Title :
Spectra transformed for model-testing and visual exploration
Author :
Catravas, Palmyra
Author_Institution :
Union Coll., Schenectady
fDate :
Oct. 30 2007-Nov. 1 2007
Abstract :
The presence of highly tangled patterns in spectra and other serial data exacerbates the difficulty of performing visual comparison between a test model for a particular pattern and the data. The use of a simple map that plants peaks in the data directly onto their corresponding position in a residual plot with respect to a chosen test model not only retrieves the advantages of dynamic regression plotting, but in practical cases also causes patterns in the data to congregate in meaningful ways with respect to more than one reference curve in the plane. The technique is demonstrated on a polyphonic music signal.
Keywords :
pattern recognition; regression analysis; dynamic regression plotting; model testing; polyphonic music signal; spectra; visual exploration; Animation; Data visualization; Educational institutions; Frequency; Image segmentation; Multiple signal classification; Music information retrieval; Performance evaluation; Spirals; Testing; I.5.5 [Pattern recognition]: Implementation¿Interactive systems;
Conference_Titel :
Visual Analytics Science and Technology, 2007. VAST 2007. IEEE Symposium on
Conference_Location :
Sacramento, CA
Print_ISBN :
978-1-4244-1659-2
DOI :
10.1109/VAST.2007.4389024