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<r><inproceedings key="conf/gecco/Handl25" mdate="2026-02-25">
<author orcid="0000-0002-4338-1806" pid="61/218">Julia Handl</author>
<title>Partition2Vec - Towards Representation Learning for Evolutionary Clustering using Siamese Autoencoders.</title>
<pages>279-282</pages>
<year>2025</year>
<booktitle>GECCO Companion</booktitle>
<ee>https://doi.org/10.1145/3712255.3726693</ee>
<crossref>conf/gecco/2025c</crossref>
<url>db/conf/gecco/gecco2025c.html#Handl25</url>
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<r><inproceedings key="conf/gecco/ChanH25" mdate="2026-02-25">
<author pid="426/4428">Nga Man Chan</author>
<author orcid="0000-0002-4338-1806" pid="61/218">Julia Handl</author>
<title>Multiobjective Ingredient Optimization for Recipe Planning.</title>
<pages>799-802</pages>
<year>2025</year>
<booktitle>GECCO Companion</booktitle>
<ee>https://doi.org/10.1145/3712255.3726690</ee>
<crossref>conf/gecco/2025c</crossref>
<url>db/conf/gecco/gecco2025c.html#ChanH25</url>
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<r><inproceedings key="conf/gecco/PaulH025" mdate="2026-02-25">
<author orcid="0000-0003-1077-1610" pid="293/9338">Ozioma Paul</author>
<author orcid="0000-0002-4338-1806" pid="61/218">Julia Handl</author>
<author orcid="0000-0001-9974-1295" pid="09/132">Manuel L&#243;pez-Ib&#225;&#241;ez 0001</author>
<title>School Bus Routing for Pupils with Special Needs Under Uncertainty: An Averaging Approach.</title>
<pages>2604-2607</pages>
<year>2025</year>
<booktitle>GECCO Companion</booktitle>
<ee>https://doi.org/10.1145/3712255.3734325</ee>
<crossref>conf/gecco/2025c</crossref>
<url>db/conf/gecco/gecco2025c.html#PaulH025</url>
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<r><inproceedings key="conf/ichms/HandlM25" mdate="2025-09-24">
<author pid="61/218">Julia Handl</author>
<author pid="76/4047">Nikolay Mehandjiev</author>
<title>Towards Xai for the Facilitation of Human-Machine Learning of Graph Structure.</title>
<pages>309-314</pages>
<year>2025</year>
<booktitle>ICHMS</booktitle>
<ee>https://doi.org/10.1109/ICHMS65439.2025.11154149</ee>
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<url>db/conf/ichms/ichms2025.html#HandlM25</url>
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<r><article key="journals/cor/JohnnDHK24" mdate="2024-12-09">
<author orcid="0000-0001-7958-2434" pid="303/1089">Syu-Ning Johnn</author>
<author orcid="0000-0001-9250-8175" pid="257/4959">Victor-Alexandru Darvariu</author>
<author orcid="0000-0002-4338-1806" pid="61/218">Julia Handl</author>
<author orcid="0000-0002-5013-3448" pid="31/6834">J&#246;rg Kalcsics</author>
<title>A Graph Reinforcement Learning Framework for Neural Adaptive Large Neighbourhood Search.</title>
<pages>106791</pages>
<year>2024</year>
<volume>172</volume>
<journal>Comput. Oper. Res.</journal>
<ee type="oa">https://doi.org/10.1016/j.cor.2024.106791</ee>
<url>db/journals/cor/cor172.html#JohnnDHK24</url>
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<r><article key="journals/isci/AltarabichiNPMH24" mdate="2024-06-08">
<author orcid="0000-0002-6040-2269" pid="299/2953">Mohammed Ghaith Altarabichi</author>
<author orcid="0000-0002-7796-5201" pid="33/4548">Slawomir Nowaczyk</author>
<author orcid="0000-0003-3272-4145" pid="72/4007">Sepideh Pashami</author>
<author pid="10/7837">Peyman Sheikholharam Mashhadi</author>
<author orcid="0000-0002-4338-1806" pid="61/218">Julia Handl</author>
