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A survey on differential privacy for unstructured data content
Huge amounts of unstructured data including image, video, audio, and text are ubiquitously
generated and shared, and it is a challenge to protect sensitive personal information in …
generated and shared, and it is a challenge to protect sensitive personal information in …
Differential privacy techniques for cyber physical systems: A survey
Modern cyber physical systems (CPSs) has widely being used in our daily lives because of
development of information and communication technologies (ICT). With the provision of …
development of information and communication technologies (ICT). With the provision of …
Trustworthy ai: A computational perspective
In the past few decades, artificial intelligence (AI) technology has experienced swift
developments, changing everyone's daily life and profoundly altering the course of human …
developments, changing everyone's daily life and profoundly altering the course of human …
Multibench: Multiscale benchmarks for multimodal representation learning
Learning multimodal representations involves integrating information from multiple
heterogeneous sources of data. It is a challenging yet crucial area with numerous real-world …
heterogeneous sources of data. It is a challenging yet crucial area with numerous real-world …
Privacy-preserving data mining: methods, metrics, and applications
The collection and analysis of data are continuously growing due to the pervasiveness of
computing devices. The analysis of such information is fostering businesses and …
computing devices. The analysis of such information is fostering businesses and …
Machine learning for comprehensive forecasting of Alzheimer's Disease progression
Most approaches to machine learning from electronic health data can only predict a single
endpoint. The ability to simultaneously simulate dozens of patient characteristics is a crucial …
endpoint. The ability to simultaneously simulate dozens of patient characteristics is a crucial …
[HTML][HTML] Clinical data reuse or secondary use: current status and potential future progress
Objective: To perform a review of recent research in clinical data reuse or secondary use,
and envision future advances in this field. Methods: The review is based on a large literature …
and envision future advances in this field. Methods: The review is based on a large literature …
Differentially private machine learning using a random forest classifier
(57) ABSTRACT A request from a client is received to generate a differentially private
random forest classifier trained using a set of restricted data. The differentially private …
random forest classifier trained using a set of restricted data. The differentially private …
A survey of differential privacy-based techniques and their applicability to location-based services
The widespread use of mobile devices such as smartphones, tablets, and smartwatches has
led users to constantly generate various location data during their daily activities …
led users to constantly generate various location data during their daily activities …
Privacy‐preserving data mining and machine learning in healthcare: Applications, challenges, and solutions
Data mining (DM) and machine learning (ML) applications in medical diagnostic systems
are budding. Data privacy is essential in these systems as healthcare data are highly …
are budding. Data privacy is essential in these systems as healthcare data are highly …