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Random or evolutionary search for object-oriented test suite generation?

Sina Shamshiri, José Miguel Rojas, Luca Gazzola, Gordon Fraser, Phil McMinn, Leonardo Mariani, Andrea Arcuri
<span title="2018-03-30">2018</span> <i title="Wiley"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/qrohejli3ngofb53dnkhpougdm" style="color: black;">Software testing, verification &amp; reliability</a> </i> &nbsp;
actually be observed in practice when generating unit test suites for object-oriented classes.  ...  However, in the context of evolutionary test generation of object-oriented unit tests, examples and applications of these other algorithms are rare or do not exist.  ...  The authors would like to thank Chris Wright for help with R.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1002/stvr.1660">doi:10.1002/stvr.1660</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/zwwjs5o63bcepoy5japuuccv6a">fatcat:zwwjs5o63bcepoy5japuuccv6a</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190429170200/http://eprints.whiterose.ac.uk/127562/1/j21.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/9b/00/9b00c8d29a26625ba19371dff39e09e122bd0b05.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1002/stvr.1660"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> wiley.com </button> </a>

Random or Genetic Algorithm Search for Object-Oriented Test Suite Generation?

Sina Shamshiri, José Miguel Rojas, Gordon Fraser, Phil McMinn
<span title="">2015</span> <i title="ACM Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/fdhfwmjdwjbvxo6zc7cdt5hi7q" style="color: black;">Proceedings of the 2015 on Genetic and Evolutionary Computation Conference - GECCO &#39;15</a> </i> &nbsp;
actually be observed in practice when generating unit test suites for object-oriented classes.  ...  Surprisingly, the results show little difference between the coverage achieved by test suites generated with evolutionary search compared to those generated using random search.  ...  The authors would like to thank Chris Wright for help with R.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2739480.2754696">doi:10.1145/2739480.2754696</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/gecco/ShamshiriRFM15.html">dblp:conf/gecco/ShamshiriRFM15</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/assknkjqkzckpctefkhw3zvmke">fatcat:assknkjqkzckpctefkhw3zvmke</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170811005815/http://mcminn.io/publications/c35.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/08/17/0817d801bc21cea32fc6458c48eafe56a0724bc8.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2739480.2754696"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

Automated test data generation for aspect-oriented programs

Mark Harman, Fayezin Islam, Tao Xie, Stefan Wappler
<span title="">2009</span> <i title="ACM Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/scibxvvu3nguvnnafnqcwt7lcy" style="color: black;">Proceedings of the 8th ACM international conference on Aspect-oriented software development - AOSD &#39;09</a> </i> &nbsp;
In this paper, we introduce a search-based optimization approach to automated test data generation for structural coverage of AOP systems.  ...  Despite the upsurge of interest in the Aspect-Oriented Programming (AOP) paradigm, there remain few results on test data generation techniques for AOP.  ...  Recently, there has been much interest in more advanced automated test data generation techniques for procedural or object-oriented programs, such as dynamic symbolic execution [14] and search-based  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/1509239.1509264">doi:10.1145/1509239.1509264</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/aosd/HarmanIXW09.html">dblp:conf/aosd/HarmanIXW09</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/4rkwngn5p5gwpc7jvhuub7okse">fatcat:4rkwngn5p5gwpc7jvhuub7okse</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170809045135/http://crest.cs.ucl.ac.uk/fileadmin/crest/sebasepaper/HarmanIXW09.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/cd/e4/cde4241659e7436b5d3a26c41b130c95f4bf44ce.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/1509239.1509264"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

Novel Approach to Automated Test Data Generation for AOP

Anuranjan Misra, Raghav Mehra, Mayank Singh, Jugnesh Kumar, Shailendra Mishra
<span title="">2011</span> <i title="EJournal Publishing"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/e6is5iwmnbcmbnglc3l4nytwou" style="color: black;">International Journal of Information and Education Technology</a> </i> &nbsp;
In this paper, we investigate a new way of testing aspect oriented programs. Here we propose a framework of automated test data generation for evolutionary testing on AOP.  ...  On the basis of generated data we will compare evolutionary testing with random testing in terms of effort reduction and improvement of test effectiveness.  ...  Automated test data generation is easier for object oriented programs than aspect oriented programs.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.7763/ijiet.2011.v1.29">doi:10.7763/ijiet.2011.v1.29</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/d5nayq6fnbgrrd3ipayid4cey4">fatcat:d5nayq6fnbgrrd3ipayid4cey4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170812011859/http://ijiet.org/papers/29-A0227C00264.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/ea/b1/eab1c35e7ffa7800c3c4891fab73dc25440f538d.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.7763/ijiet.2011.v1.29"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> Publisher / doi.org </button> </a>