<title>Rolling the dice for better deep learning performance: A study of randomness techniques in deep neural networks.</title>
<pages>120500</pages>
<year>2024</year>
<volume>667</volume>
<journal>Inf. Sci.</journal>
<ee type="oa">https://doi.org/10.1016/j.ins.2024.120500</ee>
<url>db/journals/isci/isci667.html#AltarabichiNPMH24</url>
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<r><inproceedings key="conf/gecco/AltarabichiNPMH24" mdate="2024-08-22">
<author orcid="0000-0002-6040-2269" pid="299/2953">Mohammed Ghaith Altarabichi</author>
<author orcid="0000-0002-7796-5201" pid="33/4548">Slawomir Nowaczyk</author>
<author orcid="0000-0003-3272-4145" pid="72/4007">Sepideh Pashami</author>
<author orcid="0000-0002-0051-0954" pid="10/7837">Peyman Sheikholharam Mashhadi</author>
<author orcid="0000-0002-4338-1806" pid="61/218">Julia Handl</author>
<title>A Review of Randomness Techniques in Deep Neural Networks.</title>
<year>2024</year>
<booktitle>GECCO Companion</booktitle>
<ee>https://doi.org/10.1145/3638530.3664077</ee>
<crossref>conf/gecco/2024c</crossref>
<url>db/conf/gecco/gecco2024c.html#AltarabichiNPMH24</url>
<pages>23-24</pages>
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<r><inproceedings key="conf/gecco/RasuloSMH024" mdate="2025-01-19">
<author orcid="0009-0008-6664-4235" pid="382/1032">Anthony Rasulo</author>
<author orcid="0000-0003-2718-7680" pid="s/KateASmith">Kate Smith-Miles</author>
<author orcid="0000-0002-7254-2808" pid="29/5811">Mario A. Mu&#241;oz</author>
<author orcid="0000-0002-4338-1806" pid="61/218">Julia Handl</author>
<author orcid="0000-0001-9974-1295" pid="09/132">Manuel L&#243;pez-Ib&#225;&#241;ez 0001</author>
<title>Extending Instance Space Analysis to Algorithm Configuration Spaces.</title>
<year>2024</year>
<booktitle>GECCO Companion</booktitle>
<ee>https://doi.org/10.1145/3638530.3654264</ee>
<ee>https://www.wikidata.org/entity/Q130906216</ee>
<crossref>conf/gecco/2024c</crossref>
<url>db/conf/gecco/gecco2024c.html#RasuloSMH024</url>
<pages>147-150</pages>
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<r><proceedings key="conf/gecco/2024" mdate="2024-08-02">
<editor pid="50/3993-1">Xiaodong Li 0001</editor>
<editor pid="61/218">Julia Handl</editor>
<title>Proceedings of the Genetic and Evolutionary Computation Conference, GECCO 2024, Melbourne, VIC, Australia, July 14-18, 2024</title>
<booktitle>GECCO</booktitle>
<publisher>ACM</publisher>
<year>2024</year>
<isbn>979-8-4007-0494-9</isbn>
<ee>https://doi.org/10.1145/3638529</ee>
<url>db/conf/gecco/gecco2024.html</url>
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<r><proceedings key="conf/gecco/2024c" mdate="2024-08-02">
<editor pid="50/3993-1">Xiaodong Li 0001</editor>
<editor pid="61/218">Julia Handl</editor>
<title>Proceedings of the Genetic and Evolutionary Computation Conference Companion, GECCO 2024, Melbourne, VIC, Australia, July 14-18, 2024</title>
<booktitle>GECCO Companion</booktitle>
<publisher>ACM</publisher>
<year>2024</year>
<isbn>979-8-4007-0495-6</isbn>
<ee>https://doi.org/10.1145/3638530</ee>
<url>db/conf/gecco/gecco2024c.html</url>
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<r><article publtype="informal" key="journals/corr/abs-2404-03992" mdate="2024-05-13">
<author pid="299/2953">Mohammed Ghaith Altarabichi</author>
<author pid="33/4548">Slawomir Nowaczyk</author>
<author pid="72/4007">Sepideh Pashami</author>
