TY - GEN
T1 - Webzeitgeist
T2 - 31st Annual CHI Conference on Human Factors in Computing Systems: Changing Perspectives, CHI 2013
AU - Kumar, Ranjitha
AU - Satyanarayan, Arvind
AU - Torres, Cesar
AU - Lim, Maxine
AU - Ahmad, Salman
AU - Klemmer, Scott R.
AU - Talton, Jerry O.
N1 - Copyright:
Copyright 2013 Elsevier B.V., All rights reserved.
PY - 2013
Y1 - 2013
N2 - Advances in data mining and knowledge discovery have transformed the way Web sites are designed. However, while visual presentation is an intrinsic part of the Web, traditional data mining techniques ignore render-time page structures and their attributes. This paper introduces design mining for the Web: using knowledge discovery techniques to understand design demographics, automate design curation, and support data-driven design tools. This idea is manifest in Webzeitgeist, a platform for large-scale design mining comprising a repository of over 100,000 Web pages and 100 million design elements. This paper describes the principles driving design mining, the implementation of the Webzeitgeist architecture, and the new class of data-driven design applications it enables.
AB - Advances in data mining and knowledge discovery have transformed the way Web sites are designed. However, while visual presentation is an intrinsic part of the Web, traditional data mining techniques ignore render-time page structures and their attributes. This paper introduces design mining for the Web: using knowledge discovery techniques to understand design demographics, automate design curation, and support data-driven design tools. This idea is manifest in Webzeitgeist, a platform for large-scale design mining comprising a repository of over 100,000 Web pages and 100 million design elements. This paper describes the principles driving design mining, the implementation of the Webzeitgeist architecture, and the new class of data-driven design applications it enables.
KW - Data mining
KW - Web design
UR - http://www.scopus.com/inward/record.url?scp=84877933416&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84877933416&partnerID=8YFLogxK
U2 - 10.1145/2470654.2466420
DO - 10.1145/2470654.2466420
M3 - Conference contribution
AN - SCOPUS:84877933416
SN - 9781450318990
T3 - Conference on Human Factors in Computing Systems - Proceedings
SP - 3083
EP - 3092
BT - CHI 2013
Y2 - 27 April 2013 through 2 May 2013
ER -