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Posted to issues@madlib.apache.org by "Frank McQuillan (JIRA)" <ji...@apache.org> on 2016/03/09 01:25:40 UTC
[jira] [Updated] (MADLIB-909) Sessionization
[ https://issues.apache.org/jira/browse/MADLIB-909?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel ]
Frank McQuillan updated MADLIB-909:
-----------------------------------
Fix Version/s: (was: v1.9)
v1.9.1
> Sessionization
> --------------
>
> Key: MADLIB-909
> URL: https://issues.apache.org/jira/browse/MADLIB-909
> Project: Apache MADlib
> Issue Type: New Feature
> Components: Module: Utilities
> Reporter: Frank McQuillan
> Fix For: v1.9.1
>
>
> Story
> As a data scientist, I want to perform time oriented session reconstruction on my data set, so that I can prepare for input to predictive analytics algorithms.
> Details
> 1) How to sessionize. Common to use a time-based session reconstruction that defines a session as a sequence of events by a particular user where no more than n seconds has elapsed between successive events. That is, if we don’t see an event from a user for n seconds, we start a new session. The requirement for MADlib is to do the same thing, but also to add a minimum number of seconds that must elapse between events for the session to be valid.
> As stated in [1], black bots may send requests at excessive rates so we want a way to be be able to filter them out.
> 2) Interface could be:
> session_split (
> source_table,
> output_table,
> id,
> time_stamp,
> time_out,
> min_time,
> OUTPUTNULL)
> where the last 2 params are:
> * min_time = minimum number of seconds that must elapse between clicks in order for this session to be considered a real (human) session (default=0)
> * OUTPUTNULL = If TRUE, write the session to the output table with NULL values for appropriate columns. If FALSE, do not write out the NULL session to output table. Default is FALSE.
> References
> [1] Blog on bot signatures from Akamai
> https://blogs.akamai.com/2013/06/identifying-and-mitigating-unwanted-bot-traffic.html
> [2] General information on sessionization
> https://en.wikipedia.org/wiki/Session_(web_analytics)
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