KDseries package for R has functions for preprocessing temporal series in order to search knowledge with associative rules.
Install beta version from GitHub:
# install.packages("devtools")
devtools::install_github("jpison/KDSeries")
Note: This is a non completed and unsupported library. In the installation process don't worry about the warnings.
F.J. Martínez-de-Pisón, A. Sanz, E. Martínez-de-Pisón, E. Jiménez, D. Conti. Mining association rules from time series to explain failures in a hot-dip galvanizing steel line. Computers & Industrial Engineering 63, 22-36, 2012.
There is additional documentation in '/documentation' folder.
(c) Dr. Francisco Javier Martinez de Pison. EDMANS Group. http:\www.mineriadatos.com