Návrh a vývoj generátoru shluků pro shlukovou analýzu

The aim of this bachelor thesis is the design and development of desktop application of cluster generator not only for cluster analysis. This work tries to capture the problem of generating random numbers according to certain probability distributions and the development of this application itself. Java programming language was used for its development. The first part briefly introduces the statistical methods and theories that are used in the application and are needed to understand the problem. Subsequently, in the second part, the design and development of this application is elaborated and described. The conclusion of the thesis contains a summary of the results achieved and the evaluation of the whole work, which can be beneficial for future developers as well. The result of this thesis is a functional application for generating clusters using random numbers, which can be used especially in cluster analysis. The user can select the number of clusters created, the number of variables that characterize individual objects, the type of probability distribution, the variability within the clusters, the cluster distribution that is given by their spacing and other modifiable end-user inputs when generating clusters. Based on this application, it will be possible to evaluate clustering methods from different perspectives, creating space for further scientific research.