Whole Test Suite Generation

Gordon Fraser, Andrea Arcuri
<span title="">2013</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/dthyqga2onff5nwf4agwqtrhxi" style="color: black;">IEEE Transactions on Software Engineering</a> </i> &nbsp;
branches, with up to 62% smaller test suites.  ...  A common scenario in software testing is therefore that test data is generated, and a tester manually adds test oracles.  ...  This work is funded by a Google Focused Research Award on "Test Amplification" and the Norwegian Research Council.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tse.2012.14">doi:10.1109/tse.2012.14</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/jyw6pwagnzbnpjgev6lstjxhaq">fatcat:jyw6pwagnzbnpjgev6lstjxhaq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20180721223402/http://www.evosuite.org/wp-content/papercite-data/pdf/tse12_evosuite.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/e6/a4/e6a48b6943d578cd8532f510541f9e96cdf9ff28.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tse.2012.14"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

Evolutionary Generation of Whole Test Suites

Gordon Fraser, Andrea Arcuri
<span title="">2011</span> <i title="IEEE"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/mzbflpankzgxpluiwlm63hodim" style="color: black;">2011 11th International Conference on Quality Software</a> </i> &nbsp;
We present EVOSUITE, a search-based approach that optimizes whole test suites towards satisfying a coverage criterion, rather than generating distinct test cases directed towards distinct coverage goals  ...  There is, however, a fundamental problem with the general idea of targeting one distinct test coverage goal at a time: Coverage goals are neither independent of each other, nor is test generation for any  ...  We thank Valentin Dallmeier, Yana Mileva, Andrzej Wasylkowski and Andreas Zeller for comments on earlier versions of this paper.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/qsic.2011.19">doi:10.1109/qsic.2011.19</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/qsic/FraserA11.html">dblp:conf/qsic/FraserA11</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/5onyrxkvpzci7bkmyowlpwhf4m">fatcat:5onyrxkvpzci7bkmyowlpwhf4m</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20160910201946/http://www.utdallas.edu:80/~lxz144130/cs6301-readings/test-generation-fraser-qsic11.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/30/d1/30d1297c97d7be3a3456a07f247f3ca36c04a948.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/qsic.2011.19"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

Test suite generation with memetic algorithms

Gordon Fraser, Andrea Arcuri, Phil McMinn
<span title="">2013</span> <i title="ACM Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/fdhfwmjdwjbvxo6zc7cdt5hi7q" style="color: black;">Proceeding of the fifteenth annual conference on Genetic and evolutionary computation conference - GECCO &#39;13</a> </i> &nbsp;
Genetic Algorithms have been successfully applied to the generation of unit tests for classes, and are well suited to create complex objects through sequences of method calls.  ...  To overcome this problem, we extend the global search applied in the EvoSuite test generation tool with local search on the individual statements of method sequences.  ...  This project has been funded by a Google Focused Research Award on "Test Amplification", the Norwegian Research Council, and the EPSRC project "RE-COST" (EP/I010386).  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2463372.2463548">doi:10.1145/2463372.2463548</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/gecco/FraserAM13.html">dblp:conf/gecco/FraserAM13</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/k6hcymj4w5g2xay6ivejtg2tta">fatcat:k6hcymj4w5g2xay6ivejtg2tta</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170809063817/http://staffwww.dcs.shef.ac.uk/people/G.Fraser/wp-content/papercite-data/pdf/gecco13_memetic.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/ef/34/ef34711775efed147714f6f0cb1466e67be50973.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2463372.2463548"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