<author pid="10/7837">Peyman Sheikholharam Mashhadi</author>
<author pid="61/218">Julia Handl</author>
<title>Rolling the dice for better deep learning performance: A study of randomness techniques in deep neural networks.</title>
<year>2024</year>
<volume>abs/2404.03992</volume>
<journal>CoRR</journal>
<ee type="oa">https://doi.org/10.48550/arXiv.2404.03992</ee>
<url>db/journals/corr/corr2404.html#abs-2404-03992</url>
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<r><article key="journals/nc/GarciaH23" mdate="2025-03-03">
<author orcid="0000-0003-2623-5206" pid="04/8340">Ad&#225;n Jos&#233; Garc&#237;a</author>
<author orcid="0000-0002-4338-1806" pid="61/218">Julia Handl</author>
<title>What's in a distance? Exploring the interplay between distance measures and internal cluster validity in multi-objective clustering.</title>
<pages>259-270</pages>
<year>2023</year>
<month>June</month>
<volume>22</volume>
<journal>Nat. Comput.</journal>
<number>2</number>
<ee>https://doi.org/10.1007/s11047-022-09909-y</ee>
<url>db/journals/nc/nc22.html#GarciaH23</url>
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<r><article key="journals/tec/Garza-FabreHG23" mdate="2023-08-19">
<author orcid="0000-0002-7737-3011" pid="94/7504">Mario Garza-Fabre</author>
<author orcid="0000-0002-4338-1806" pid="61/218">Julia Handl</author>
<author orcid="0000-0003-2623-5206" pid="04/8340">Ad&#225;n Jos&#233; Garc&#237;a</author>
<title>Evolutionary Multiobjective Clustering Over Multiple Conflicting Data Views.</title>
<pages>817-831</pages>
<year>2023</year>
<volume>27</volume>
<journal>IEEE Trans. Evol. Comput.</journal>
<number>4</number>
<ee>https://doi.org/10.1109/TEVC.2022.3220187</ee>
<url>db/journals/tec/tec27.html#Garza-FabreHG23</url>
</article>
</r>
<r><inproceedings key="conf/gecco/PaulH023" mdate="2023-08-05">
<author orcid="0000-0003-1077-1610" pid="293/9338">Ozioma Paul</author>
<author orcid="0000-0002-4338-1806" pid="61/218">Julia Handl</author>
<author orcid="0000-0001-9974-1295" pid="09/132">Manuel L&#243;pez-Ib&#225;&#241;ez 0001</author>
<title>Capacitated School Bus Routing Problem with Time Windows, Heterogeneous Fleets and Travel Assistants.</title>
<pages>2374-2377</pages>
<year>2023</year>
<booktitle>GECCO Companion</booktitle>
<ee>https://doi.org/10.1145/3583133.3596375</ee>
<crossref>conf/gecco/2023c</crossref>
<url>db/conf/gecco/gecco2023c.html#PaulH023</url>
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<r><inproceedings key="conf/ola/JohnnDHK23" mdate="2024-10-06">
<author orcid="0000-0001-7958-2434" pid="303/1089">Syu-Ning Johnn</author>
<author pid="257/4959">Victor-Alexandru Darvariu</author>
<author pid="61/218">Julia Handl</author>
<author pid="31/6834">J&#246;rg Kalcsics</author>
<title>GRAPH Reinforcement Learning for Operator Selection in the ALNS Metaheuristic.</title>
<pages>200-212</pages>
<year>2023</year>
<booktitle>OLA</booktitle>
<ee>https://doi.org/10.1007/978-3-031-34020-8_15</ee>
<crossref>conf/ola/2023</crossref>
<url>db/conf/ola/ola2023.html#JohnnDHK23</url>
</inproceedings>
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<r><article publtype="informal" key="journals/corr/abs-2302-14678" mdate="2023-03-02">
<author pid="303/1089">Syu-Ning Johnn</author>
<author pid="257/4959">Victor-Alexandru Darvariu</author>
<author pid="61/218">Julia Handl</author>
<author pid="31/6834">J&#246;rg Kalcsics</author>
<title>Graph Reinforcement Learning for Operator Selection in the ALNS Metaheuristic.</title>
