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22 p, 9.0 MB A variational autoencoder solution for road traffic forecasting systems : missing data imputation, dimension reduction, model selection and anomaly detection / Boquet, Guillem (Universitat Autònoma de Barcelona. Departament de Telecomunicació i Enginyeria de Sistemes) ; Morell Pérez, Antoni (Universitat Autònoma de Barcelona. Departament de Telecomunicació i Enginyeria de Sistemes) ; Serrano García, Javier 1964- (Universitat Autònoma de Barcelona. Departament de Telecomunicació i Enginyeria de Sistemes) ; López Vicario, José (Universitat Autònoma de Barcelona. Departament de Telecomunicació i Enginyeria de Sistemes)
Efforts devoted to mitigate the effects of road traffic congestion have been conducted since 1970s. Nowadays, there is a need for prominent solutions capable of mining information from messy and multidimensional road traffic data sets with few modeling constraints. [...]
2020 - 10.1016/j.trc.2020.102622
Transportation Research Part C: Emerging Technologies, Vol. 115 (June 2020) , art. 102622  
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