Title :
Finding trading patterns in stock market data
Author :
Nesbitt, Keith V. ; Barrass, Stephen
Author_Institution :
Charles Sturt Univ., Bathurst, NSW, Australia
Abstract :
This article describes our design and evaluation of a multisensory human perceptual tool for the real-world task domain of stock market trading. The tool is complementary in that it displays different information to different senses - our design incorporates both a 3D visual and a 2D sound display. The results of evaluating the tool in a formal experiment are complex. The data mined in this case study is bid-and-ask data - also called depth-of-market data - from the Australian Stock Exchange. Our visual-auditory display is the bid-ask-land-scape, which we developed over much iteration with the close collaboration of an expert in the stock market domain. From this domain´s perspective, the project´s principal goal was to develop a tool to help traders uncover new trading patterns in depth-of-market data. In this article, we not only describe the design of the bid-ask-landscape but also report on a formal evaluation of this visual-auditory display. We tested nonexperts on their ability to use the tool to predict the future direction of stock prices.
Keywords :
auditory displays; data mining; electronic trading; share prices; stock markets; Australian Stock Exchange; bid-ask-landscape; formal evaluation; multisensory human perceptual tool; stock market data; trading patterns; visual-auditory display; Auditory displays; Bandwidth; Computer displays; Data mining; Humans; Stock markets; Testing; Three dimensional displays; Two dimensional displays; Visual analytics; data mining; multisensory; sonification; stock market; visualization; Australia; Commerce; Computer Graphics; Database Management Systems; Databases, Factual; Information Storage and Retrieval; Multimedia; Numerical Analysis, Computer-Assisted; Online Systems; Pattern Recognition, Automated; Software; User-Computer Interface;
Journal_Title :
Computer Graphics and Applications, IEEE
DOI :
10.1109/MCG.2004.28