<year>2023</year>
<volume>abs/2302.14678</volume>
<journal>CoRR</journal>
<ee type="oa">https://doi.org/10.48550/arXiv.2302.14678</ee>
<url>db/journals/corr/corr2302.html#abs-2302-14678</url>
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<r><article key="journals/tec/ShandAHWK22" mdate="2026-03-09">
<author orcid="0000-0002-1299-890X" pid="222/3743">Cameron Shand</author>
<author orcid="0000-0003-1236-3143" pid="13/3359">Richard Allmendinger 0001</author>
<author orcid="0000-0002-4338-1806" pid="61/218">Julia Handl</author>
<author pid="99/8700-2">Andrew M. Webb 0002</author>
<author pid="08/269">John Keane</author>
<title>HAWKS: Evolving Challenging Benchmark Sets for Cluster Analysis.</title>
<pages>1206-1220</pages>
<year>2022</year>
<volume>26</volume>
<journal>IEEE Trans. Evol. Comput.</journal>
<number>6</number>
<ee>https://doi.org/10.1109/TEVC.2021.3137369</ee>
<ee>https://www.wikidata.org/entity/Q119033944</ee>
<url>db/journals/tec/tec26.html#ShandAHWK22</url>
</article>
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<r><inproceedings key="conf/ppsn/GarciaJFHLSD22" mdate="2025-03-03">
<author orcid="0000-0003-2623-5206" pid="04/8340">Ad&#225;n Jos&#233; Garc&#237;a</author>
<author pid="131/5782">Julie Jacques</author>
<author pid="298/1747">Alexandre Filiot</author>
<author orcid="0000-0002-4338-1806" pid="61/218">Julia Handl</author>
<author orcid="0000-0003-1840-1817" pid="148/0064">David Launay</author>
<author orcid="0000-0003-3083-2441" pid="317/4578">Vincent Sobanski</author>
<author pid="d/ClarisseDhaenens">Clarisse Dhaenens</author>
<title>Multi-view Clustering of Heterogeneous Health Data: Application to Systemic Sclerosis.</title>
<pages>352-367</pages>
<year>2022</year>
<booktitle>PPSN (2)</booktitle>
<ee>https://doi.org/10.1007/978-3-031-14721-0_25</ee>
<crossref>conf/ppsn/2022-2</crossref>
<url>db/conf/ppsn/ppsn2022-2.html#GarciaJFHLSD22</url>
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<r><inproceedings key="conf/ssci/ChipotPPH22" mdate="2023-03-21">
<author pid="339/6068">Blandine Chipot</author>
<author pid="339/5901">Gianis Priovolos</author>
<author orcid="0000-0002-2689-2567" pid="324/6826">Pouya Aghaei Pour</author>
<author pid="61/218">Julia Handl</author>
<title>Multiobjective optimisation and decision making for vessel routing - a prototype and case study.</title>
<pages>94-100</pages>
<year>2022</year>
<booktitle>SSCI</booktitle>
<ee>https://doi.org/10.1109/SSCI51031.2022.10022214</ee>
<crossref>conf/ssci/2022</crossref>
<url>db/conf/ssci/ssci2022.html#ChipotPPH22</url>
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<r><data key="data/10/GarzaFabreH22" mdate="2024-06-18">
<author orcid="0000-0002-7737-3011" pid="94/7504">Mario Garza-Fabre</author>
<author orcid="0000-0002-4338-1806" pid="61/218">Julia Handl</author>
<title>Protein Structure and Synthetic Multi-view Clustering Datasets.</title>
<year>2022</year>
<month>November</month>
<ee>https://doi.org/10.21227/sp55-pe68</ee>
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<r><article key="journals/asc/Jose-GarciaHGG21" mdate="2025-03-03">
<author orcid="0000-0003-2623-5206" pid="04/8340">Ad&#225;n Jos&#233; Garc&#237;a</author>
<author orcid="0000-0002-4338-1806" pid="61/218">Julia Handl</author>
<author orcid="0000-0001-6758-6155" pid="17/9840">Wilfrido G&#243;mez-Flores</author>
<author orcid="0000-0002-7737-3011" pid="94/7504">Mario Garza-Fabre</author>
