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/api/subtype/10000312 Konferenciaközlemény SubType 228 true 10000312 true 1 /api/category/1 Category true 1 Szilágyi, L Automatic Brain Tumor Segmentation in multispectral MRI volumes using a fuzzy c-means cascade algorithm 285 291 285 7 2015 2015 true true true true true false PAY 2026-06-09 false true 10014669 Szmolyán Mária /api/admin/10014669 Admin true 10014669 63 0 62 43 17 58 57 34 50 54 54 35 35 44 19 0 63 44 62 43 0 5 5 false false false false 2016-02-02T11:53:42.000+0000 2015-10-18T20:18:50.000+0000 Irányítástechnika és Informatika Tanszék (BME / VIK) 3 18 1 3 0 true 3000 true 10002 English /api/language/10002 Angol Language true 2 false true 10367 true 10017 /api/country/10017 Country true 13 /api/city/10367 City true 870 true 1025898 /api/publicationidentifier/1025898 https://www.worldcat.org/search?q=isbn%3A9781467376815 9781467376815 PublicationIdentifier true 122 ISBN https://www.worldcat.org/search?q=isbn%3A@@@ /api/publicationsource/122 ISBN PlainSource true true 10002 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10013789 /api/author/10013789 Szilágyi László true 10013789 true Szilágyi L true false false AuthorshipType 1 /api/authorshiptype/1 0 true 0 true false 22249382 true PersonAuthorship 6722660 /api/authorship/6722660 2 0.3 false false Author 10062990 /api/author/10062990 Lefkovits László true 10062990 true Lefkovits L true false false AuthorshipType 1 /api/authorshiptype/1 0 true 0 true false 22249381 true PersonAuthorship 6722661 /api/authorship/6722661 3 0.2 false true Author 10003351 /api/author/10003351 Benyó Balázs István true 10003351 true Benyó B true false false AuthorshipType 1 /api/authorshiptype/1 0 true 0 true false 22249380 true PublicationIdentifier 1025901 /api/publicationidentifier/1025901 PlainSource 6 /api/publicationsource/6 PublicationSourceType 10001 /api/publicationsourcetype/10001 true true true DOI DOI https://doi.org/@@@ true true 6 true PAY false IDENTICAL 10.1109/FSKD.2015.7381955 https://doi.org/10.1109/FSKD.2015.7381955 false 1301293 true PublicationIdentifier 1025899 /api/publicationidentifier/1025899 PlainSource 1 /api/publicationsource/1 PublicationSourceType 10003 /api/publicationsourcetype/10003 false true true WoS WoS https://www.webofscience.com/wos/woscc/full-record/@@@ true true 1 true false NO 000380521700053 https://www.webofscience.com/wos/woscc/full-record/000380521700053 false 1464265 true PublicationIdentifier 1025900 /api/publicationidentifier/1025900 PlainSource 3 /api/publicationsource/3 PublicationSourceType 10003 /api/publicationsourcetype/10003 false true true Scopus Scopus http://www.scopus.com/record/display.url?origin=inward&eid=2-s2.0-@@@ true true 3 true false IDENTICAL 84966539710 http://www.scopus.com/record/display.url?origin=inward&eid=2-s2.0-84966539710 false 1476917 true Keyword 5867 /api/keyword/5867 true 5867 true Keyword 9594 /api/keyword/9594 true 9594 true Keyword 1011155 /api/keyword/1011155 true 1011155 true Keyword 1055682 /api/keyword/1055682 true 1055682 true Keyword 1084223 /api/keyword/1084223 true 1084223 true Keyword 1235194 /api/keyword/1235194 true 1235194 true Keyword 1415265 /api/keyword/1415265 true 1415265 true Keyword 1415266 /api/keyword/1415266 true 1415266 true Keyword 1415267 /api/keyword/1415267 true 1415267 true Keyword 1415268 /api/keyword/1415268 true 1415268 true /api/publication/2957978 <div class="BookChapter Publication long-list"> <div class="authors"> <img title="Forrásközlemény" style="float: left" src="/frontend/resources/grid/publication-core-icon.png"> <img title="Idézőközlemény" style="float: left" src="/frontend/resources/grid/publication-citation-icon.png"> <div class="autype autype0"> <span class="author-name" mtid="10013789"><a href="/gui2/?type=authors&mode=browse&sel=10013789" target="_blank">Szilágyi L (<span class="authorship-author-name">Szilágyi László</span> <span class="authorAux-mtmt"> Villamosmérnöki tudományok</span>) </a> </span> <span class="author-affil"><span title="Budapesti Műszaki és Gazdaságtudományi Egyetem">BME</span>/<span title="Villamosmérnöki és Informatikai Kar">VIK</span>/Irányítástechnika és Informatika Tanszék</span> ;&nbsp;&nbsp;&nbsp; <span class="author-name" mtid="10062990"><a href="/gui2/?type=authors&mode=browse&sel=10062990" target="_blank">Lefkovits L (<span class="authorship-author-name">Lefkovits László</span> <span class="authorAux-mtmt"> Műszaki Tudományok</span>) </a> </span> ;&nbsp;&nbsp;&nbsp; <span class="author-name" mtid="10003351"><a href="/gui2/?type=authors&mode=browse&sel=10003351" target="_blank">Benyó B (<span class="authorship-author-name">Benyó Balázs István</span> <span class="authorAux-mtmt"> Informatika, irányítástechnika</span>) </a> </span> <span class="author-affil"><span title="Budapesti Műszaki és Gazdaságtudományi Egyetem">BME</span>/<span title="Villamosmérnöki és Informatikai Kar">VIK</span>/Irányítástechnika és Informatika Tanszék</span> </div> </div> <div class="title"><a href="/gui2/?mode=browse&params=publication;2957978" target="_blank">Automatic Brain Tumor Segmentation in multispectral MRI volumes using a fuzzy c-means cascade algorithm</a></div> <div class="InBook"><div class="chapter-in">In:</div> <div class="authors"> <div class="autype autype-1"> <span class="author-name" >Zhuo Tang </span> ;&nbsp;&nbsp;&nbsp; <span class="author-name" >Jiayi Du </span> ;&nbsp;&nbsp;&nbsp; <span class="author-name" >Shu Yin </span> ;&nbsp;&nbsp;&nbsp; <span class="author-name" >Ligang He </span> ;&nbsp;&nbsp;&nbsp; <span class="author-name" >Renfa Li </span> (szerk.) </div> </div> <div class="booktitle"><a href="/gui2/?mode=browse&params=publication;2957977" target="_blank">12th International Conference on Fuzzy Systems and Knowledge Discovery </a></div> <div class="conference"> Konferencia helye, ideje: <span class="location">Zhangjiajie, Kína <span class="conference-date">2015.08.15. - 2015.08.17.