A Novelty Search-based Test Data Generator for Object-oriented Programs

Mohamed Boussaa, Olivier Barais, Gerson Sunye, Benoit Baudry
<span title="">2015</span> <i title="ACM Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/fdhfwmjdwjbvxo6zc7cdt5hi7q" style="color: black;">Proceedings of the Companion Publication of the 2015 on Genetic and Evolutionary Computation Conference - GECCO Companion &#39;15</a> </i> &nbsp;
In search-based structural testing, meta-heuristic search techniques have been frequently used to automate test data generation.  ...  In this paper, we introduce the use of novelty search algorithm to the test data generation problem based on statement-covered criterion.  ...  For coverage-oriented approaches, applying Evolutionary Algorithms (EAs) to test data generation [4] has been focused on finding input data for a specific path of the program in accordance with a coverage  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2739482.2764716">doi:10.1145/2739482.2764716</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/gecco/BoussaaBSB15.html">dblp:conf/gecco/BoussaaBSB15</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/t6jzcrurkfbozpmkyrkvqcw4ym">fatcat:t6jzcrurkfbozpmkyrkvqcw4ym</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190307075712/https://core.ac.uk/download/pdf/52993950.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/2c/bc/2cbcaeca7e32c038ca808171a07563cf9cb19b39.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2739482.2764716"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

Search-based software test data generation using evolutionary computation [article]

P. Maragathavalli
<span title="2011-03-01">2011</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
One area where Search-Based Software Engineering has seen much application is test data generation. Evolutionary testing designates the use of metaheuristic search methods for test case generation.  ...  Evolutionary Testing (ET) uses optimizing search techniques such as evolutionary algorithms to generate test data.  ...  EVOLUTIONARY TESTING Evolutionary testing makes use of meta-heuristic search techniques for test case generation.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1103.0125v1">arXiv:1103.0125v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/daax6ws2xbgbhbfopjof2znula">fatcat:daax6ws2xbgbhbfopjof2znula</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200827215707/https://arxiv.org/ftp/arxiv/papers/1103/1103.0125.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/d9/36/d93649f3be001113d703c2b99dbcb8ff65a4d216.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1103.0125v1" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Search-Based Software Test Data Generation Using Evolutionary Computation

P Maragathavalli
<span title="2011-02-28">2011</span> <i title="Academy and Industry Research Collaboration Center (AIRCC)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/plyx54ayrbefvje4gawexbdyty" style="color: black;">International Journal of Computer Science &amp; Information Technology (IJCSIT)</a> </i> &nbsp;
One area where Search-Based Software Engineering has seen much application is test data generation. Evolutionary testing designates the use of metaheuristic search methods for test case generation.  ...  Evolutionary Testing (ET) uses optimizing search techniques such as evolutionary algorithms to generate test data.  ...  EVOLUTIONARY TESTING Evolutionary testing makes use of meta-heuristic search techniques for test case generation.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5121/ijcsit.2011.3115">doi:10.5121/ijcsit.2011.3115</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/cwoqrugbxfgk3bduhsvinsy23u">fatcat:cwoqrugbxfgk3bduhsvinsy23u</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170110152102/http://airccse.org:80/journal/jcsit/0211ijcsit15.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/3e/56/3e5634293811de48535b8c36c96fe71e7c7eaa62.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5121/ijcsit.2011.3115"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> Publisher / doi.org </button> </a>

A general-purpose tunable landscape generator

M. Gallagher, Bo Yuan
<span title="">2006</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/dqtjwgdgmjazlimlppwouyrzcq" style="color: black;">IEEE Transactions on Evolutionary Computation</a> </i> &nbsp;
In this paper, we propose a landscape (test-problem) generator that can be used to generate optimization problem instances for continuous, bound-constrained optimization problems.  ...  The research literature on metaheuristic and evolutionary computation has proposed a large number of algorithms for the solution of challenging real-world optimization problems.  ...  random orientation.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tevc.2005.863628">doi:10.1109/tevc.2005.863628</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/r3nawkarbvbl5mixhitzo7in2u">fatcat:r3nawkarbvbl5mixhitzo7in2u</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20091010004008/http://www.itee.uq.edu.au/%7Emarcusg/papers/gallagher_yuan_landscape_pub.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/d2/7d/d27d0033900c273030da31f1c21efdeca13e574f.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tevc.2005.863628"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

