2023

• Vanessa Freitas Silva, Maria Eduarda Silva, Pedro Ribeiro, and Fernando Silva. Multilayer Quantile Graph for Multivariate Time Series Analysis and Dimensionality Reduction. arXiv, November, 2023.
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• Vanessa Silva. Multidimensional Time Series Analysis: A Complex Networks Approach. PhD Thesis. PhD in Computer Science. Faculty of Science of the University of Porto, May, 2023.
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• Vanessa Freitas Silva, Maria Eduarda Silva, Pedro Ribeiro, and Fernando Silva. MHVG2MTS: Multilayer Horizontal Visibility Graphs for Multivariate Time Series Analysis. arXiv, January, 2023.
   pdf  code

2022

• Vanessa Freitas Silva, Maria Eduarda Silva, Pedro Ribeiro, and Fernando Silva. Multivariate Time Series Feature Extraction via Multilayer Networks. In IFCS 2022 - Book of Abstracts - Porto, 19-23 July, July, 2022.
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• Vanessa Freitas Silva, Maria Eduarda Silva, Pedro Ribeiro, and Fernando Silva. Novel features for time series analysis: a complex networks approach. Data Mining and Knowledge Discovery, March, 2022.
   doi   pdf  code

2021

• Vanessa Freitas Silva, Maria Eduarda Silva, Pedro Ribeiro, and Fernando Silva. Time series analysis via network science: Concepts and algorithms. Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery, e1404, Wiley, March, 2021.
   doi   pdf 

2019

• Vanessa Silva, Maria Eduarda Silva, and Pedro Ribeiro. Time series analysis via complex networks: a first approach. In JOCLAD2019 - Book of Abstracts- Viseu, 11-13 April, April, 2019.
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2018

• Vanessa Silva. Time Series Analysis based on Complex Networks. MSc Thesis. Master’s degree in Networks and Informatics Systems Engineering. Faculty of Science of the University of Porto, July, 2018.
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