</span> </div> <span class="publishedAt">New York: <span class="publishers">Institute of Electrical and Electronics Engineers (IEEE)</span>, <span class="page"> pp 285-291 </span> <span class="year">(2015)</span> </div> <div class="pub-footer"> <span class="language" xmlns="http://www.w3.org/1999/html">Nyelv: Angol | </span> <span class="identifiers"> <span class="id identifier oa_PAY" title=" Fizetős "> <a style="color:blue" title="10.1109/FSKD.2015.7381955" target="_blank" href="https://doi.org/10.1109/FSKD.2015.7381955"> DOI </a> </span> <span class="id identifier oa_none" title="none"> <a style="color:black" title="000380521700053" target="_blank" href="https://www.webofscience.com/wos/woscc/full-record/000380521700053"> WoS </a> </span> <span class="id identifier oa_none" title="none"> <a style="color:blue" title="84966539710" target="_blank" href="http://www.scopus.com/record/display.url?origin=inward&eid=2-s2.0-84966539710"> Scopus </a> </span> </span> <span class="bookchapter-ids">Befoglaló link(ek):</span> <span class="identifiers"> <span class="id identifier oa_none" title="none"> <span class="isbnOrIssn"> ISBN: </span> <a style="color:black" title="9781467376815" target="_blank" href="https://www.worldcat.org/search?q=isbn%3A9781467376815"> 9781467376815 </a> </span> <span class="id identifier oa_none" title="none"> <span class="isbnOrIssn"> ISBN: </span> <a style="color:black" title="9781467376822" target="_blank" href="https://www.worldcat.org/search?q=isbn%3A9781467376822"> 9781467376822 </a> </span> </span> <div class="publication-citation" style="margin-left: 0.5cm;"> <span title="Nyilvános idézőközlemények összesen, említések nélkül" class="citingPub-count">Nyilvános idéző összesen: 63</span> | Független: 44 | Függő: 19 | Nem jelölt: 0 | WoS jelölt: 34 | Scopus jelölt:&nbsp;50 | WoS/Scopus jelölt:&nbsp;54 | DOI jelölt:&nbsp;57 </div> <div class="publication-citation"> <a target="_blank" href="/api/publication?cond=citations.related;eq;2957978&sort=publishedYear,desc&sort=title"> Idézett közlemények száma: 5 </a> </div> <div class="mtid"><span class="long-pub-mtid">Közlemény: 2957978</span> | <span class="status-data status-VALIDATED"> Egyeztetett </span> <span class="long-book-mtid">Befoglaló: 2957977</span> <span class="oldId">Régi azonosító: 2957978</span> | <span class="oldId">Befoglaló: 2957977</span> Forrás Idéző | <span class="type-subtype">Könyvrészlet ( Konferenciaközlemény ) </span> | <span class="pub-category">Tudományos</span> | <span class="publication-sourceOfData">kézi felvitel</span> </div> <div class="lastModified">Utolsó módosítás: 2020.12.22. 18:04 Szuper Admin (admin) </div> <pre class="comment" style="margin-top: 0; margin-bottom: 0;"><u>Megjegyzés</u>: Budapest University of Technology and Economics, Budapest, Hungary Sapientia University of Transylvania, Tîrgu MureŚ, Romania Conference code: 119123 Cited By :22 Export Date: 10 June 2021</pre> </div> </div> JournalArticle 2698866 VALIDATED true Sapientia University of Transylvania, Faculty of Technical and Human Sciences, 540485 Tîrgu Mureş, Şoseaua Sighişoarei 1/C, Romania Budapest University of Technology and Economics, Department of Control Engineering and Information Technology, H-1117 Budapest, Magyar tudósok krt. 2, Hungary Petru Maior University, Department of Informatics, 540088 Tîrgu Mureş, Str. Nicolae Iorga Nr. 1, Romania Export Date: 13 March 2025; Cited By: 31; Correspondence Address: S.M. Szilágyi; Petru Maior University, Department of Informatics, 540088 Tîrgu Mureş, Str. Nicolae Iorga Nr. 1, Romania; email: szsandor72@yahoo.com; CODEN: NRCGE 0 2018-10-02T08:54:25.000+0000 false 2698866 2026-05-16T11:17:37.096+0000 2018-10-11T07:24:09.466+0000 2014-05-14T14:17:00.000+0000 true 10013789 Szilágyi László /api/author/10013789 Author true 10013789 2026-01-13T11:54:08.032+0000 2026-01-13T11:54:08.032+0000 2016-03-02T09:47:29.000+0000 true 10039288 Szmolyán Mária /api/admin/10039288 Admin true 10039288 2016-03-02T09:47:29.000+0000 true 10039288 Szmolyán Mária /api/admin/10039288 Admin true 10039288 true false true 24 24 /api/publicationtype/24 PublicationType 1 true 24 JournalArticle true 10000059 Article true 24 24 /api/publicationtype/24 PublicationType 1 true 24 JournalArticle /api/subtype/10000059 Szakcikk SubType 101 true 10000059 true 1 /api/category/1 Category true 1 Szilágyi, L Generalization rules for the suppressed fuzzy c-means clustering algorithm true true /api/journal/3347 REVIEWED true false 3347 false 3347 true 0925-2312 1872-8286 Journal FOREIGN 139 298 309 298 12 2014 Intending to achieve an algorithm characterized by the quick convergence of hard c-means (HCM) and finer partitions of fuzzy c-means (FCM), suppressed fuzzy c-means (s-FCM) clustering was