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In this dissertation, the main goal is visualisation of financial timeseries. We expect that visualisation of financial time series will be a usefulauxiliary for technical analysis. Firstly, we review the technical analysismethods and test our trading rules, which are built by the essential conceptsof technical analysis. Next, we compare the quality of linear principalcomponent analysis and nonlinear principal component analysis in financialmarket visualisation. We compare different methods of data preprocessing forvisualisation purposes. Using visualisation, we demonstrate the differencebetween normal and crisis time period. Thus, the visualisation of financialmarket can be a tool to support technical analysis.

Visualisation of financial time series by linear principal component analysis and nonlinear principal component analysis