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Profiling a Person With  Log Data Jim Jansen College of Information Sciences and Technology  The Pennsylvania State University  [email_address]   Interested in how much  descriptive  information we can generate about a  people  by leveraging  search log data .
What Did We Find Out? ,[object Object]
[object Object]
The Power of Search and the Web  ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Sources: comScore, U.S., Feb. ’06, Stanford Institute for the Quantitative Study of Society, Nov. ‘05
Analysis of Search Marketplace  Holding  fairly stable  over the last year or so, albeit with some  Bing flux
Search Logs ,[object Object],[object Object],[object Object],search logs How much we can  learn  about a person from the data stored in search logs? Specifically, how rich of a searcher profile can we build of  what  a person is doing, of  why  they are doing it, and to  predict  what are they going to do next?
An illustrative example
How much can we tell from a single query?  ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
How much can we tell from a single query?  ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Theoretically,  we can tell a lot ! However, with  billions of queries  per month, we can’t do the analysis  by hand  like this example. To develop user profiles, we need  automated methods . Research Question -  How complete of a  profile  can one develop for a Web search engine  user  from search  log  data?  [(a) what the user is doing, (b) what the user is interested in, and (c) what the user intends to do]
Specific aspects with automated methods …  ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
A comment about user identification  ,[object Object],… identifying  a particular individual is much more difficult with just search logs (probably takes ~12 – 18 months of data). Given a group of folks who use a search engine, …
User Profiling Framework  ,[object Object],[object Object],[object Object],[object Object]
Thank you! (open for questions and further discussion) Jim Jansen College of Information Sciences and Technology  The Pennsylvania State University  [email_address]
Search Logs has some common fields, such as time, queries, results, etc. We can enrich the log with additional fields. Back Back
Back
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Profiling a Person With Search Log Data

  • 1. Profiling a Person With Log Data Jim Jansen College of Information Sciences and Technology The Pennsylvania State University [email_address] Interested in how much descriptive information we can generate about a people by leveraging search log data .
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  • 5. Analysis of Search Marketplace Holding fairly stable over the last year or so, albeit with some Bing flux
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  • 13. Thank you! (open for questions and further discussion) Jim Jansen College of Information Sciences and Technology The Pennsylvania State University [email_address]
  • 14. Search Logs has some common fields, such as time, queries, results, etc. We can enrich the log with additional fields. Back Back
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