designed to augment the gap between high and low values of the fuzzy membership functions. Suppression is produced via modifying the FCM iteration by creating a competition among clusters: for each input vector, lower degrees of membership are proportionally reduced, being multiplied by a previously set constant suppression rate, while the largest fuzzy membership grows to maintain the probabilistic constraint. Even though so far it was not treated as an optimal algorithm, it was employed in a series of applications, and reported to be accurate and efficient in various clustering problems. In this paper we introduce some generalized formulations of the suppression rule, leading to an infinite number of new clustering algorithms. Further on, we identify the close relation between s-FCM clustering models and the so-called FCM algorithm with generalized improved partition (GIFP-FCM). Finally we reveal the constraints under which the generalized s-FCM clustering models minimize the objective function of GIFP-FCM, allowing us to call our suppressed clustering models optimal. Based on a large amount of numerical tests performed in multidimensional environment, several generalized forms of suppression proved to give more accurate partitions than earlier solutions, needing significantly less iterations than the conventional FCM. 2014 805309 true true true false true false PAY 2026-05-16 false true 10039288 Szmolyán Mária /api/admin/10039288 Admin true 10039288 35 0 35 25 10 33 31 28 29 32 32 22 22 25 10 0 35 25 35 25 0 3 3 Q1 false false false false 2016-03-02T09:47:29.000+0000 2014-06-23T17:04:30.000+0000 Irányítástechnika és Informatika Tanszék (BME / VIK) 2 14 1 2 0 true Language 10002 /api/language/10002 Angol English true 2 true PersonAuthorship 5366306 /api/authorship/5366306 1 0.9 true false Author 10013789 /api/author/10013789 Szilágyi László true 10013789 true Szilágyi L true false false AuthorshipType 1 /api/authorshiptype/1 0 true 0 true false 20065603 true PersonAuthorship 5366307 /api/authorship/5366307 2 0.1 false true Author 10041892 /api/author/10041892 Szilágyi Sándor Miklós true 10041892 true Szilágyi SM true false false AuthorshipType 1 /api/authorshiptype/1 0 true 0 true false 20065602 true PublicationIdentifier 869745 /api/publicationidentifier/869745 PlainSource 6 /api/publicationsource/6 PublicationSourceType 10001 /api/publicationsourcetype/10001 true true true DOI DOI https://doi.org/@@@ true true 6 true PAY true IDENTICAL 10.1016/j.neucom.2014.02.027 https://doi.org/10.1016/j.neucom.2014.02.027 false 895616 true PublicationIdentifier 869746 /api/publicationidentifier/869746 PlainSource 27 /api/publicationsource/27 PublicationSourceType 10004 /api/publicationsourcetype/10004 false true true ScienceDirect ScienceDirect http://www.sciencedirect.com/science/article/pii/@@@ true true 27 true false NO S0925231214004263 http://www.sciencedirect.com/science/article/pii/S0925231214004263 false 895617 true PublicationIdentifier 869743 /api/publicationidentifier/869743 PlainSource 1 /api/publicationsource/1 PublicationSourceType 10003 /api/publicationsourcetype/10003 false true true WoS WoS https://www.webofscience.com/wos/woscc/full-record/@@@ true true 1 true false IDENTICAL 000337661800028 https://www.webofscience.com/wos/woscc/full-record/000337661800028 false 944910 true PublicationIdentifier 869744 /api/publicationidentifier/869744 PlainSource 3 /api/publicationsource/3 PublicationSourceType 10003 /api/publicationsourcetype/10003 false true true Scopus Scopus http://www.scopus.com/record/display.url?origin=inward&eid=2-s2.0-@@@ true true 3 true false IDENTICAL 84901014957 http://www.scopus.com/record/display.url?origin=inward&eid=2-s2.0-84901014957 false 1261100 true Classification 10034 /api/classification/10034 true true SjrRating 11069283 /api/sjrrating/11069283 117 0.24 journal RatingType 10002 /api/ratingtype/10002 sjr true true ClassificationExternal 1706 /api/classificationexternal/1706 true 1706 true Q1 DIRECT true true /api/publication/2698866 <div class="JournalArticle Publication long-list"> <div class="authors"> <img title="Forrásközlemény" style="float: left" src="/frontend/resources/grid/publication-core-icon.png"> <img title="Idézőközlemény" style="float: left" src="/frontend/resources/grid/publication-citation-icon.png"> <div class="autype autype0"> <span class="author-name" mtid="10013789"><a href="/gui2/?type=authors&mode=browse&sel=10013789" target="_blank">Szilágyi L (<span class="authorship-author-name">Szilágyi László</span> <span class="authorAux-mtmt"> Villamosmérnöki tudományok</span>) </a> </span> <span class="author-affil"><span title="Budapesti Műszaki és Gazdaságtudományi Egyetem">BME</span>/<span title="Villamosmérnöki és Informatikai Kar">VIK</span>/Irányítástechnika és Informatika Tanszék</span> ;&nbsp;&nbsp;&nbsp; <span class="author-name" mtid="10041892"><a href="/gui2/?type=authors&mode=browse&sel=10041892" target="_blank">Szilágyi SM (<span class="authorship-author-name">Szilágyi Sándor Miklós</span> <span class="authorAux-mtmt"> Jelfeldolgozás</span>) </a> </span> </div> </div> <div class="title"><a href="/gui2/?mode=browse&params=publication;2698866" target="_blank">Generalization rules for the suppressed fuzzy c-means clustering algorithm</a></div> <div> <span class="journal-title">NEUROCOMPUTING</span> <span