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Satellite Image Time Series Clustering using SOM

Essa página contém o material do minicurso “Satellite Image Time Series Clustering using SOM” ministrado no Worcap 2018.

  • Carga horária: 2 horas
  • Instrutores: Karine Reis Ferreira e Lorena Santos
  • Local: LIT - INPE
  • Data: 23 de Agosto de 2018

Material do curso

  • Parte teórica
  • Parte prática
  • R scripts

Referências Bibliográficas

  • (Esling and Agon, 2012) Esling, Philippe, and Carlos Agon. “Time-series data mining.” ACM Computing Surveys (CSUR) 45.1 (2012): 12.
  • (Aghabozorgi et al. 2015) Aghabozorgi, Saeed, Ali Seyed Shirkhorshidi, and Teh Ying Wah. “Time-series clustering–A decade review.” Information Systems. 53 (2015): 16-38
  • (Keogh and Lin, 2003) Keogh, Eamonn, and Jessica Lin. “Clustering of time-series subsequences is meaningless: implications for previous and future research.” Knowledge and information systems 8.2 (2005): 154-177.
  • (Ding et al. 2008) Ding, Hui, et al. “Querying and mining of time series data: experimental comparison of representations and distance measures.” Proceedings of the VLDB Endowment 1.2 (2008): 1542-1552.
  • (Mori et al. 2016) Mori, Usue, Alexander Mendiburu, and Jose A. Lozano. “Distance measures for time series in R: The TSdist package.” R J. 8 (2016): 451-459.

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