dumais.html
Beauty
is
in
the
"I"
of
the
Beholder
Intelligence,
Information,
Interaction
Speaker:
Title:
Bring Order to the Web and Beyond
(9:30 a.m.-10:30 a.m., March 10, 2000, Lindley Hall 102)
Abstract:
This talk describes algorithmic and interface innovations to help
users organize web search results. Today web search services returned a
ranked list of best-matching pages and users have to sift through them
sequentially. An important mechanism for facilitating information access in
a wide variety of applications is a structure knowledge hierarchy, such as
those used by library classification systems and more recently web
directories like Yahoo! and LookSmart. In this talk I will describe how
such structure can be used to automatically organize web search results.
For example, a query about "saturn" will group the returned pages into those
having to do with automobiles, computer games, and outer space. There are
two key technologies for doing this: 1) developing models for hierarchically
classifying arbitrary text pages on-the-fly, and 2) building an interface
for taking advantage of the resulting structure. I will begin by talking
about enhancements to support vector machine (SVM) learning algorithms for
text classification that exploit hierarchical structure. I will then
describe a user interface that supports structured search and a user study
that shows that people are 50% faster at finding information when it is
organized into categories.