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GraphBNC lähdekoodi (emoaineisto)

dc.contributor.authorPihlajamäki, Antti
dc.contributor.authorMatus Cortés, Maria
dc.contributor.authorMalola, Sami
dc.contributor.authorHäkkinen, Hannu
dc.date.accessioned2024-07-05T18:09:14Z
dc.date.available2024-07-05T18:09:14Z
dc.date.issued2024
dc.identifier.citationPihlajamäki, Antti; Malola, Sami; Matus Cortés, Maria; Häkkinen, Hannu. <i>GraphBNC source code (parent repository)</i>. V. 19.6.2024. University of Jyväskylä. <a href="https://gitlab.jyu.fi/graphbnc-project-group/graphbnc" target="_blank">https://gitlab.jyu.fi/graphbnc-project-group/graphbnc</a>. 10.17011/jyx/dataset/96311
dc.identifier.otherjyu-resd.220707427
dc.identifier.urihttps://jyx.jyu.fi/handle/123456789/96311
dc.description.abstractGraphBNC is a framework that combines graph theory based methods, machine learning and other computational tools for placing protected gold nanoclusters on blood proteins. Machine learning part, artificial neural networks (ANNs) in this case, estimates interactions between the ligand molecules of the nanocluster and amino acid residues, which are used to find favorable site for the nanocluster on the protein. This dataset contains basic source codes needed to run the method. The first part contains methods to encode the nanoclusters and the proteins. The second part has the codes to train and to test ANNs, but pretrained weights are also provided. The rest focuses on the placement of the cluster utilizing Monte Carlo -based simulated annealing. This is the metadata for the parent repository of the codes. Updates and possible corrections are documented in the GitLab project, where the material saved and shared. The GitLab project can be found and downloaded from the following address: <a href="https://gitlab.jyu.fi/graphbnc-project-group/graphbnc" style="color: #da3c25">https://gitlab.jyu.fi/graphbnc-project-group/graphbnc</a>en
dc.language.isoeng
dc.publisherUniversity of Jyväskyläen
dc.relation.haspartPihlajamäki, Antti; Malola, Sami; Matus Cortés, Maria; Häkkinen, Hannu. <i>GraphBNC source code</i>. V. 19.6.2024. University of Jyväskylä. <a href="https://doi.org/10.17011/jyx/dataset/96312">https://doi.org/10.17011/jyx/dataset/96312</a>
dc.relation.urihttps://gitlab.jyu.fi/graphbnc-project-group/graphbnc
dc.rightsGNU Affero General Public License 3
dc.titleGraphBNC source code (parent repository)en
dc.titleGraphBNC lähdekoodi (emoaineisto)fi
dc.typedataset
dc.identifier.urnURN:NBN:fi:jyu-202407055138
dc.contributor.tiedekuntaMatemaattis-luonnontieteellinen tiedekunta
dc.contributor.tiedekuntaFaculty of Mathematics and Science
dc.contributor.laitosDepartment of Physics
dc.contributor.laitosFysiikan laitos
dc.contributor.yliopistoJyväskylän yliopisto
dc.contributor.yliopistoUniversity of Jyväskylä
dc.type.urihttp://purl.org/coar/resource_type/c_ddb1
dc.identifier.doi10.17011/jyx/dataset/96311
dc.type.coarhttp://purl.org/coar/resource_type/c_ddb1
dc.rights.copyrightPihlajamäki, Antti and University of Jyväskylä
dc.rights.accesslevelopenAccess
dc.relation.grantnumber351582
dc.subject.ysomolecular dynamicsen
dc.subject.ysonanomaterialsen
dc.subject.ysonanostructuresen
dc.subject.ysonanosciencesen
dc.subject.ysomachine learningen
dc.subject.ysographs (network theory)en
dc.subject.ysonanoparticlesen
dc.subject.ysomolekyylidynamiikkafi
dc.subject.ysonanorakenteetfi
dc.subject.ysonanotieteetfi
dc.subject.ysokoneoppiminenfi
dc.subject.ysograafit (verkkoteoria)fi
dc.subject.ysonanohiukkasetfi
dc.subject.ysonanomateriaalitfi
jyx.subject.urihttp://www.yso.fi/onto/yso/p23451
jyx.subject.urihttp://www.yso.fi/onto/yso/p29332
jyx.subject.urihttp://www.yso.fi/onto/yso/p6228
jyx.subject.urihttp://www.yso.fi/onto/yso/p22976
jyx.subject.urihttp://www.yso.fi/onto/yso/p25315
jyx.subject.urihttp://www.yso.fi/onto/yso/p21846
jyx.subject.urihttp://www.yso.fi/onto/yso/p26018
dc.rights.urlhttps://www.gnu.org/licenses/agpl.html
dc.relation.funderSuomen Akatemia
dc.relation.funderResearch Council of Finland
jyx.fundingprogramMuut, SA
jyx.fundingprogramOthers, AoF


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