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Cyber-Physical Systems Virtual Organization
Read-only archive of site from September 29, 2023.
CPS-VO
differential privacy
biblio
Differential Inference Testing: A Practical Approach to Evaluate Sanitizations of Datasets
Submitted by grigby1 on Thu, 07/09/2020 - 1:57pm
Predictive models
testing
Sociology
sensitive information
sensitive attribute
Scalability
sanitized data
sanitization techniques
sanitization
Resiliency
resilience
pubcrawl
privacy models
privacy
Compositionality
personal information
machine learning
l-Diversity
k-anonymity
Inferences
inference mechanisms
Human Factors
Human behavior
differential privacy
differential inference testing
Data Sanitization
data privacy
data deletion
biblio
PRETSA: Event Log Sanitization for Privacy-aware Process Discovery
Submitted by grigby1 on Thu, 07/09/2020 - 1:57pm
PRETSA
sensitive information
security of data
Scalability
Resiliency
resilience
pubcrawl
pseudonymized employee information
process model discovery
process execution
process discovery
privacy-disclosure attacks
Privacy-aware Process Mining
privacy-aware process discovery
privacy guarantees
privacy
Analytical models
Personnel
performance-annotated process model
Information systems
Human Factors
Human behavior
event log sanitization
event data
differential privacy
Data Sanitization
data privacy
Data mining
data deletion
Compositionality
business data processing
Business
biblio
Preserving Privacy in Convolutional Neural Network: An ∊-tuple Differential Privacy Approach
Submitted by aekwall on Mon, 06/22/2020 - 11:20am
Deep Neural Network
ϵ-tuple differential privacy approach
Training data
significant accuracy degradation
salient data features
reusable output model
privacy preserving model
privacy concern
model inversion attack
model buildup data
financial data
deep neural networks
complex data features
medical data
CNN model
differential privacy
Cloud Computing
transfer learning
image recognition
convolutional neural network
convolutional neural nets
CNN
privacy
classification
composability
pubcrawl
Human behavior
Resiliency
learning (artificial intelligence)
data privacy
Scalability
biblio
Location Privacy Preservation and Location-based Service Quality Tradeoff Framework Based on Differential Privacy
Submitted by aekwall on Mon, 06/22/2020 - 11:20am
Scalability
data privacy
privacy concerns
Resiliency
Human behavior
pubcrawl
composability
differential privacy
location based services
application service providers
differential privacy framework
localization
location privacy preservation
location privacy preserving mechanism
Location-based service
location-based service quality tradeoff framework
biblio
Federated Learning with Bayesian Differential Privacy
Submitted by aekwall on Mon, 06/22/2020 - 11:19am
image classification
sharper privacy loss
Servers
Scalability
Resiliency
pubcrawl
privacy budget
privacy accounting
privacy
machine learning
learning (artificial intelligence)
image classification tasks
Bayes methods
Human behavior
formal privacy guarantees
federated setting
federated learning
differential privacy
deep learning
data privacy
Computational modeling
composability
Bayesian privacy accounting method
Bayesian differential privacy
biblio
A Topology Based Differential Privacy Scheme for Average Path Length Query
Submitted by aekwall on Mon, 06/22/2020 - 11:19am
Erbium
topology based differential privacy scheme
query function
privacy control parameters
node privacy protection
network vertices
edge-weighted privacy protection
differential privacy security mechanism
data query
average path length query
APL query
network topology
Euclidean distance
Scalability
Perturbation methods
Sensitivity
privacy protection
differential privacy
query processing
data availability
privacy
composability
pubcrawl
Human behavior
Resiliency
data privacy
biblio
A Differential Privacy Random Forest Method of Privacy Protection in Cloud
Submitted by aekwall on Mon, 06/22/2020 - 11:19am
Decision trees
random forest classification algorithm
random forest algorithm
hybrid decision tree algorithm
high privacy protection
high classification performance
differential privacy random forest method
differential privacy protection
Forestry
classification accuracy
privacy protection
differential privacy
Cloud Computing
Prediction algorithms
pattern classification
privacy
composability
pubcrawl
Human behavior
Resiliency
Random Forest
Classification algorithms
data privacy
Scalability
biblio
Dynamic Data Publishing with Differential Privacy via Reinforcement Learning
Submitted by aekwall on Mon, 06/22/2020 - 11:19am
differential privacy
privacy guarantee
privacy budget allocation scheme
privacy budget allocation phase
privacy budget
dynamic data publishing strategy
dynamic data publishing algorithm
dynamic data
data release
data publishing
Publishing
privacy protection
Scalability
Heuristic algorithms
resource allocation
Reinforcement learning
resource management
privacy
composability
pubcrawl
Human behavior
Resiliency
learning (artificial intelligence)
data privacy
biblio
Certified Robustness to Adversarial Examples with Differential Privacy
Submitted by aekwall on Mon, 04/20/2020 - 10:31am
machine learning models
privacy models and measurement
Sophisticated Attacks
PixelDP
norm-bounded attacks
machine-learning
ImageNet
Google Inception network
defense
Deep-learning
cryptographically-inspired privacy formalism
certified robustness
certified defense
Adversarial-Examples
adversarial examples
Cryptography
deep neural networks
differential privacy
Predictive models
Measurement
Mathematical model
Databases
neural nets
standards
Robustness
Metrics
pubcrawl
learning (artificial intelligence)
security
data privacy
biblio
Comparative Evaluations of Privacy on Digital Images
Submitted by aekwall on Mon, 04/20/2020 - 10:24am
differential privacy
privacy models and measurement
societal issue
personal privacy analysis
digital images
comparative evaluations
privacy measurement
Face
Sensitivity
data privacy
social networks
Metrics
social networking (online)
Licenses
privacy
privacy preservation
pubcrawl
feature extraction
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