A Review of Test Data Generation and Adequacy Criteria

Sheetal Rajput
<span title="2017-05-27">2017</span> <i title="Institute of Research Advances"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/b3rbeekazjda3ngno2yvjsi76a" style="color: black;">IRA-International Journal of Technology &amp; Engineering (ISSN 2455-4480)</a> </i> &nbsp;
<div><p>In the software testing a real way of measuring effective testing is that the system passes an adequate suite of test cases, and then it must be correct or dependable.  ...  But that's impossible because the adequacy of test suites is provably undecidable. So we'll have to settle adequacy Design rules to highlight inadequacy of test suites.  ...  The test criteria are a central problem of testing. Numerous adequacy criteria have been proposed, analyzed and compared.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.21013/jte.v7.n2.p4">doi:10.21013/jte.v7.n2.p4</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/at3sdyyc6zdmfmtfkeatpyk7eq">fatcat:at3sdyyc6zdmfmtfkeatpyk7eq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20180720005244/https://research-advances.org/index.php/IRAJTE/article/download/827/770" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/53/c0/53c079fd92bf622ab867829d73f973a429dff234.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.21013/jte.v7.n2.p4"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Test Suite Minimization using Hybrid Algorithm for GA generated Test Cases

Mrs. P Maragathavalli, S. Kanmani
<span title="2007-04-30">2007</span> <i title="CIRWOLRD"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/jh2yw2w72rbdreebtgswzt7fkq" style="color: black;">INTERNATIONAL JOURNAL OF COMPUTERS &amp; TECHNOLOGY</a> </i> &nbsp;
Genetic algorithm has been used for random test data generation and the output of GA is given to the minimization procedure for reducing the total no of generated test cases, collectively named as Hybrid  ...  So the testing time is to be minimized by reducing the execution time of the algorithm used for test data generation and also by introducing minimization procedure for test suite reduction.  ...  Test Data Generation For test data generation, the global searching algorithm, genetic algorithm is used for testing the object-oriented programs.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.24297/ijct.v6i1.4450">doi:10.24297/ijct.v6i1.4450</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/hi4ux6cicffcnawfmzcir5oi5a">fatcat:hi4ux6cicffcnawfmzcir5oi5a</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20180721160434/https://cirworld.com/index.php/ijct/article/download/4450/pdf_18" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/7e/cc/7eccee9b160637adccef67d0dc3cdbe4f213dfc2.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.24297/ijct.v6i1.4450"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

A Novelty Search Approach for Automatic Test Data Generation

Mohamed Boussaa, Olivier Barais, Gerson Sunye, Benoit Baudry
<span title="">2015</span> <i title="IEEE"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/wvv27s77dvd5flktsj246kcxwu" style="color: black;">2015 IEEE/ACM 8th International Workshop on Search-Based Software Testing</a> </i> &nbsp;
In Genetic Algorithms (GAs) for example, test data are rewarded on the basis of an objective function that represents generally the number of statements or branches covered.  ...  In search-based structural testing, metaheuristic search techniques have been frequently used to automate the test data generation.  ...  Applying GAs for test data generation consists in searching for relevant test data according to an objective function that tries for example to maximize the number of statements or branches covered.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/sbst.2015.17">doi:10.1109/sbst.2015.17</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/icse/BoussaaBSB15.html">dblp:conf/icse/BoussaaBSB15</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/bzl6yf33gbhlbiflz5wb25qwbi">fatcat:bzl6yf33gbhlbiflz5wb25qwbi</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170927124130/https://hal.archives-ouvertes.fr/hal-01121228/document" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/a5/ca/a5caee62ff6c2b472a2d771fb2d34276b121b012.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/sbst.2015.17"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

An empirical evaluation of evolutionary algorithms for unit test suite generation

José Campos, Yan Ge, Nasser Albunian, Gordon Fraser, Marcelo Eler, Andrea Arcuri
<span title="">2018</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/43ycbq2sebfnzi23a5qkxwni2y" style="color: black;">Information and Software Technology</a> </i> &nbsp;
Context: Evolutionary algorithms have been shown to be effective at generating unit test suites optimised for code coverage.  ...  The objective of this paper is to perform this analysis, in order to shed light on the influence of the search algorithm applied for unit test generation.  ...  Introduction Search-based testing has been successfully applied to generating unit test suites optimised for code coverage on object-oriented classes.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.infsof.2018.08.010">doi:10.1016/j.infsof.2018.08.010</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/tgyvmozfbbgsjbtwkpi7abofqa">fatcat:tgyvmozfbbgsjbtwkpi7abofqa</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190922103015/http://orbilu.uni.lu/bitstream/10993/36546/1/campos-ist2018.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/9b/31/9b318b7cb65f8bbef4b10fc385d6822055195aaf.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.infsof.2018.08.010"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> elsevier.com </button> </a>
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