High-dimensional Multivariate Time Series Forecasting in IoT Applications using Embedding Non-stationary Fuzzy Time Series. - Hugo Vinicius Bitencourt; Frederico Gadelha Guimarães (LA-CCI, 2021)

Combining Embeddings and Fuzzy Time Series for High-Dimensional Time Series Forecasting in Internet of Energy Applications. - Hugo Vinicius Bitencourt; Luiz Augusto Facury de Souza; Matheus Cascalho dos Santos; Petrônio Cândido de Lima e Silva; Frederico Gadelha Guimarães (CoRR, 2021)

An embedding-based non-stationary fuzzy time series method for multiple output high-dimensional multivariate time series forecasting in IoT applications. - Hugo Vinicius Bitencourt; Omid Orang; Luiz Augusto Facury de Souza; Petrônio C. L. Silva; Frederico Gadelha Guimarães (Neural Comput. Appl., 2023)

A weighted multivariate fuzzy time series method for multiple output high-dimensional time series forecasting in IoT applications. - Hugo Vinicius Bitencourt; Patrícia de Oliveira e Lucas; Omid Orang; Petrônio C. L. Silva; Frederico Gadelha Guimarães (LA-CCI, 2024)

Multiple-Input-Multiple-Output Randomized Fuzzy Cognitive Map Method for High-Dimensional Time Series Forecasting. - Omid Orang; Hugo Vinicius Bitencourt; Luiz Augusto Facury de Souza; Patrícia de Oliveira e Lucas; Petrônio C. L. Silva; Frederico Gadelha Guimarães (IEEE Trans. Fuzzy Syst., 2024)

A Multistep Multivariate Fuzzy-Based Time-Series Forecasting on Internet of Things Data. - Hugo Vinicius Bitencourt; Patrícia de Oliveira e Lucas; Omid Orang; Petrônio C. L. Silva; Frederico Gadelha Guimarães (IEEE Internet Things J., 2025)