Trends in Web Search and its relevance to Digital Libraries
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Transcript Trends in Web Search and its relevance to Digital Libraries
Trends in Web Search
and its relevance to Digital Libraries
Min-Yen Kan
Web IR NLP Group (WING)
National University of Singapore
Min-Yen Kan, WING@NUS
Tips on Web Searching
• Visualize results, then come up
with multiple queries
• Use multiple search engines
• Advanced Search
– inurl:, site:
– “Phrasal search”
But that’s just general search…
• Federated resources /
Niche search engines
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Site- and Task-specific resources
• Site Prestige
Know what others think and do
– Google PageRank (Link structure), Alexa (Traffic)
– Google Trends / Insight (Queries)
• Social Searching (Web 2.0)
The voice of the reader / critic
– (Bookmarks / Tags) Del.icio.us,
Citeulike.org, Bibsonomy.org
– (News) Digg / Slashdot
– (Blogs) Google Blog, Technorati
• People Search:
Finding public information on a person
– Spock (web), Zabasearch (US only)
– LinkedIn, Facebook
– Must validate your sources
http://labs.digg.com/arc/
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Expert Search
Find people who will advocate on your behalf
• What do they want? → Impact
• Scholar:
– Active? → Check their recent articles
– Names common? → Define area
of interest
– Compare against peers
– Download vs. citation counts
• Patent search:
– Referenced by: (citation count;
different than scholar)
• Identifying webfaced advocates:
– Blog search, PageRank
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http://flickr.com/photos/phauly/
How do machines do it?
• Expert search task as benchmark test
• Download web pages to analyze
• Needed to deal with spam pages
• Used PageRank to assess prestige
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Problem or opportunity?
• Revenue from print continually declining
• Students and researchers rely on internet
• Researchers want archiving rights – freedom
of academic information
The game has
fundamentally changed
Characteristics:
• Not zero-sum content
• Distribution is now largely the role of search
engines
→ Necessitates new role of publisher and
new revenue model
– Will classic models work?
Advertising, Subscription, Transactional &
Bundling
– Variants?
Versioning (Varian), Moving window
(JSTOR)
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http://flickr.com/photos/danielbroche/
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Forecasting
–
+
Content is becoming free
– MIT / Stanford opening up
textbooks
– Open access archiving
→ long term: content will not be
primary revenue source
eBook revenue hasn’t held up its
promise yet…
– Device gap: iPhone and
nextGen devices
→ Revenue may be further down
the pipe
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Academic publishers
– Connect to libraries and
federations at institution level
– Individual customers are
secondary
Trusted source
– Expertise in copyediting,
typesetting, project management,
distribution, social networking
– Many individual web publishers
rediscovering same problems
→ Consultancy model
→ Win-win partnerships with
individual authors
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Min-Yen Kan, WING@NUS
Web Trends
• Social Content
• Wisdom of masses:
Crowdsourcing
• Rich Media
• Open Source / Access
Paradigmatic change
– Classifieds → Craigslist
– POTS → Skype
– CD store → iTunes
– Publishers → ??
http://www.informationarchitects.jp/
slash/iA_WebTrends_2007_2_1024_768.gif
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Where is research going?
Server centric
• Search API usage
• Browser as computer
• Web page structure,
mining text data
User centric
• Modeling web users at tasks:
Exploring / Fact-finding
• Personalization, recommending
• Social networks
• Understanding opinion
• Query and log analysis
http://flickr.com/photos/alisdair/
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WING@NUS
Webfaced pop quiz – which is which?
American Statistical
Society
World Scientific
Springer
courtesy: http://pagerank.si/
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Forecast: Know your strengths
Get advocates
• Make it easy to get individuals to insist to their
institution to buy your materials
• Know who is accessing (not necessarily buying)
your content
Content revenue will continue to decline
• Find an economic model that works for you
• Work as partners in content creation
Be savvy on trends
• Be visible: do “white hat” Search Engine
Optimization (SEO)
• Make your abstracts indexable by others
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Academic publishers
– Connect to libraries and
federations at institution level
– Individual customers are
secondary
Trusted source
– Expertise in copyediting,
typesetting, project
management, distribution, social
networking
– Many individual web
publishers rediscovering same
problems
–→ Consultancy model
–→ Win-win partnerships with
individual authors
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Trends in Digital Libraries
>> WING @ NUS
• Expanding types of information in search
• Automated tools for DLs
• Usability in E-books and online media
• User modeling
• Personalization, annotation and relation to other user tasks
http://flickr.com/photos/pathfinderlinden
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Scholarly Digital Libraries
• ForeCite: our scholarly DL
• Data Cleaning
• Slide and Document Alignment
• Searching in the OPAC
• Math Information Retrieval
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ForeCite: Beyond the document as an item
Server
Client
A user-centric DL framework
• Put author / reader functionality together
• Tagging, correction, annotation and viewing
• Automatic tools: keyphrases and sentence classification
• For use on and offline, organizes local PDF files for you
• Only need your web browser
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Min-Yen Kan, WING@NUS
Data Cleaning
• Addresses
– Dongwon Lee,
110 E. Foster Ave.
#410, State
College, PA,
16802
– LEE Dong, 110
East Foster
Avenue Apartment
410, Univ. Park,
PA 16802-2343
• Products
– Honda Fix vs.
Honda Jazz
– Apple iPod Nano
4GB vs. 4GB iPod
nano 4GB
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Search results:
“Jeffrey D. Ullman”
384,000
pages
45%
“Jeffrey D. Ullman” + “aho” 174,000 pages
“J. Ullman”
“J. Ullman” + “aho”
124,000 pages
33%
41,000 pages
“Shimon Ullman”
27,300 pages
0%
“Shimon Ullman” + “aho”
66 pages
• Idea: use web as additional context for
disambiguation and clustering
• Placed 3rd in Web People Search Task
(WEPS 2007)
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Slides and their relationship to documents
Document in focus
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Slides in Focus
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Searching in Libraries
http://linc.comp.nus.edu.sg
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Symbolic Information Search
How do users want to search math materials?
Not quite right…
Our answer: Text-to-Expression Linking
– Resolve text keywords to expressions
– e.g., “Pythagorean Theorem” “a2+b2=c2” or “x2+y2=z2”
Reduce the need for expression input
Solves the notational variation problem
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Conclusions
• Consider us your research WING!
• Trade data and problems for solutions and interns
Meanwhile:
• Use better search strategies
• Practice white hat SEO
• Identify webfaced advocates
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References
• Kahin and Varian (2000) Internet Publishing and Beyond
• Towle et al. (2007) Electronic Books in the 2003-2005
Period, Pub Res Q 23:95-104
Photo Credits
• Flickr Creative Commons Search
Thanks to all of you for listening
& my fellow WING group members
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Abstract
•I will present trends in current academic research on web search
and
digital libraries, and discuss their relevance to publishers and
their
economic model. With respect to the web, I will cover how search
engines are starting to specialize and use click through and ad
data
to improve relevance ranking. With respect to digital library
research, I discuss my group's research at NUS on advancing the
state-of-the-art in scholarly digital libraries. I cover advances on
how we deal with data cleaning issues, and slide and equation
retrieval and alignment.
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