Understanding the Challenges Faced During the Management of Data Mining Models


 
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Old 09-22-2008
Understanding the Challenges Faced During the Management of Data Mining Models

HPL-2008-118 Understanding the Challenges Faced During the Management of Data Mining Models - Jain, Jhilmil; Ari, Ismail; Li, Jun
Keyword(s): data mining models, model lifecycle, challenges
Abstract: While the IT industry is moving forward with service-based solutions, they have left behind critical processes and soft IT assets unmanaged, especially at the intersection of business processes with Business Intelligence (BI). In this paper, we describe the challenges faced by statisticians and busi ...
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Test::RDF(3pm)						User Contributed Perl Documentation					    Test::RDF(3pm)

NAME
Test::RDF - Test RDF data for content, validity and equality, etc. VERSION
Version 0.26 SYNOPSIS
use Test::RDF; is_valid_rdf($rdf_string, $syntax, 'RDF string is valid according to selected syntax'); is_rdf($rdf_string, $syntax1, $expected_rdf_string, $syntax2, 'The two strings have the same triples'); isomorph_graphs($model, $expected_model, 'The two models have the same triples'); are_subgraphs($model1, $model2, 'Model 1 is a subgraph of model 2' ); has_uri($uri_string, $model, 'Has correct URI'); hasnt_uri($uri_string, $model, "Hasn't correct URI"); has_subject($uri_string, $model, 'Subject URI is found'); has_predicate($uri_string, $model, 'Predicate URI is found'); has_object_uri($uri_string, $model, 'Object URI is found'); has_literal($string, $language, $datatype, $model, 'Literal is found'); pattern_target($model); pattern_ok($pattern, '$pattern found in $model'); EXPORT
is_valid_rdf Use to check if the input RDF string is valid in the chosen syntax is_rdf Use to check if the input RDF strings are isomorphic (i.e. the same). isomorph_graphs Use to check if the input RDF::Trine::Models have isomorphic graphs. are_subgraphs Use to check if the first RDF::Trine::Models is a subgraph of the second. has_subject Check if the string URI passed as first argument is a subject in any of the statements given in the model given as second argument. has_predicate Check if the string URI passed as first argument is a predicate in any of the statements given in the model given as second argument. has_object_uri Check if the string URI passed as first argument is a object in any of the statements given in the model given as second argument. has_literal Check if the string passed as first argument, with corresponding optional language and datatype as second and third respectively, is a literal in any of the statements given in the model given as fourth argument. language and datatype may not occur in the same statement, so the test fails if they are both set. If none are used, use "undef", like e.g. has_literal('A test', undef, undef, $model, 'Simple literal'); A test for a typed literal may be done like has_literal('42', undef, 'http://www.w3.org/2001/XMLSchema#integer', $model, 'Just an integer'); and a language literal like has_literal('This is a Another test', 'en', undef, $model, 'Language literal'); has_uri Check if the string URI passed as first argument is present in any of the statements given in the model given as second argument. hasnt_uri Check if the string URI passed as first argument is not present in any of the statements given in the model given as second argument. pattern_target Tests that the object passed as its parameter is an RDF::Trine::Model or RDF::Trine::Store. That is, tests that it is a valid thing to match basic graph patterns against. Additionally, this test establishes the target for future "pattern_ok" tests. pattern_ok Tests that the pattern passed matches against the target established by "pattern_target". The pattern may be passed as an RDF::Trine::Pattern, or a list of RDF::Trine::Statement objects. use Test::RDF; use RDF::Trine qw[iri literal blank variable statement]; use My::Module; my $foaf = RDF::Trine::Namespace->new('http://xmlns.com/foaf/0.1/'); pattern_target(My::Module->get_model); # check isa RDF::Trine::Model pattern_ok( statement( variable('who'), $foaf->name, literal('Kjetil Kjernsmo') ), statement( variable('who'), $foaf->page, iri('http://search.cpan.org/~kjetilk/') ), "Data contains Kjetil's details." ); Note: "pattern_target" must have been tested before any "pattern_ok" tests. NOTE
Graph isomorphism is a complex problem, so do not attempt to run the isomorphism tests on large datasets. For more information see <http://en.wikipedia.org/wiki/Graph_isomorphism_problem>. AUTHOR
Kjetil Kjernsmo, "<kjetilk at cpan.org>" BUGS
Please report any bugs using github <https://github.com/kjetilk/Test-RDF/issues> SUPPORT
You can find documentation for this module with the perldoc command. perldoc Test::RDF You may find the Perl and RDF community website <http://www.perlrdf.org/> useful. You can also look for information at: o AnnoCPAN: Annotated CPAN documentation http://annocpan.org/dist/Test-RDF <http://annocpan.org/dist/Test-RDF> o CPAN Ratings http://cpanratings.perl.org/d/Test-RDF <http://cpanratings.perl.org/d/Test-RDF> o Search CPAN http://search.cpan.org/dist/Test-RDF/ <http://search.cpan.org/dist/Test-RDF/> o MetaCPAN <https://metacpan.org/module/Test::RDF> ACKNOWLEDGEMENTS
Michael Hendricks wrote the first Test::RDF. The present module is a complete rewrite from scratch using Gregory Todd William's RDF::Trine::Graph to do the heavy lifting. Toby Inkster has submitted the pattern_* functions. LICENSE AND COPYRIGHT
Copyright 2010 ABC Startsiden AS and 2010-2012 Kjetil Kjernsmo. This program is free software; you can redistribute it and/or modify it under the terms of either: the GNU General Public License as published by the Free Software Foundation; or the Artistic License. See http://dev.perl.org/licenses/ for more information. perl v5.14.2 2012-06-10 Test::RDF(3pm)