This is the code for the bachelor thesis "Finden von strukturierten abgeschlossenen Itemsets in Datenströmen" by Maximilian Thiessen. src/ the java source files data/ the transaction files and the used graph files. -->roadNet-CA is from J. Leskovec, K. Lang, A. Dasgupta, M. Mahoney. Community Structure in Large Networks: Natural Cluster Sizes and the Absence of Large Well-Defined Clusters. Internet Mathematics 6(1) 29--123, 2009. -->mushrooms is from M. Lichman. UCI machine learning repository, 2013. URL http://archive.ics.uci.edu/ml. EikeStadtlaender/ data stream implementations of Eike EikeStadtlaender (CFIStream.jar is also from this project) You need Java 8 to run the jars. To reproduce the experiments from the bachelor thesis just run (linux/windows): java -jar <filename>.jar For the original roadnetwork experiment 2-3 gb of ram are needed, so java -Xmx3072M -jar GraphExperiment.jar could be useful to increase available heap space. If you want to try your own datasets/parameters, you can launch the jars with command line arguments: java -jar GelyVsStreamGely.jar <transactionFile> <slidingWindowSteps> <slidingWindowSize> <minSupport1> <minSupport2> ... java -jar CFIStream.jar <slidingWindowSteps> <slidingWindowSize> --> CFIStream.jar uses the mushrooms dataset. java -Xmx3072M -jar GraphExperiment.jar <graphFile> <transactionFile> <slidingWindowSteps> <slidingWindowSize1> <slidingWindowSize2> ... To generate your own traffic simulations of the roadnetwork graph: java -jar <howManyTransaction> <averageLengthOfOneTransaction> or java -jar <intputGraphfile> <outputTransactionFile> <howManyTransaction> <howOftenStartWithSameVertex> <averageLengthOfOneTransaction> <standardDeviationOfLength>