The invention discloses an exploratory high-dimensional
data visualization device and method. The device comprises a data import module, a data preprocessing module, an exploratory
data analysis module and a visual display module, wherein data import module is used for connecting and selecting a corresponding selection or
processing engine according to at least one
data source, so as to carry outlinking and import
source data; the data preprocessing module is used for cleaning the imported
source data, and carrying out recognition, dimension division and measurement operations on a processeddata
system, so as to obtain a dimension and a measurement
label; the exploratory
data analysis module is used for converting a dragging operation for the dimension and the measurement
label into query for a
database, and changing a mapping relationship between high-dimensional data object and visual spaces through a
data conversion model, so as to visualize high-dimensional data; and the visual display module is used for generating a plurality of charts after the exploratory
data analysis, and displaying the plurality of charts by adoption of an
interactive analysis instrument panel or visualscreen. The device provides a plurality of visual high-dimensional
data layout methods, so that the problem that data dimensions are limited and cannot be displayed is solved.