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Aim high, stay private: differentially private synthetic data enables public release of behavioral health information with high utility. [PDF]
Ghasemizade M +6 more
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Synthetic data-driven AI approach for fetal chromosomal aneuploidies detection. [PDF]
Hwang C, Adhikari KP, Oh G, Kim S.
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Evaluating the utility of data integration with synthetic data and statistical matching. [PDF]
Ji E +6 more
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Data Augmentation and Synthetic Data Generation in Rare Disease Research: A Scoping Review. [PDF]
Finetti R +4 more
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Can small language models handle context-summarized multi-turn customer-service QA? A synthetic data-driven comparative evaluation. [PDF]
Cooray L +2 more
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Synthetic Data: Servicing Privacy
In contemporary society, big tech platforms have leveraged their ownership over global data infrastructures and have established powerful influence over the conditions of digitally mediated life. The ubiquity of platform-mediated information technology has engendered a growing sense of unease about surveillance and loss of personal autonomy.Munkholm, Johan Lau, Wiehn, Tanja
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Bayesian Generation of Synthetic Data
Generation of synthetic data can be a valuable tool for machine-learning tasks and, in general, managing large volumes of data. This paper presents a technique for creating synthetic data through Bayesian Generation, so that synthetic data maintain the original probability distribution and can be exploited for training Machine-Learning models in place ...Fosci, Paolo +3 more
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2022
As technological advancements occur at an exponential rate, the demand for data also increases. The spread of information through online platforms has also raised concerns about data privacy. To address scarcity and privacy concerns, synthetic data has been gaining popularity and acceptance in various fields.
openaire +1 more source
As technological advancements occur at an exponential rate, the demand for data also increases. The spread of information through online platforms has also raised concerns about data privacy. To address scarcity and privacy concerns, synthetic data has been gaining popularity and acceptance in various fields.
openaire +1 more source

