On the Use of Graphical Models to Study ICU Outcome Prediction in Septic Patients Treated with Statins. - Vicent J. Ribas; Jesús Caballero Lopez; Anna Sáez de Tejada; Juan Carlos Ruiz-Rodríguez; Adolfo Ruiz-Sanmartin; Jordi Rello; Alfredo Vellido (CIBB, 2011)

On the use of decision trees for ICU outcome prediction in sepsis patients treated with statins. - Vicent J. Ribas; Jesús Caballero Lopez; Juan Carlos Ruiz-Rodríguez; Adolf Ruiz-Sanmartin; Jordi Rello; Alfredo Vellido (CIDM, 2011)

Severe sepsis mortality prediction with relevance vector machines. - Vicent J. Ribas; Jesús Caballero Lopez; Adolf Ruiz-Sanmartin; Juan Carlos Ruiz-Rodríguez; Jordi Rello; Anna Wojdel; Alfredo Vellido (EMBC, 2011)

Severe sepsis mortality prediction with logistic regression over latent factors. - Vicent J. Ribas; Alfredo Vellido; Juan Carlos Ruiz-Rodríguez; Jordi Rello (Expert Syst. Appl., 2012)

Corrigendum to "Severe sepsis mortality prediction with logistic regression over latent factors" [Expert Systems with Applications 39 (2) (2012) 1937-1943]. - Vicent J. Ribas; Alfredo Vellido; Juan Carlos Ruiz-Rodríguez; Jordi Rello (Expert Syst. Appl., 2012)

A quotient basis kernel for the prediction of mortality in severe sepsis patients. - Vicent J. Ribas Ripoll; Enrique Romero; Juan Carlos Ruiz-Rodríguez; Alfredo Vellido (ESANN, 2013)

Sepsis mortality prediction with the Quotient Basis Kernel. - Vicent J. Ribas Ripoll; Alfredo Vellido; Enrique Romero; Juan Carlos Ruiz-Rodríguez (Artif. Intell. Medicine, 2014)

Machine Learning for Critical Care: An Overview and a Sepsis Case Study. - Alfredo Vellido; Vicent J. Ribas; Carles Morales; Adolfo Ruiz-Sanmartin; Juan Carlos Ruiz-Rodríguez (IWBBIO (1), 2017)

Sepsis Detection Exploiting Biomarker Analysis with Deep Neural Networks. - Dimitrios Spanos; Nikolaos Passalis; Dimosthenis Spasopoulos; Evangelia Chatzianagnostou; Juan Carlos Ruiz-Rodríguez; Juan José González Lopez; Laura M. Lechuga; M.-Carmen Estevez; Nikos Pleros; Anastasios Tefas (ICPS, 2025)

Exploring proteomic signatures in sepsis and non-infectious systemic inflammatory response syndrome. - Adolfo Ruiz-Sanmartin; Vicent J. Ribas; David Suñol; Luis Chiscano-Camón; Laura Martín; Iván Bajaña; Juliana Bastida; Nieves Larrosa; Juan José González; M. Dolores Carrasco; Núria Canela; Ricard Ferrer; et al. (CoRR, 2025)