TY - CHAP
T1 - A visual analytics approach for correlation, classification, and regression analysis
AU - Steed, Chad A.
AU - Swan, J. Edward
AU - Fitzpatrick, Patrick J.
AU - Jankun-Kelly, T. J.
N1 - Publisher Copyright:
© 2014 by IGI Global. All rights reserved.
PY - 2013/7/31
Y1 - 2013/7/31
N2 - New approaches that combine the strengths of humans and machines are necessary to equip analysts with the proper tools for exploring today's increasingly complex, multivariate data sets. In this chapter, a visual data mining framework, called the Multidimensional Data eXplorer (MDX), is described that addresses the challenges of today's data by combining automated statistical analytics with a highly interactive parallel coordinates based canvas. In addition to several intuitive interaction capabilities, this framework offers a rich set of graphical statistical indicators, interactive regression analysis, visual correlation mining, automated axis arrangements and filtering, and data classification techniques. This chapter provides a detailed description of the system as well as a discussion of key design aspects and critical feedback from domain experts.
AB - New approaches that combine the strengths of humans and machines are necessary to equip analysts with the proper tools for exploring today's increasingly complex, multivariate data sets. In this chapter, a visual data mining framework, called the Multidimensional Data eXplorer (MDX), is described that addresses the challenges of today's data by combining automated statistical analytics with a highly interactive parallel coordinates based canvas. In addition to several intuitive interaction capabilities, this framework offers a rich set of graphical statistical indicators, interactive regression analysis, visual correlation mining, automated axis arrangements and filtering, and data classification techniques. This chapter provides a detailed description of the system as well as a discussion of key design aspects and critical feedback from domain experts.
UR - http://www.scopus.com/inward/record.url?scp=84944881949&partnerID=8YFLogxK
U2 - 10.4018/978-1-4666-4309-3.ch002
DO - 10.4018/978-1-4666-4309-3.ch002
M3 - Chapter
AN - SCOPUS:84944881949
SN - 9781466643093
SP - 25
EP - 44
BT - Innovative Approaches of Data Visualization and Visual Analytics
PB - IGI Global
ER -