class="journal-issn">(<a target="_blank" href="https://portal.issn.org/resource/ISSN/0925-2312">0925-2312</a> <a target="_blank" href="https://portal.issn.org/resource/ISSN/1872-8286">1872-8286</a>)</span>: <span class="journal-volume">139</span> <span class="page"> pp 298-309 </span> <span class="year">(2014)</span> </div> <div class="pub-footer"> <span class="language" xmlns="http://www.w3.org/1999/html">Nyelv: Angol | </span> <span class="identifiers"> <span class="id identifier oa_PAY" title=" Fizetős "> <a style="color:blue" title="10.1016/j.neucom.2014.02.027" target="_blank" href="https://doi.org/10.1016/j.neucom.2014.02.027"> DOI </a> </span> <span class="id identifier oa_none" title="none"> <a style="color:black" title="S0925231214004263" target="_blank" href="http://www.sciencedirect.com/science/article/pii/S0925231214004263"> ScienceDirect </a> </span> <span class="id identifier oa_none" title="none"> <a style="color:blue" title="000337661800028" target="_blank" href="https://www.webofscience.com/wos/woscc/full-record/000337661800028"> WoS </a> </span> <span class="id identifier oa_none" title="none"> <a style="color:blue" title="84901014957" target="_blank" href="http://www.scopus.com/record/display.url?origin=inward&eid=2-s2.0-84901014957"> Scopus </a> </span> </span> <OnlyViewableByAuthor><div class="ratings"> <div class="journal-subject">Folyóirat szakterülete: Scopus - Computer Science Applications&nbsp;&nbsp;&nbsp;SJR indikátor:&nbsp;Q1</div> <div class="journal-subject">Folyóirat szakterülete: Scopus - Artificial Intelligence&nbsp;&nbsp;&nbsp;SJR indikátor:&nbsp;Q2</div> <div class="journal-subject">Folyóirat szakterülete: Scopus - Cognitive Neuroscience&nbsp;&nbsp;&nbsp;SJR indikátor:&nbsp;Q3</div> </div></OnlyViewableByAuthor> <div class="publication-citation" style="margin-left: 0.5cm;"> <span title="Nyilvános idézőközlemények összesen, említések nélkül" class="citingPub-count">Nyilvános idéző összesen: 35</span> | Független: 25 | Függő: 10 | Nem jelölt: 0 | WoS jelölt: 28 | Scopus jelölt:&nbsp;29 | WoS/Scopus jelölt:&nbsp;32 | DOI jelölt:&nbsp;31 </div> <div class="publication-citation"> <a target="_blank" href="/api/publication?cond=citations.related;eq;2698866&sort=publishedYear,desc&sort=title"> Idézett közlemények száma: 3 </a> </div> <div class="mtid"><span class="long-pub-mtid">Közlemény: 2698866</span> | <span class="status-data status-VALIDATED"> Egyeztetett </span> <span class="oldId">Régi azonosító: 2698866</span> | Forrás Idéző | <span class="type-subtype">Folyóiratcikk ( Szakcikk ) </span> | <span class="pub-category">Tudományos</span> | <span class="publication-sourceOfData">kézi felvitel</span> </div> <div class="lastModified">Utolsó módosítás: 2018.10.11. 09:24 WoS import (admin) </div> <pre class="comment" style="margin-top: 0; margin-bottom: 0;"><u>Megjegyzés</u>: Sapientia University of Transylvania, Faculty of Technical and Human Sciences, 540485 Tîrgu Mureş, Şoseaua Sighişoarei 1/C, Romania Budapest University of Technology and Economics, Department of Control Engineering and Information Technology, H-1117 Budapest, Magyar tudósok krt. 2, Hungary Petru Maior University, Department of Informatics, 540088 ...</pre> </div></div> JournalArticle 2695297 VALIDATED true Budapest University of Technology and Economics, Department of Control Engineering and Information Technology, H-1117 Budapest, Magyar tudósok krt. 2, Hungary Sapientia University of Transylvania, Faculty of Technical and Human Sciences, 540485 Tirgu Mures, Şoseaua Sighişoarei 1/C, Romania Export Date: 13 March 2025; Cited By: 22; Correspondence Address: L. Szilágyi; Sapientia University of Transylvania, Faculty of Technical and Human Sciences, 540485 Tirgu Mures, Şoseaua Sighişoarei 1/C, Romania; email: lalo@ms.sapientia.ro 0 2018-10-02T08:54:25.000+0000 false 2695297 2026-05-16T11:03:13.381+0000 2019-06-04T10:15:21.245+0000 2013-10-12T20:15:00.000+0000 true 10013789 Szilágyi László /api/author/10013789 Author true 10013789 2026-01-13T11:54:05.759+0000 2026-01-13T11:54:05.759+0000 2019-06-04T10:15:21.263+0000 true 10015683 Hostyánszki Zsuzsa /api/admin/10015683 Admin true 10015683 2025-03-20T18:49:59.428+0000 true 521 Szuper Admin /api/admin/521 Admin true true false true 24 24 /api/publicationtype/24 PublicationType 1 true 24 JournalArticle true 10000059 Article true 24 24 /api/publicationtype/24 PublicationType 1 true 24 JournalArticle /api/subtype/10000059 Szakcikk SubType 101 true 10000059 true 1 /api/category/1 Category true 1 Szilágyi, László Lessons to learn from a mistaken optimization true true /api/journal/3583 REVIEWED true false 3583 false 3583 true 0167-8655 1872-7344 Journal FOREIGN 36 1 29 35 29 7 2014 The fuzzy local information c-means (FLICM) algorithm, introduced by Krinidis and Chatzis (2010), was designed to perform highly accurate segmentation of images contaminated with high-frequency noise. This algorithm includes an extra additive term to the objective function of the fuzzy c-means (FCM), called local descriptor fuzzy factor, allowing the labeling of a pixel to be influenced by its neighbors, thus achieving a filtering effect. Further on, the authors of FLICM claim that their algorithm does not depend on any trade-off parameter, which were present in all previous similar approaches. In this paper we investigate the theoretical