## ----setup, include = FALSE--------------------------------------------------- knitr::opts_chunk$set( collapse = TRUE, warning = FALSE, comment = "#>" ) ## ----echo=FALSE--------------------------------------------------------------- source(file = "../R/mainFunction.R") source(file = "../R/subFunction.R") source(file = "../R/visualization.R") library(stats) library(ggplot2) library(reshape2) library(RColorBrewer) ## ----eval = FALSE------------------------------------------------------------- # install.packages("STMotif") ## ----eval = FALSE------------------------------------------------------------- # library(STMotif) ## ----echo=TRUE---------------------------------------------------------------- # The process is launched on the provided example dataset dim(D <- STMotif::example_dataset) # Normalizartion and SAX indexing DS <- NormSAX(D = STMotif::example_dataset,a =5) # Information of the normalized and SAX indexing dataset # The candidates built head(NormSAX(D = STMotif::example_dataset, a = 5)[,1:10]) ## ----echo=TRUE---------------------------------------------------------------- # The list of motifs # stmotifs <- SearchSTMotifs(D,DS,w,a,sb,tb,si,ka) stmotifs <- SearchSTMotifs(D,DS,4,5,4,10,2,2) stmotifs[[1]] ## ----echo=TRUE---------------------------------------------------------------- # The rank list of stmotifs rstmotifs <- RankSTMotifs(stmotifs) rstmotifs[[1]] ## ----echo=TRUE---------------------------------------------------------------- # CSAMiningProcess stmotifs <- CSAMiningProcess(D,DS,4,5,4,10,2,2) rstmotifs[[1]] ## ----fig, fig.height = 4, fig.width = 5, fig.align = "center"----------------- display_motifsDataset(dataset = STMotif::example_dataset, rstmotifs[c(1:4)], 5) ## ----fig1, fig.height = 4, fig.width = 5, fig.align = "center"---------------- display_motifsSTSeries(dataset = STMotif::example_dataset,rstmotifs[c(1:4)],space = c(1:4,10:12))