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--- cap241:2018:tsclustering [2018/08/22 16:31]
karine
+++ cap241:2018:tsclustering [2018/08/22 21:31]
karine
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+{{:cap241:2018:curso_logo.png?700}}
 ===== Satellite Image Time Series Clustering using SOM ====
@@ Line 7: / Line 8: @@
   * Local: LIT - INPE
   * Data: 23 de Agosto de 2018
 ===== Material do curso =====
+O curso será ministrado em 2 partes, uma teórica e outra prática.
   * Parte teórica
   * Parte prática
-  * R scripts
+  * {{:cap241:2018:script_dados_curso.zip|Download - R script e dados de séries temporais }}
+O acompanhamento da execução do script em R pode ser feito [[cap241:2018:rscript2|aqui]].
+===== Parte prática: ambiente computacional =====
+O curso terá uma parte prática utilizando R. Os inscritos devem trazer seus próprios notebooks com os seguintes softwares instalados:
+  - [[https://www.rstudio.com/products/rstudio/download/|RStudio Desktop - versão >= 1.0.153]]
+  - [[http://nbcgib.uesc.br/mirrors/cran/|R - versão >= 3.3.3]]
+Depois de instalado o R e o RStudio, os seguintes pacotes do R devem ser instalados:
+  - zoo
+  - kohonen
+  - dplyr
+  - ggplot2
+  - stats
+  - proxy
+  - dendextend
+  - TSdist
+  - dtw
+Todos os pacotes estão disponíveis no CRAN e para instalá-los todos de uma vez utilize o comando abaixo:
+<code>
+install.packages(c("zoo","kohonen","dplyr", "ggplot2", "stats", "proxy","dendextend","TSdist", "dtw"), dependencies = TRUE)
+</code>
 ===== 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
-  * (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
+  * **(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.
-  * (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.
+  * **(Esling and Agon, 2012)** Esling, Philippe, and Carlos Agon. "Time-series data mining." ACM Computing Surveys (CSUR) 45.1 (2012): 12.
-  * (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.
+  * **(Giogino, 2009)** Giorgino, Toni. "Computing and visualizing dynamic time warping alignments in R: the dtw package." Journal of statistical Software 31.7 (2009): 1-24.
-  * (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.
+  * **(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.
+  * **(Keogh and Ratanamahatana, 2005)**  Keogh, Eamonn, and Chotirat Ann Ratanamahatana. “Exact indexing of dynamic time warping” Knowledge and information systems 7.3 (2005): 358-386.
+  * **(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.
+  * **(Samarasinghe, 2016)** Samarasinghe, Sandhya. “Neural networks for applied sciences and engineering: from fundamentals to complex pattern recognition.” Auerbach publications, (2016).

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