Comprehensive evaluation framework for synthetic tabular data in health: fidelity, utility and privacy analysis of generative models with and without privacy guarantees by Mikel Hernandez, Mikel Hernandez, Mikel Hernandez, Pablo A. Osorio-Marulanda, Pablo A. Osorio-Marulanda, Mikel Catalina, Lorea Loinaz, Lorea Loinaz, Gorka Epelde, Gorka Epelde, Naiara Aginako

Subjects: “…synthetic data generation…”
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Simulation Study on How Input Data Affects Time-Series Classification Model Results by Maria Sadowska, Krzysztof Gajowniczek

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Generating Authentic Grounded Synthetic Maintenance Work Orders by Allison Lau, Jadeyn Feng, Melinda Hodkiewicz, Caitlin Woods, Michael Stewart, Adriano Polpo

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Non-Linear Synthetic Time Series Generation for Electroencephalogram Data Using Long Short-Term Memory Models by Bakr Rashid Alqaysi, Manuel Rosa-Zurera, Ali Abdulameer Aldujaili

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Synthetic data for privacy-preserving clinical risk prediction by Zhaozhi Qian, Thomas Callender, Bogdan Cebere, Sam M. Janes, Neal Navani, Mihaela van der Schaar

Subjects: “…Synthetic data…”
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Core-Shell Capsule Image Segmentation through Deep Learning with Synthetic Training Data by Budde Leon, Dreger Julia, Egger Dominik, Seel Thomas

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Unsupervised Class Generation to Expand Semantic Segmentation Datasets by Javier Montalvo, Álvaro García-Martín, Pablo Carballeira, Juan C. SanMiguel

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Knowledge Distillation for Face Recognition Using Synthetic Data With Dynamic Latent Sampling by Hatef Otroshi Shahreza, Anjith George, Sebastien Marcel

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Synthetic data generation for anomaly detection on table grapes by Ionut M. Motoi, Valerio Belli, Alberto Carpineto, Daniele Nardi, Thomas A. Ciarfuglia

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LLM-Based Doppelgänger Models: Leveraging Synthetic Data for Human-Like Responses in Survey Simulations by Suhyun Cho, Jaeyun Kim, Jang Hyun Kim

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Real-time earthquake magnitude prediction using designed machine learning ensemble trained on real and CTGAN generated synthetic data by Anushka Joshi, Balasubramanian Raman, C. Krishna Mohan

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Evaluation of Perceptual Realism and Clinical Plausibility of AI-Generated Colon Polyp Images by Andrei-Constantin Ioanovici, Andrei-Marian Feier, Marius-Ștefan Mărușteri, Vasile Florin Popescu, Daniela-Ecaterina Dobru

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Algorithmic Generation of Parameterized Geometric Models of the Aortic Valve and Left Ventricle by Nikita Pil, Alex G. Kuchumov

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Synthetic Data-Based Algorithm Selection for Medical Image Classification Under Limited Data Availability by Maxim Zhabinets, Benjamin Tyler, Martin Lukac, Shinobu Nagayama, Ferdinand Molnár, Michitaka Kameyama

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Synthetic Data Generation for Machine Learning-Based Hazard Prediction in Area-Based Speed Control Systems by Mariusz Rychlicki, Zbigniew Kasprzyk

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AI-Enhanced Real-Time Monitoring of Marine Pollution: Part 2—A Spectral Analysis Approach by Navya Prakash, Oliver Zielinski

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Boosting EEG and ECG Classification with Synthetic Biophysical Data Generated via Generative Adversarial Networks by Archana Venugopal, Diego Resende Faria

Subjects: “…synthetic data generation…”
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Synthetic healthcare data utility with biometric pattern recognition using adversarial networks by Adil O. Khadidos, Hariprasath Manoharan, Alaa O. Khadidos, Shitharth Selvarajan, Subhav Singh

Subjects: “…Synthetic data…”
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SYNTHETIC HISTOPATHOLOGY LYMPHOCYTE IMAGES AUGMENTATION USING CONDITIONAL GENERATIVE ADVERSARIAL NETWORKS by Alexandra-Georgiana ANDREI, Bogdan IONESCU

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Augmenting Training Data for a Virtual Character Using GPT-3.5 by Elizabeth Chen, Ron Artstein

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