foundation of FLICM and reveal some critical issues. First of all, we show that the iterative optimization algorithm proposed for the minimization of the FLICM objective function is not suitable for the given problem, it does not minimize the objective function. Instead of that, FLICM computes an FCM-like partition using distorted distances, according to the local context of each pixel, thus performing a job that is similar to the so-called suppressed fuzzy c-means algorithm existing in the literature. Finally we reveal the presence of a possible trade-off in the definition of the local descriptor fuzzy term, and the necessity of another factor to compensate against the size of the considered neighborhood. Such algorithms can be effective in certain scenarios, which were documented by the authors, but a deep investigation of the limitations would be beneficial. 2013 805309 true true true false true false PAY 2026-05-16 false true 10039288 Szmolyán Mária /api/admin/10039288 Admin true 10039288 24 0 24 22 1 24 21 18 16 21 21 19 19 22 2 0 24 22 24 22 0 3 3 Q1 false 10013789 false false false 2014-03-25T10:50:44.000+0000 2014-06-23T17:04:30.000+0000 Irányítástechnika és Informatika Tanszék (BME / VIK) 1 13 1 1 0 true Language 10002 /api/language/10002 Angol English true 2 true PersonAuthorship 5359645 /api/authorship/5359645 1 1.0 true false Author 10013789 /api/author/10013789 Szilágyi László true 10013789 true Szilágyi László true false false AuthorshipType 1 /api/authorshiptype/1 0 true 0 true false 20054192 true PublicationIdentifier 866935 /api/publicationidentifier/866935 PlainSource 6 /api/publicationsource/6 PublicationSourceType 10001 /api/publicationsourcetype/10001 true true true 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href="/gui2/?type=authors&mode=browse&sel=10013789" target="_blank">Szilágyi László (<span class="authorship-author-name">Szilágyi László</span> <span class="authorAux-mtmt"> Villamosmérnöki tudományok</span>) </a> </span> <span class="author-affil"><span title="Budapesti Műszaki és Gazdaságtudományi Egyetem">BME</span>/<span title="Villamosmérnöki és Informatikai Kar">VIK</span>/Irányítástechnika és Informatika Tanszék</span> </div> </div> <div class="title"><a href="/gui2/?mode=browse&params=publication;2695297" target="_blank">Lessons to learn from a mistaken optimization</a></div> <div> <span class="journal-title">PATTERN RECOGNITION LETTERS</span> <span class="journal-issn">(<a target="_blank" href="https://portal.issn.org/resource/ISSN/0167-8655">0167-8655</a> <a target="_blank" href="https://portal.issn.org/resource/ISSN/1872-7344">1872-7344</a>)</span>: <span class="journal-volume">36</span> <span class="journal-issue">1</span> <span class="page"> pp 29-35 </span> <span 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</span> </span> <OnlyViewableByAuthor><div class="ratings"> <div class="journal-subject">Folyóirat szakterülete: Scopus - Computer Vision and Pattern Recognition&nbsp;&nbsp;&nbsp;SJR indikátor:&nbsp;Q1</div> <div class="journal-subject">Folyóirat szakterülete: Scopus - Signal Processing&nbsp;&nbsp;&nbsp;SJR indikátor:&nbsp;Q1</div> <div class="journal-subject">Folyóirat szakterülete: Scopus - Artificial Intelligence&nbsp;&nbsp;&nbsp;SJR indikátor:&nbsp;Q2</div> <div class="journal-subject">Folyóirat szakterülete: Scopus - Software&nbsp;&nbsp;&nbsp;SJR indikátor:&nbsp;Q2</div> </div></OnlyViewableByAuthor> <div class="publication-citation" style="margin-left: 0.5cm;"> <span title="Nyilvános idézőközlemények összesen, említések nélkül" class="citingPub-count">Nyilvános idéző összesen: 24</span> | Független: 22 | Függő: 2 | Nem jelölt: 0 | WoS jelölt: 18 | Scopus jelölt:&nbsp;16 | WoS/Scopus jelölt:&nbsp;21 | DOI jelölt:&nbsp;21 </div> <div class="publication-citation"> <a target="_blank" href="/api/publication?cond=citations.related;eq;2695297&sort=publishedYear,desc&sort=title"> Idézett közlemények száma: 3 </a> </div> <div class="mtid"><span class="long-pub-mtid">Közlemény: 2695297</span> | <span class="status-data status-VALIDATED"> Egyeztetett </span> <span class="oldId">Régi azonosító: 2695297</span> | Forrás Idéző | <span class="type-subtype">Folyóiratcikk ( Szakcikk ) </span> | <span class="pub-category">Tudományos</span> | <span class="publication-sourceOfData">kézi felvitel</span> </div> <div class="lastModified">Utolsó módosítás: 2019.06.04. 12:15 Hostyánszki Zsuzsa (BME admin 5 - INAKTÍV) </div> <pre class="comment" style="margin-top: 0; margin-bottom: 0;"><u>Megjegyzés</u>: Budapest University of Technology and Economics, Department of Control Engineering and Information Technology, H-1117 Budapest, Magyar tudósok krt. 2, Hungary Sapientia University of Transylvania, Faculty of Technical and Human Sciences, 540485 Tirgu Mures, Şoseaua Sighişoarei 1/C, Romania Export Date: 13 March 2025; Cited By: 22; Correspondence A...