<title>An evolutionary many-objective approach to multiview clustering using feature and relational data.</title>
<pages>107425</pages>
<year>2021</year>
<volume>108</volume>
<journal>Appl. Soft Comput.</journal>
<ee>https://doi.org/10.1016/j.asoc.2021.107425</ee>
<url>db/journals/asc/asc108.html#Jose-GarciaHGG21</url>
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<r><article key="journals/scientometrics/AlbannaHH21" mdate="2025-03-03">
<author orcid="0000-0002-6884-1610" pid="162/2493">Basma H. Albanna</author>
<author orcid="0000-0002-4338-1806" pid="61/218">Julia Handl</author>
<author orcid="0000-0002-4551-2208" pid="27/7313">Richard Heeks 0001</author>
<title>Publication outperformance among global South researchers: An analysis of individual-level and publication-level predictors of positive deviance.</title>
<pages>8375-8431</pages>
<year>2021</year>
<volume>126</volume>
<journal>Scientometrics</journal>
<number>10</number>
<ee type="oa">https://doi.org/10.1007/s11192-021-04128-1</ee>
<ee>https://www.wikidata.org/entity/Q114263204</ee>
<url>db/journals/scientometrics/scientometrics126.html#AlbannaHH21</url>
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<r><inproceedings key="conf/emo/GarciaH21" mdate="2021-04-07">
<author orcid="0000-0003-2623-5206" pid="04/8340">Ad&#225;n Jos&#233; Garc&#237;a</author>
<author orcid="0000-0002-4338-1806" pid="61/218">Julia Handl</author>
<title>On the Interaction Between Distance Functions and Clustering Criteria in Multi-objective Clustering.</title>
<pages>504-515</pages>
<year>2021</year>
<booktitle>EMO</booktitle>
<ee>https://doi.org/10.1007/978-3-030-72062-9_40</ee>
<crossref>conf/emo/2021</crossref>
<url>db/conf/emo/emo2021.html#GarciaH21</url>
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<r><article publtype="informal" key="journals/corr/abs-2102-06940" mdate="2026-03-09">
<author orcid="0000-0002-1299-890X" pid="222/3743">Cameron Shand</author>
<author pid="13/3359">Richard Allmendinger 0001</author>
<author pid="61/218">Julia Handl</author>
<author pid="99/8700-2">Andrew M. Webb 0002</author>
<author pid="08/269">John Keane</author>
<title>HAWKS: Evolving Challenging Benchmark Sets for Cluster Analysis.</title>
<year>2021</year>
<volume>abs/2102.06940</volume>
<journal>CoRR</journal>
<ee type="oa">https://arxiv.org/abs/2102.06940</ee>
<url>db/journals/corr/corr2102.html#abs-2102-06940</url>
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<r><article publtype="informal" key="journals/corr/abs-2107-00531" mdate="2025-03-03">
<author pid="252/2597">Chimdimma Noelyn Onah</author>
<author orcid="0000-0003-1236-3143" pid="13/3359">Richard Allmendinger 0001</author>
<author orcid="0000-0002-4338-1806" pid="61/218">Julia Handl</author>
<author pid="117/0305">Kenneth W. Dunn</author>
<title>Towards a fairer reimbursement system for burn patients using cost-sensitive classification.</title>
<year>2021</year>
<volume>abs/2107.00531</volume>
<journal>CoRR</journal>
<ee type="oa">https://arxiv.org/abs/2107.00531</ee>
<url>db/journals/corr/corr2107.html#abs-2107-00531</url>
</article>
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<r><inproceedings key="conf/acl-lchange/MahantyBHB19" mdate="2022-05-31">
<author pid="252/2099">Sampriti Mahanty</author>
<author pid="238/6342">Frank Boons</author>
<author pid="61/218">Julia Handl</author>
<author pid="92/11424">Riza Theresa Batista-Navarro</author>
<title>Understanding the Evolution of Circular Economy through Language Change.</title>
