A Novel Traffic Analysis for Identifying Search Fields in the Long Tail of Web Sites

 
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Old 02-22-2010
A Novel Traffic Analysis for Identifying Search Fields in the Long Tail of Web Sites

HPL-2010-27 A Novel Traffic Analysis for Identifying Search Fields in the Long Tail of Web Sites - Forman, George; Kirshenbaum, Evan; Rajaram, Shyamsundar
Keyword(s): web data mining, clickstream analysis, machine learning classification, active learning
Abstract: Using a clickstream sample of 2 billion URLs from many thousand volunteer Web users, we wish to analyze typical usage of keyword searches across the Web. In order to do this, we need to be able to determine whether a given URL represents a keyword search and, if so, which field contains the query. A ...
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KinoSearch1::Analysis::PolyAnalyzer(3pm)		User Contributed Perl Documentation		  KinoSearch1::Analysis::PolyAnalyzer(3pm)

NAME
KinoSearch1::Analysis::PolyAnalyzer - multiple analyzers in series SYNOPSIS
my $analyzer = KinoSearch1::Analysis::PolyAnalyzer->new( language => 'es', ); # or... my $analyzer = KinoSearch1::Analysis::PolyAnalyzer->new( analyzers => [ $lc_normalizer, $custom_tokenizer, $snowball_stemmer, ], ); DESCRIPTION
A PolyAnalyzer is a series of Analyzers -- objects which inherit from KinoSearch1::Analysis::Analyzer -- each of which will be called upon to "analyze" text in turn. You can either provide the Analyzers yourself, or you can specify a supported language, in which case a PolyAnalyzer consisting of an LCNormalizer, a Tokenizer, and a Stemmer will be generated for you. Supported languages: en => English, da => Danish, de => German, es => Spanish, fi => Finnish, fr => French, it => Italian, nl => Dutch, no => Norwegian, pt => Portuguese, ru => Russian, sv => Swedish, CONSTRUCTOR
new() my $analyzer = KinoSearch1::Analysis::PolyAnalyzer->new( language => 'en', ); Construct a PolyAnalyzer object. If the parameter "analyzers" is specified, it will override "language" and no attempt will be made to generate a default set of Analyzers. o language - Must be an ISO code from the list of supported languages. o analyzers - Must be an arrayref. Each element in the array must inherit from KinoSearch1::Analysis::Analyzer. The order of the analyzers matters. Don't put a Stemmer before a Tokenizer (can't stem whole documents or paragraphs -- just individual words), or a Stopalizer after a Stemmer (stemmed words, e.g. "themselv", will not appear in a stoplist). In general, the sequence should be: normalize, tokenize, stopalize, stem. COPYRIGHT
Copyright 2005-2010 Marvin Humphrey LICENSE, DISCLAIMER, BUGS, etc. See KinoSearch1 version 1.00. perl v5.14.2 2011-11-15 KinoSearch1::Analysis::PolyAnalyzer(3pm)