Artificial Inductive Bias for Synthetic Tabular Data Generation in Data-Scarce Scenarios

Autor: Apellániz, Patricia A., Jiménez, Ana, Galende, Borja Arroyo, Parras, Juan, Zazo, Santiago

While synthetic tabular data generation using Deep Generative Models (DGMs) offers a compelling solution to data scarcity and privacy concerns, their effectiveness relies on substantial training data, often unavailable in real-world applications. Thi

Externí odkaz: http://arxiv.org/abs/2407.03080

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PLATO (PLAnetary Transits and Oscillations of stars) is ESA's M3 mission designed to detect and characterise extrasolar planets and perform asteroseismic monitoring of a large number of stars. PLATO will detect small planets (down to <2 R_(Earth)) ar

Externí odkaz: http://arxiv.org/abs/2406.05447

SAVAE: Leveraging the variational Bayes autoencoder for survival analysis

Autor: Apellániz, Patricia A., Parras, Juan, Zazo, Santiago

As in many fields of medical research, survival analysis has witnessed a growing interest in the application of deep learning techniques to model complex, high-dimensional, heterogeneous, incomplete, and censored medical data. Current methods often m

Externí odkaz: http://arxiv.org/abs/2312.14651

Leveraging the variational Bayes autoencoder for survival analysis

Autor: Patricia A. Apellániz, Juan Parras, Santiago Zazo

Publikováno v: Scientific Reports, Vol 14, Iss 1, Pp 1-13 (2024)

Abstract Survival analysis in medical research has witnessed a growing interest in applying deep learning techniques to model complex, high-dimensional, heterogeneous, incomplete, and censored data. Current methods make assumptions about the relation

Externí odkaz: https://doaj.org/article/440b3a3116254cfca5058339436ffc17

Spain after the indignados/15M movement: the 99% speaks out: edited by Óscar Pereira-Zazo and Steven L. Torres, Cham, Switzerland, Palgrave Macmillan, 2019, 338 pp., €103.99 (hardback), ISBN13 978-3030194345 / €72.79 (paperback), ISBN13 978-3030194376

Autor: Usoz de la Fuente, Maite¹ mudlf1@le.ac.uk

Publikováno v: Journal of Spanish Cultural Studies. Jun2021, Vol. 22 Issue 2, p289-292. 4p.