<pages>250-253</pages>
<year>2019</year>
<booktitle>LChange@ACL</booktitle>
<ee type="oa">https://doi.org/10.18653/v1/W19-4731</ee>
<crossref>conf/acl-lchange/2019</crossref>
<url>db/conf/acl-lchange/acl-lchange2019.html#MahantyBHB19</url>
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<r><inproceedings key="conf/gecco/GarciaHGG19" mdate="2025-03-03">
<author orcid="0000-0003-2623-5206" pid="04/8340">Ad&#225;n Jos&#233; Garc&#237;a</author>
<author orcid="0000-0002-4338-1806" pid="61/218">Julia Handl</author>
<author orcid="0000-0001-6758-6155" pid="17/9840">Wilfrido G&#243;mez-Flores</author>
<author orcid="0000-0002-7737-3011" pid="94/7504">Mario Garza-Fabre</author>
<title>Many-view clustering: an illustration using multiple dissimilarity measures.</title>
<pages>213-214</pages>
<year>2019</year>
<booktitle>GECCO (Companion)</booktitle>
<ee>https://doi.org/10.1145/3319619.3323365</ee>
<crossref>conf/gecco/2019c</crossref>
<url>db/conf/gecco/gecco2019c.html#GarciaHGG19</url>
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<r><inproceedings key="conf/gecco/ShandAHWK19" mdate="2026-03-09">
<author orcid="0000-0002-1299-890X" pid="222/3743">Cameron Shand</author>
<author orcid="0000-0003-1236-3143" pid="13/3359">Richard Allmendinger 0001</author>
<author orcid="0000-0002-4338-1806" pid="61/218">Julia Handl</author>
<author pid="99/8700-2">Andrew M. Webb 0002</author>
<author pid="08/269">John Keane</author>
<title>Evolving controllably difficult datasets for clustering.</title>
<pages>463-471</pages>
<year>2019</year>
<booktitle>GECCO</booktitle>
<ee>https://doi.org/10.1145/3321707.3321761</ee>
<ee>https://www.wikidata.org/entity/Q104772105</ee>
<crossref>conf/gecco/2019</crossref>
<url>db/conf/gecco/gecco2019.html#ShandAHWK19</url>
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<r><inproceedings key="conf/ideal/OnahAHYD19" mdate="2025-03-03">
<author orcid="0000-0002-3657-0238" pid="252/2597">Chimdimma Noelyn Onah</author>
<author orcid="0000-0003-1236-3143" pid="13/3359">Richard Allmendinger 0001</author>
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<author orcid="0000-0002-4338-1806" pid="61/218">Julia Handl</author>
<author orcid="0000-0001-5838-7963" pid="88/6231">Douglas B. Kell</author>
<author orcid="0000-0001-8112-6112" pid="11/3172">Joshua D. Knowles</author>
<title>Multiobjective Optimization in Bioinformatics and Computational Biology.</title>
<pages>279-292</pages>
<year>2007</year>
<volume>4</volume>
<journal>IEEE ACM Trans. Comput. Biol. Bioinform.</journal>
<number>2</number>
<ee>https://doi.org/10.1109/TCBB.2007.070203</ee>
<ee>https://doi.ieeecomputersociety.org/10.1109/TCBB.2007.070203</ee>
<ee>https://dl.acm.org/doi/10.1109/TCBB.2007.070203</ee>
<ee>https://www.wikidata.org/entity/Q34624817</ee>
<url>db/journals/tcbb/tcbb4.html#HandlKK07</url>
</article>
</r>
<r><article key="journals/tec/HandlK07" mdate="2025-03-03">
<author orcid="0000-0002-4338-1806" pid="61/218">Julia Handl</author>
<author orcid="0000-0001-8112-6112" pid="11/3172">Joshua D. Knowles</author>
<title>An Evolutionary Approach to Multiobjective Clustering.</title>
<pages>56-76</pages>
<year>2007</year>
<volume>11</volume>
<journal>IEEE Trans. Evol. Comput.</journal>
<number>1</number>
<ee>https://doi.org/10.1109/TEVC.2006.877146</ee>
<url>db/journals/tec/tec11.html#HandlK07</url>
</article>
</r>
<r><phdthesis key="phd/uk/Handl2006" mdate="2021-07-17">