</pre> </div></div> JournalArticle 2694345 APPROVED true Export Date: 13 March 2025; Cited By: 7; Correspondence Address: L. Szilágyi; Sapientia-Hungarian University of Transylvania, Faculty of Technical and Human Sciences Romania, 540485 Tîrgu-Mureş, Romania; email: lalo@ms.sapientia.ro; CODEN: IJISE 0 2015-12-01T09:45:20.000+0000 false 2694345 2026-05-16T11:00:29.908+0000 2023-09-27T21:55:46.366+0000 2013-08-27T10:03:00.000+0000 true 10013789 Szilágyi László /api/author/10013789 Author true 10013789 2026-01-13T11:51:18.481+0000 2026-01-13T11:51:18.481+0000 true false true 24 24 /api/publicationtype/24 PublicationType 1 true 24 JournalArticle true 10000059 Article true 24 24 /api/publicationtype/24 PublicationType 1 true 24 JournalArticle /api/subtype/10000059 Szakcikk SubType 101 true 10000059 true 1 /api/category/1 Category true 1 Szilágyi, László Robust spherical shell clustering using fuzzy-possibilistic product partition true true /api/journal/2056 REVIEWED true false 2056 false 2056 true 0884-8173 1098-111X Journal FOREIGN 28 6 524 539 524 16 2013 One of the main challenges in the field of clustering is creating algorithms that are both accurate and robust. This paper introduces a novel fuzzy-possibilistic shell clustering model aiming at accurate detection of circles, spheres, and multidimensional spheroids in the presence of outlier data. The proposed fuzzy-possibilistic product partition c-spherical shell algorithm (FP3CSS) combines the probabilistic and possibilistic partitions in a qualitatively different way from previous, similar algorithms. The novel mixture partition is able to suppress the influence of extreme outlier data, which gives it net superiority in terms of robustness and accuracy, compared to previous algorithms. 2013 805218 true true true false true false GOLD 2026-05-16 true https://doi.org/10.1002/int.21591 true 10014110 Szmolyán Mária /api/admin/10014110 Admin true 10014110 7 0 7 4 2 7 7 7 5 7 7 4 4 4 3 0 7 4 7 4 0 1 1 Q1 false false false false 2014-03-25T10:50:44.000+0000 2014-06-23T17:04:30.000+0000 Irányítástechnika és Informatika Tanszék (BME / VIK) 1 13 1 1 0 true Language 10002 /api/language/10002 Angol English true 2 true PersonAuthorship 5357993 /api/authorship/5357993 1 1.0 true false Author 10013789 /api/author/10013789 Szilágyi László true 10013789 true Szilágyi László true false false AuthorshipType 1 /api/authorshiptype/1 0 true 0 true false 20051420 true PublicationIdentifier 866218 /api/publicationidentifier/866218 PlainSource 6 /api/publicationsource/6 PublicationSourceType 10001 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/api/publicationidentifier/866219 PlainSource 40 /api/publicationsource/40 PublicationSourceType 10006 /api/publicationsourcetype/10006 true true true Egyéb URL Other URL @@@ true true 40 true false NO http://onlinelibrary.wiley.com/doi/10.1002/int.21591/abstract http://onlinelibrary.wiley.com/doi/10.1002/int.21591/abstract false 887480 true Classification 10003 /api/classification/10003 true true Classification 10034 /api/classification/10034 true true SjrRating 11116633 /api/sjrrating/11116633 38 0.24 journal RatingType 10002 /api/ratingtype/10002 sjr true true ClassificationExternal 1702 /api/classificationexternal/1702 true 1702 true Q1 DIRECT true true /api/publication/2694345 <div class="JournalArticle Publication long-list"> <div class="authors"> <img title="Forrásközlemény" style="float: left" src="/frontend/resources/grid/publication-core-icon.png"> <img title="Idézőközlemény" style="float: left" src="/frontend/resources/grid/publication-citation-icon.png"> <div class="autype autype0"> <span class="author-name" mtid="10013789"><a href="/gui2/?type=authors&mode=browse&sel=10013789" target="_blank">Szilágyi László (<span class="authorship-author-name">Szilágyi László</span> <span class="authorAux-mtmt"> Villamosmérnöki tudományok</span>) </a> </span> <span class="author-affil"><span title="Budapesti Műszaki és Gazdaságtudományi Egyetem">BME</span>/<span title="Villamosmérnöki és Informatikai Kar">VIK</span>/Irányítástechnika és Informatika Tanszék</span> </div> </div> <div class="title"><a href="/gui2/?mode=browse&params=publication;2694345" target="_blank">Robust spherical shell clustering using fuzzy-possibilistic product partition</a></div> <div> <span class="journal-title">INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS</span> <span class="journal-issn">(<a target="_blank" href="https://portal.issn.org/resource/ISSN/0884-8173">0884-8173</a> <a target="_blank" href="https://portal.issn.org/resource/ISSN/1098-111X">1098-111X</a>)</span>: <span 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title="http://onlinelibrary.wiley.com/doi/10.1002/int.21591/abstract" target="_blank" href="http://onlinelibrary.wiley.com/doi/10.1002/int.21591/abstract"> Egyéb URL </a> </span> </span> <OnlyViewableByAuthor><div class="ratings"> <div class="journal-subject">Folyóirat szakterülete: Scopus - Artificial Intelligence&nbsp;&nbsp;&nbsp;SJR indikátor:&nbsp;Q1</div> <div class="journal-subject">Folyóirat szakterülete: Scopus - Human-Computer Interaction&nbsp;&nbsp;&nbsp;SJR indikátor:&nbsp;Q1</div> <div class="journal-subject">Folyóirat szakterülete: Scopus - Software&nbsp;&nbsp;&nbsp;SJR indikátor:&nbsp;Q1</div> <div class="journal-subject">Folyóirat szakterülete: Scopus - Theoretical Computer Science&nbsp;&nbsp;&nbsp;SJR indikátor:&nbsp;Q1</div> </div></OnlyViewableByAuthor> <div class="publication-citation" style="margin-left: 0.5cm;"> <span title="Nyilvános idézőközlemények összesen, említések nélkül" class="citingPub-count">Nyilvános idéző összesen: 7</span> | Független: 4 | Függő: 3 | Nem jelölt: 0 | WoS jelölt: 7 | Scopus jelölt:&nbsp;5 | WoS/Scopus jelölt:&nbsp;7 | DOI jelölt:&nbsp;7 </div> <div class="publication-citation"> <a target="_blank" href="/api/publication?cond=citations.related;eq;2694345&sort=publishedYear,desc&sort=title"> Idézett közlemények száma: 1 </a> </div> <div class="mtid"><span class="long-pub-mtid">Közlemény: 2694345</span> | <span class="status-data status-APPROVED"> Nyilvános </span> <span class="oldId">Régi azonosító: 2694345</span> | Forrás Idéző | <span class="type-subtype">Folyóiratcikk ( Szakcikk ) </span> | <span class="pub-category">Tudományos</span> | <span class="publication-sourceOfData">kézi felvitel</span> </div> <div class="lastModified">Utolsó módosítás: 2023.09.27. 