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Cyber-Physical Systems Virtual Organization
Read-only archive of site from September 29, 2023.
CPS-VO
differential privacy
biblio
Differential Privacy Online Learning Based on the Composition Theorem
Submitted by aekwall on Mon, 01/11/2021 - 1:42pm
Scalability
programming
online learning
Resiliency
Human behavior
pubcrawl
composability
privacy
Prediction algorithms
differential privacy
Learning systems
Gaussian noise
composition theorem
sublinear regret
biblio
A Programming Framework for Differential Privacy with Accuracy Concentration Bounds
Submitted by aekwall on Mon, 01/11/2021 - 1:42pm
Haskell
tools
Scalability
Resiliency
reasoning
pubcrawl
programming languages
programming differentially private analyses
programming
private data analyses
privacy
Human behavior
taint analysis
functional programming
differential privacy
Databases
data privacy
data analysis
data analyses results
concentration bounds
composability
cognition
accuracy concentration
Accuracy
biblio
Secure Federated Averaging Algorithm with Differential Privacy
Submitted by aekwall on Mon, 01/11/2021 - 1:42pm
convergence analysis
gradient methods
distributed machine learning
Gaussian noise
federated learning
message exchange
stochastic gradient descent
algorithm communication efficiency
client sensitive information
Stochastic processes
differential attacks
federating averaging algorithm
local model parameters
message obfuscation
Model averaging
secure FedAvg algorithm
secure federated averaging algorithm
composability
Scalability
Servers
data privacy
Data models
learning (artificial intelligence)
Resiliency
Human behavior
pubcrawl
security of data
privacy
convergence
convergence rate
Prediction algorithms
Analytical models
client-server systems
differential privacy
biblio
Temporally Discounted Differential Privacy for Evolving Datasets on an Infinite Horizon
Submitted by aekwall on Mon, 01/11/2021 - 1:41pm
time series
utility theory
temporally discounted differential privacy
temporal discounting.
smart-meter measurement time-series
privacy-preserving additive noise
evolving datasets
Australian electricity distribution company
Ausgrid
additive noise
privacy loss
Loss measurement
Scalability
differential privacy
smart power grids
privacy
composability
pubcrawl
Human behavior
Resiliency
Time measurement
real-time systems
data privacy
biblio
The Value of Collaboration in Convex Machine Learning with Differential Privacy
Submitted by aekwall on Mon, 01/11/2021 - 1:41pm
financial datasets
financial data processing
privacy budget
multiple data owners
convex machine learning
credit card fraud detection
differentially-private gradient queries
differentially-private gradients
distributed datasets
distributed private data
fraud
fitness cost
loan interest rates
nonoverlapping training datasets
privacy-aware data owners
privacy-aware learning algorithms
Regression
Stochastic gradient algorithm.
stochastic gradient descent
privacy
data privacy
Data models
Support vector machines
learning (artificial intelligence)
Resiliency
Human behavior
pubcrawl
composability
Scalability
Computational modeling
Prediction algorithms
Training
machine learning
regression analysis
collaboration
differential privacy
gradient methods
biblio
Private FL-GAN: Differential Privacy Synthetic Data Generation Based on Federated Learning
Submitted by aekwall on Mon, 01/11/2021 - 1:41pm
data handling
strict privacy guarantee
realistic fake data generation
private FL-GAN
Lipschitz limit
high-quality synthetic data generation
GAN training
differential privacy synthetic data generation
differential privacy sensitivity
differential privacy generative adversarial network model
data-holders
data generation
federated learning
security of data
data sharing
differential privacy
neural nets
composability
pubcrawl
Human behavior
Resiliency
learning (artificial intelligence)
information security
data privacy
Scalability
biblio
Lightweight Crypto-Assisted Distributed Differential Privacy for Privacy-Preserving Distributed Learning
Submitted by aekwall on Mon, 01/11/2021 - 1:40pm
mean square error methods
unbiased encoding
trusted server
three-layer encryption protocol
private training data
privacy-preserving distributed learning
privacy guarantees
lightweight crypto-assisted distributed differential privacy
floating-point values
distributed learning
distributed differential privacy
centralized differential privacy
privacy-utility tradeoff
Privacy-preserving
mean squared error
Scalability
differential privacy
privacy
composability
pubcrawl
Human behavior
Resiliency
privacy leakage
learning (artificial intelligence)
Data models
Cryptographic Protocols
distributed processing
data privacy
encryption
Servers
biblio
An Improved Collaborative Filtering Recommendation Algorithm Based on Differential Privacy
Submitted by aekwall on Mon, 01/11/2021 - 1:40pm
gradient methods
ε-differential privacy
stochastic gradient descent algorithm
recommendation systems
recommendation accuracy loss
potential characteristic matrix
noise matrix factorization model
Netflix
MovieLens
differential privacy matrix factorization model
differential privacy constraint
collaborative filtering recommendation model
centralized recommendation
matrix factorization
Matrix decomposition
differential privacy protection
Scalability
Perturbation methods
recommender systems
privacy protection
differential privacy
Predictive models
software engineering
Stochastic processes
Prediction algorithms
privacy
collaborative filtering
composability
pubcrawl
Human behavior
Resiliency
data privacy
biblio
Application of Differential Privacy in Location Trajectory Big Data
Submitted by grigby1 on Mon, 12/28/2020 - 12:38pm
differential privacy protection technology
social software
resilience
position trajectory
mobile Internet technology
mobile computing
Metrics
location trajectory privacy protection
location trajectory Big Data
location trajectory
location based services
internet
GPS technology
Global Positioning System
differential privacy
differential privacy protection
Data protection
data privacy
Big Data privacy protection
big data privacy
Big Data
Algorithm
Human behavior
Resiliency
Scalability
composability
pubcrawl
biblio
Research on Governmental Data Sharing Based on Local Differential Privacy Approach
Submitted by grigby1 on Fri, 10/16/2020 - 11:24am
information sharing
statistical data
statistical analysis
sharing statistics
Resiliency
resilience
pubcrawl
private blockchain
Privacy-preserving
privacy protection models
privacy disclosure
privacy
policy-based governance
Peer-to-peer computing
local differential privacy
blockchain
information management
governmental departments
governmental data sharing
government information resources
government departments
government data processing
Government
e-government applications
E-Government
differential privacy
data sharing
data privacy
Cybersecurity
collaboration
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