<author pid="61/218">Julia Handl</author>
<title>Multiobjective approaches to the data driven analysis of biological systems.</title>
<year>2006</year>
<school>Manchester, Univ.</school>
<pages>1-228</pages>
<isbn>978-3-8322-5490-2</isbn>
<ee>https://d-nb.info/981508081</ee>
</phdthesis>
</r>
<r><article key="journals/alife/HandlKD06" mdate="2025-03-03">
<author orcid="0000-0002-4338-1806" pid="61/218">Julia Handl</author>
<author orcid="0000-0001-8112-6112" pid="11/3172">Joshua D. Knowles</author>
<author orcid="0000-0002-3971-0507" pid="d/MarcoDorigo">Marco Dorigo</author>
<title>Ant-Based Clustering and Topographic Mapping.</title>
<pages>35-62</pages>
<year>2006</year>
<volume>12</volume>
<journal>Artif. Life</journal>
<number>1</number>
<ee>https://doi.org/10.1162/106454606775186400</ee>
<ee>https://www.wikidata.org/entity/Q51956505</ee>
<url>db/journals/alife/alife12.html#HandlKD06</url>
</article>
</r>
<r><inproceedings key="conf/gecco/HandlK06" mdate="2025-03-03">
<author orcid="0000-0002-4338-1806" pid="61/218">Julia Handl</author>
<author pid="11/3172">Joshua D. Knowles</author>
<title>On semi-supervised clustering via multiobjective optimization.</title>
<pages>1465-1472</pages>
<year>2006</year>
<crossref>conf/gecco/2006</crossref>
<booktitle>GECCO</booktitle>
<ee>https://doi.org/10.1145/1143997.1144238</ee>
<url>db/conf/gecco/gecco2006.html#HandlK06</url>
</inproceedings>
</r>
<r><inproceedings key="conf/ijcnn/HandlK06" mdate="2025-03-03">
<author orcid="0000-0002-4338-1806" pid="61/218">Julia Handl</author>
<author pid="11/3172">Joshua D. Knowles</author>
<title>Semi-supervised feature selection via multiobjective optimization.</title>
<pages>3319-3326</pages>
<year>2006</year>
<booktitle>IJCNN</booktitle>
<ee>https://doi.org/10.1109/IJCNN.2006.247330</ee>
<crossref>conf/ijcnn/2006</crossref>
<url>db/conf/ijcnn/ijcnn2006.html#HandlK06</url>
</inproceedings>
</r>
<r><inproceedings key="conf/ppsn/HandlK06" mdate="2025-08-05">
<author pid="61/218">Julia Handl</author>
<author orcid="0000-0001-8112-6112" pid="11/3172">Joshua D. Knowles</author>
<title>An Investigation of Representations and Operators for Evolutionary Data Clustering with a Variable Number of Clusters.</title>
<pages>839-849</pages>
<year>2006</year>
<crossref>conf/ppsn/2006</crossref>
<booktitle>PPSN</booktitle>
<ee>https://doi.org/10.1007/11844297_85</ee>
<url>db/conf/ppsn/ppsn2006.html#HandlK06</url>
</inproceedings>
</r>
<r><incollection key="series/sci/HandlK06" mdate="2017-05-16">
<author pid="61/218">Julia Handl</author>
<author pid="11/3172">Joshua D. Knowles</author>
<title>Multi-Objective Clustering and Cluster Validation.</title>
<pages>21-47</pages>
<year>2006</year>
<booktitle>Multi-Objective Machine Learning</booktitle>
<ee>https://doi.org/10.1007/3-540-33019-4_2</ee>
<crossref>series/sci/2006-16</crossref>
<url>db/series/sci/sci16.html#HandlK06</url>
</incollection>
</r>
<r><article key="journals/bioinformatics/HandlKK05" mdate="2025-03-03">
<author orcid="0000-0002-4338-1806" pid="61/218">Julia Handl</author>
<author orcid="0000-0001-8112-6112" pid="11/3172">Joshua D. Knowles</author>
<author orcid="0000-0001-5838-7963" pid="88/6231">Douglas B. Kell</author>
<title>Computational cluster validation in post-genomic data analysis.</title>
<pages>3201-3212</pages>
<year>2005</year>
<volume>21</volume>
<journal>Bioinform.</journal>
<number>15</number>
<ee>https://doi.org/10.1093/bioinformatics/bti517</ee>
