming Chen,
- Program Chair:
- Yuan He,
- Program Co-chair:
- Rui Tan
Sponsors
- SIGARCH: ACM Special Interest Group on Computer Architecture
- SIGBED: ACM Special Interest Group on Embedded Systems
- SIGMETRICS: ACM Special Interest Group on Measurement and Evaluation
- SIGMOBILE: ACM Special Interest Group on Mobility of Systems, Users, Data and Computing
- SIGOPS: ACM Special Interest Group on Operating Systems
Publisher
Association for Computing Machinery
New York, NY, United States
Publication History
Check for updates
Author Tags
Qualifiers
- Poster
Conference
Acceptance Rates
Contributors
Other Metrics
Bibliometrics & Citations
Bibliometrics
Article Metrics
- 0Total Citations
- 75Total Downloads
- Downloads (Last 12 months)75
- Downloads (Last 6 weeks)7
Other Metrics
Citations
View Options
Login options
Check if you have access through your login credentials or your institution to get full access on this article.
Sign in