77 citations · 79 across the 6 of their papers we have counts for
6 papers
Dynamic classifier auditing by unsupervised anomaly detection methods: an application in packaging industry predictive maintenance
Fernando Mateo, Joan Vila-Francés, Emilio Soria-Olivas +2
Predictive maintenance in manufacturing industry applications is a challenging research field. Packaging machines are widely used in a large number of logistic companies' warehouse…
Empirical study of the modulus as activation function in computer vision applications
Iván Vallés-Pérez, Emilio Soria-Olivas, Marcelino Martínez-Sober +3
In this work we propose a new non-monotonic activation function: the modulus. The majority of the reported research on nonlinearities is focused on monotonic functions. We empirica…
Integration of Behavioral Economic Models to Optimize ML performance and interpretability: a sandbox example
Emilio Soria-Olivas, José E. Vila Gisbert, Regino Barranquero Cardeñosa +1
This paper presents a sandbox example of how the integration of models borrowed from Behavioral Economic (specifically Protection-Motivation Theory) into ML algorithms (specificall…
Approaching sales forecasting using recurrent neural networks and transformers
Iván Vallés-Pérez, Emilio Soria-Olivas, Marcelino Martínez-Sober +3
Accurate and fast demand forecast is one of the hot topics in supply chain for enabling the precise execution of the corresponding downstream processes (inbound and outbound planni…
End-to-end Keyword Spotting using Xception-1d
Iván Vallés-Pérez, Juan Gómez-Sanchis, Marcelino Martínez-Sober +3
The field of conversational agents is growing fast and there is an increasing need for algorithms that enhance natural interaction. In this work we show how we achieved state of th…
Optimization of anemia treatment in hemodialysis patients via reinforcement learning
Pablo Escandell-Montero, Milena Chermisi, José M. Martínez-Martínez +8
Objective: Anemia is a frequent comorbidity in hemodialysis patients that can be successfully treated by administering erythropoiesis-stimulating agents (ESAs). ESAs dosing is curr…