<ee>https://www.wikidata.org/entity/Q30990574</ee>
<url>db/journals/bioinformatics/bioinformatics21.html#HandlKK05</url>
</article>
</r>
<r><inproceedings key="conf/cec/HandlK05" mdate="2017-05-21">
<author pid="61/218">Julia Handl</author>
<author pid="11/3172">Joshua D. Knowles</author>
<title>Multiobjective clustering around medoids.</title>
<pages>632-639</pages>
<year>2005</year>
<crossref>conf/cec/2005</crossref>
<booktitle>Congress on Evolutionary Computation</booktitle>
<ee>https://doi.org/10.1109/CEC.2005.1554742</ee>
<url>db/conf/cec/cec2005.html#HandlK05</url>
</inproceedings>
</r>
<r><inproceedings key="conf/cec/HandlK05a" mdate="2017-05-21">
<author pid="61/218">Julia Handl</author>
<author pid="11/3172">Joshua D. Knowles</author>
<title>Improvements to the scalability of multiobjective clustering.</title>
<pages>2372-2379</pages>
<year>2005</year>
<crossref>conf/cec/2005</crossref>
<booktitle>Congress on Evolutionary Computation</booktitle>
<ee>https://doi.org/10.1109/CEC.2005.1554990</ee>
<url>db/conf/cec/cec2005.html#HandlK05a</url>
</inproceedings>
</r>
<r><inproceedings key="conf/emo/HandlK05" mdate="2017-05-23">
<author pid="61/218">Julia Handl</author>
<author pid="11/3172">Joshua D. Knowles</author>
<title>Exploiting the Trade-off - The Benefits of Multiple Objectives in Data Clustering.</title>
<pages>547-560</pages>
<ee>https://doi.org/10.1007/978-3-540-31880-4_38</ee>
<year>2005</year>
<crossref>conf/emo/2005</crossref>
<booktitle>EMO</booktitle>
<url>db/conf/emo/emo2005.html#HandlK05</url>
</inproceedings>
</r>
<r><inproceedings key="conf/ppsn/HandlK04" mdate="2017-05-17">
<author pid="61/218">Julia Handl</author>
<author pid="11/3172">Joshua D. Knowles</author>
<title>Evolutionary Multiobjective Clustering.</title>
<pages>1081-1091</pages>
<ee>https://doi.org/10.1007/978-3-540-30217-9_109</ee>
<year>2004</year>
<crossref>conf/ppsn/2004</crossref>
<booktitle>PPSN</booktitle>
<url>db/conf/ppsn/ppsn2004.html#HandlK04</url>
</inproceedings>
</r>
<r><inproceedings key="conf/atal/HandlKD03" mdate="2017-05-23">
<author pid="61/218">Julia Handl</author>
<author pid="11/3172">Joshua D. Knowles</author>
<author pid="d/MarcoDorigo">Marco Dorigo</author>
<title>Strategies for the Increased Robustness of Ant-Based Clustering.</title>
<pages>90-104</pages>
<ee>https://doi.org/10.1007/978-3-540-24701-2_7</ee>
<year>2003</year>
<crossref>conf/atal/2003esoa</crossref>
<booktitle>Engineering Self-Organising Systems</booktitle>
<url>db/conf/atal/esoa2003.html#HandlKD03</url>
</inproceedings>
</r>
<r><inproceedings key="conf/his/HandlKD03" mdate="2004-05-07">
<author pid="61/218">Julia Handl</author>
<author pid="11/3172">Joshua D. Knowles</author>
<author pid="d/MarcoDorigo">Marco Dorigo</author>
<title>On the Performance of Ant-based Clustering.</title>
<pages>204-213</pages>
<year>2003</year>
<crossref>conf/his/2003</crossref>
<booktitle>HIS</booktitle>
<url>db/conf/his/his2003.html#HandlKD03</url>
</inproceedings>
</r>
<r><inproceedings key="conf/ppsn/HandlM02" mdate="2018-09-04">
<author pid="61/218">Julia Handl</author>
<author pid="58/1769-1">Bernd Meyer 0001</author>
<title>Improved Ant-Based Clustering and Sorting.</title>
<pages>913-923</pages>
<year>2002</year>
<crossref>conf/ppsn/2002</crossref>
<booktitle>PPSN</booktitle>
<ee>https://doi.org/10.1007/3-540-45712-7_88</ee>
<url>db/conf/ppsn/ppsn2002.html#HandlM02</url>
</inproceedings>
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