23:55 Szilágyi László (Villamosmérnöki tudományok) </div> <pre class="comment" style="margin-top: 0; margin-bottom: 0;"><u>Megjegyzés</u>: Export Date: 13 March 2025; Cited By: 7; Correspondence Address: L. Szilágyi; Sapientia-Hungarian University of Transylvania, Faculty of Technical and Human Sciences Romania, 540485 Tîrgu-Mureş, Romania; email: lalo@ms.sapientia.ro; CODEN: IJISE</pre> </div></div> BookChapter 3344749 APPROVED true Export Date: 13 March 2025; Cited By: 26; Correspondence Address: L. Szilágyi; Faculty of Technical and Human Science, Sapientia - Hungarian Science University of Transylvania, Tîrgu-Mureş, Romania; email: lalo@ms.sapientia.ro; Conference name: 8th International Conference on Modeling Decisions for Artificial Intelligence, MDAI 2011; Conference date: 28 July 2011 through 30 July 2011; Conference code: 85898 0 2018-03-09T08:26:40.000+0000 false 3344749 2026-06-03T22:44:24.471+0000 2025-03-19T07:03:41.096+0000 2018-03-07T22:55:15.000+0000 true 10013789 Szilágyi László /api/author/10013789 Author true 10013789 2025-05-22T20:48:22.362+0000 2025-05-22T20:48:22.362+0000 true false true 25 25 /api/publicationtype/25 PublicationType 2 true 25 BookChapter true 10000312 Conference paper true 25 25 /api/publicationtype/25 PublicationType 2 true 25 BookChapter /api/subtype/10000312 Konferenciaközlemény SubType 228 true 10000312 true 1 /api/category/1 Category true 1 Szilágyi, László Fuzzy-possibilistic product partition: A novel robust approach to c-means clustering 150 161 150 12 2011 One of the main challenges in the field of c-means clustering models is creating an algorithm that is both accurate and robust. In the absence of outlier data, the conventional probabilistic fuzzy c-means (FCM) algorithm, or the latest possibilistic-fuzzy mixture model (PFCM), provide highly accurate partitions. However, during the 30-year history of FCM, the researcher community of the field failed to produce an algorithm that is accurate and insensitive to outliers at the same time. This paper introduces a novel mixture clustering model built upon probabilistic and possibilistic fuzzy partitions, where the two components are connected to each other in a qualitatively different way than they were in earlier mixtures. The fuzzy-possibilistic product partition c- means (FP3CM) clustering algorithm seems to fulfil the initial requirements, namely it successfully suppresses the effect of outliers situated at any finite distance and provides partitions of high quality. 2018 true true true true false NONE 2026-06-04 false true 10013789 Szilágyi László /api/author/10013789 Author true 10013789 29 0 29 17 9 28 29 24 27 29 29 17 17 17 12 0 29 17 29 17 0 0 0 false false false false 2019-01-31T22:59:00.000+0000 2018-03-07T22:55:24.000+0000 1 13 0 1 0 true 272 true 10002 English /api/language/10002 Angol Language true 2 false true 10500 true 10011 /api/country/10011 Country true 5 /api/city/10500 City true 1028552 true 10489 true 10011 /api/country/10011 Country true 5 /api/city/10489 City true 1022992 true 18962357 /api/publicationidentifier/18962357 https://doi.org/10.1007/978-3-642-22589-5 10.1007/978-3-642-22589-5 PublicationIdentifier true 6 DOI https://doi.org/@@@ /api/publicationsource/6 DOI PlainSource true true 10001 /api/publicationsourcetype/10001 PublicationSourceType true true 6 true false true 1280842 /api/publicationidentifier/1280842 https://www.worldcat.org/search?q=isbn%3A9783642225888 9783642225888 PublicationIdentifier true 122 ISBN https://www.worldcat.org/search?q=isbn%3A@@@ /api/publicationsource/122 ISBN PlainSource true true 10002 /api/publicationsourcetype/10002 PublicationSourceType true false 122 true false /api/publication/3344748 true true 23 23 /api/publicationtype/23 PublicationType 3 true 23 Book Modeling Decisions for Artificial Intelligence 3344748 false 3344748 true SUSPECT true true true true 10000144 Conference proceedings true 23 23 /api/publicationtype/23 PublicationType 3 true 23 Book /api/subtype/10000144 Konferenciakötet SubType 345 true 10000144 false Book 2011 true 1 /api/category/1 Category true 1 false Language 10002 /api/language/10002 Angol English true 2 true PersonAuthorship 9885396 /api/authorship/9885396 1 1.0 true false Author 10013789 /api/author/10013789 Szilágyi László true 10013789 true Szilágyi László true false false AuthorshipType 1 /api/authorshiptype/1 0 true 0 true false 27839874 true PublicationIdentifier 28778287 /api/publicationidentifier/28778287 PlainSource 6 /api/publicationsource/6 PublicationSourceType 10001 /api/publicationsourcetype/10001 true true true DOI DOI https://doi.org/@@@ true true 6 true IDENTICAL 10.1007/978-3-642-22589-5_15 https://doi.org/10.1007/978-3-642-22589-5_15 false true PublicationIdentifier 28778286 /api/publicationidentifier/28778286 PlainSource 3 /api/publicationsource/3 PublicationSourceType 10003 /api/publicationsourcetype/10003 false true true Scopus Scopus http://www.scopus.com/record/display.url?origin=inward&eid=2-s2.0-@@@ true true 3 true IDENTICAL 79961157200 http://www.scopus.com/record/display.url?origin=inward&eid=2-s2.0-79961157200 false true /api/publication/3344749 <div class="BookChapter Publication long-list"> <div class="authors"> <img title="Forrásközlemény" style="float: left" src="/frontend/resources/grid/publication-core-icon.png"> <div class="autype autype0"> <span class="author-name" mtid="10013789"><a href="/gui2/?type=authors&mode=browse&sel=10013789" target="_blank">Szilágyi László (<span class="authorship-author-name">Szilágyi László</span> <span class="authorAux-mtmt"> Villamosmérnöki tudományok</span>) </a> </span> </div> </div> <div class="title"><a href="/gui2/?mode=browse&params=publication;3344749" target="_blank">Fuzzy-possibilistic product partition: A novel robust approach to c-means clustering</a></div> <div class="InBook"><div class="chapter-in">In:</div> <div class="authors"> <div class="autype autype-1"> <span class="author-name" >Torra V </span> ;&nbsp;&nbsp;&nbsp; <span class="author-name" >Narakawa Y </span> ;&nbsp;&nbsp;&nbsp; <span class="author-name" >Yin J </span> ;&nbsp;&nbsp;&nbsp; <span class="author-name" >Long J </span> (szerk.) </div> </div> <div class="booktitle"><a href="/gui2/?mode=browse&params=publication;3344748" target="_blank">Modeling Decisions for Artificial Intelligence </a></div> <div class="conference"> Konferencia helye, ideje: <span class="location">Changsha, Kína <span class="conference-date">2011.07.28. - 2011.07.30.</span> </div> <span class="editionNumber">(1)</span> <span class="publishedAt">Heidelberg,</span> <span class="publishedAt">Berlin: <span class="publishers">Springer Netherlands</span>, <span class="page"> pp 150-161 </span> <span class="year">(2011)</span> ( <span class="seriesTitle">Lecture Notes in Computer Science</span> <span class="issn">0302-9743</span> <span class="issn">1611-3349</span> <span class="seriesVolume">; 6820</span>) </div> <div class="pub-footer"> <span class="language" xmlns="http://www.w3.org/1999/html">Nyelv: Angol | </span> <span class="identifiers"> <span class="id identifier oa_none" title="none"> <a style="color:blue" title="10.1007/978-3-642-22589-5_15" target="_blank" href="https://doi.org/10.1007/978-3-642-22589-5_15"> DOI </a> </span> <span class="id identifier oa_none" title="none"> <a style="color:blue" title="79961157200" target="_blank" href="http://www.scopus.com/record/display.url?origin=inward&eid=2-s2.0-79961157200"> Scopus </a> </span> </span> <span class="bookchapter-ids">Befoglaló link(ek):</span> <span class="identifiers"> <span class="id identifier oa_none" title="none"> <a style="color:black" title="10.1007/978-3-642-22589-5" target="_blank" href="https://doi.org/10.1007/978-3-642-22589-5"> DOI </a> </span> <span class="id identifier oa_none" title="none"> <span class="isbnOrIssn"> ISBN: </span> <a style="color:black" title="9783642225888" target="_blank" href="https://www.worldcat.org/search?q=isbn%3A9783642225888"> 9783642225888 </a> </span> </span> <div class="publication-citation" style="margin-left: 0.5cm;"> <span title="Nyilvános idézőközlemények összesen, említések nélkül" class="citingPub-count">Nyilvános idéző összesen: 29</span> | Független: 17 | Függő: 12 | Nem jelölt: 0 | WoS jelölt: 24 | Scopus jelölt:&nbsp;27 | WoS/Scopus jelölt:&nbsp;29 | DOI jelölt:&nbsp;29 </div> <div class="mtid"><span class="long-pub-mtid">Közlemény: 3344749</span> | <span class="status-data status-APPROVED"> Nyilvános </span> <span class="long-book-mtid">Befoglaló: 3344748</span> <span class="oldId">Régi azonosító: 3344749</span> | <span class="oldId">Befoglaló: 3344748</span> Forrás | <span class="type-subtype">Könyvrészlet ( Konferenciaközlemény ) </span> | <span class="pub-category">Tudományos</span> | <span class="publication-sourceOfData">kézi felvitel</span> </div> <div class="lastModified">Utolsó módosítás: 2025.03.19. 08:03 Tamássyné T. Zsuzsa (OE admin) </div> <pre class="comment" style="margin-top: 0; margin-bottom: 0;"><u>Megjegyzés</u>: Export Date: 13 March 2025; Cited By: 26; Correspondence Address: L. Szilágyi; Faculty of Technical and Human Science, Sapientia - Hungarian Science University of Transylvania, Tîrgu-Mureş, Romania; email: lalo@ms.sapientia.ro; Conference name: 8th International Conference on Modeling Decisions for Artificial Intelligence, MDAI 2011; Conference date: 28 July 2011 through 30 July 2011; Conferenc...</pre> </div> </div> BookChapter 2618867 APPROVED true 0 2018-10-02T08:54:25.000+0000 false 2618867 2026-06-15T13:33:19.029+0000 2022-05-11T22:23:22.602+0000 2008-04-20T22:00:00.000+0000 true 10013789 Szilágyi László /api/author/10013789 Author true 10013789 2025-03-13T13:52:59.318+0000 2025-03-13T13:52:59.318+0000 true false true 25 25 /api/publicationtype/25 PublicationType 2 true 25 BookChapter true 10000312 Conference paper true 25 25 /api/publicationtype/25 PublicationType 2 true 25 BookChapter /api/subtype/10000312 Konferenciaközlemény SubType 228 true 10000312 true 1 /api/category/1 Category true 1 Szilágyi, László MR Brain Image Segmentation Using an 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