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Synthetic data production for biomedical research [PDF]
Synthetic data, generated using advanced artificial intelligence (AI) techniques, replicates the statistical properties of real-world datasets while excluding identifiable information. Although synthetic data does not consist of actual data points, it is
Yun Gyeong Lee +5 more
doaj +2 more sources
The Role of Synthetic Data and Generative AI in Breast Imaging: Promise, Pitfalls, and Pathways Forward [PDF]
Artificial intelligence is reshaping breast imaging, yet progress is constrained by data scarcity, privacy restrictions, and uneven representation.
Filippo Pesapane +8 more
doaj +2 more sources
Fake It Till You Make It: Guidelines for Effective Synthetic Data Generation
Synthetic data provides a privacy protecting mechanism for the broad usage and sharing of healthcare data for secondary purposes. It is considered a safe approach for the sharing of sensitive data as it generates an artificial dataset that contains no ...
Fida K. Dankar, Mahmoud Ibrahim
doaj +1 more source
Synthetic Data Generation for Data Envelopment Analysis
The paper is devoted to the problem of generating artificial datasets for data envelopment analysis (DEA), which can be used for testing DEA models and methods.
Andrey V. Lychev
doaj +1 more source
Synthetic Aperture Imaging With Intensity-Only Data. [PDF]
We consider imaging the reflectivity of scatterers from intensity-only data recorded by a single moving transducer that both emits and receives signals, forming a synthetic aperture.
Moscoso, Miguel +3 more
core +2 more sources
An Adversary Model of Fraudsters’ Behavior to Improve Oversampling in Credit Card Fraud Detection
Imbalanced learning jeopardizes the accuracy of traditional classification models, particularly for what concerns the minority class, which is often the class of interest.
Daniele Lunghi +3 more
doaj +1 more source
Predictive design of sigma factor-specific promoters
Automated design tools and tailored subunits are beneficial in fine-tuning all components of a complex genetic circuit. Here the authors create E. coli and B.
Maarten Van Brempt +6 more
doaj +1 more source
The identification of microbial markers adequate to delineate the disease‐related microbiome alterations from the complex human gut microbiota is of great interest.
Shun Guo +4 more
doaj +1 more source
Due to huge amount of greenhouse gases emission (such as CO2), freight has been adversely affecting the global environment in facilitating the global economy.
Zixuan Yu +4 more
doaj +1 more source
Predicting the frequencies of drug side effects
Currently, the frequencies of drug side effects are determined in randomised controlled clinical trials. Here the authors develop an interpretable machine learning approach to predict the frequencies of unknown side effects for drugs with a small number ...
Diego Galeano +3 more
doaj +1 more source

