Search Results - clustering with relational constraints
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CEVCLUS: evidential clustering with instance-level constraints for relational data
ISSN: 1432-7643, 1433-7479Published: Berlin/Heidelberg Springer Berlin Heidelberg 01.07.2014Published in Soft computing (Berlin, Germany) (01.07.2014)“…Recent advances in clustering consider incorporating background knowledge in the partitioning algorithm, using, e.g…”
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Journal Article -
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Graph-based evidence accumulation for clustering 3D orientation measurements in planetary surface mapping under relational constraints
ISSN: 2590-1974Published: Elsevier 01.12.2025Published in Applied computing and geosciences (01.12.2025)“… Despite methods for defining groups based only on orientation or spatial proximity, a general framework for defining orientation-based groups under multiple constraints is lacking…”
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Research on Grey Relational Clustering Model of Multiobjective Human Resources Based on Time Constraint
ISSN: 1058-9244, 1875-919XPublished: New York Hindawi 17.04.2021Published in Scientific programming (17.04.2021)“…The existing grey relational clustering method has limitations in the application of multidimensional sequences and cannot directly calculate the grey correlation degree between unequal-length sequences…”
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Fuzzy clustering of multi-view relational data with pairwise constraints
ISSN: 1558-4739Published: IEEE 01.07.2017Published in IEEE International Fuzzy Systems conference proceedings (01.07.2017)“…Thvs paper presents SS-MVFCVSMdd, a semi-supervised multiview fuzzy clustering algorithm for relational data described by multiple dissimilarity matrices…”
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Conference Proceeding -
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Fuzzy Clustering and Aggregation of Relational Data With Instance-Level Constraints
ISSN: 1063-6706, 1941-0034Published: New York IEEE 01.12.2008Published in IEEE transactions on fuzzy systems (01.12.2008)“…In this paper, we introduce a semisupervised approach for clustering and aggregating relational data (SS-CARD…”
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k-Means, Ward and Probabilistic Distance-Based Clustering Methods with Contiguity Constraint
ISSN: 0176-4268, 1432-1343Published: New York Springer US 01.07.2021Published in Journal of classification (01.07.2021)“…-facility location problem (MFLP). That is, some special two-stage algorithms being the kinds of clustering with relational constraint are proposed…”
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Clustering Approaches to Networks
ISBN: 9781119224709, 1119224705Published: United Kingdom John Wiley & Sons, Incorporated 2020Published in Advances in Network Clustering and Blockmodeling (2020)“… and networks and the use of the agglomerative method for relational constraints. To illustrate the hierarchical clustering with relational constraints, the chapter uses two examples…”
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Book Chapter -
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Clustering relational data
ISBN: 9789537138127, 9537138127ISSN: 1330-1012Published: Zagreb IEEE 01.06.2008Published in ITI 2008 : proceedings of the ITI 2008 30th International Conference on Information Technology Interfaces (01.06.2008)“… (clustering of the relational data) and the clustering with relational constraint problem (clustering of the attribute and relational data) can be very successfully treated by this approach. It also opens many new developments in these areas…”
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Conference Proceeding -
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Clustering of Attribute and/or Relational Data
ISSN: 1854-0023, 1854-0031Published: Ljubljana Anuska Ferligoj 01.07.2009Published in Metodološki zvezki (Spletna izd.) (01.07.2009)“… (clustering of the relational data) and the clustering with relational constraint problem (clustering of the attribute and relational data) can be very successfully treated by this approach. It also opens many new developments in these areas. The paired clustering approaches are applied to the Slovenian scientific collaboration data. [PUBLICATION ABSTRACT]…”
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Journal Article -
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Clustering in augmented space of granular constraints: A study in knowledge-based clustering
ISSN: 0167-8655, 1872-7344Published: Elsevier B.V 01.12.2015Published in Pattern recognition letters (01.12.2015)“…•Clustering of information granules is also studied. In this study, a paradigm of fuzzy clustering is augmented by available domain knowledge expressed in the form of relational constraints built with the aid of a collection of fuzzy sets…”
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Multi-relational Affinity Propagation
Published: IEEE 10.11.2022Published in 2022 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM) (10.11.2022)“… Our approach extends the affinity propagation clustering algorithm to multi-relational domains and encodes a variety of relational constraints to capture the dependencies across different node types…”
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Conference Proceeding -
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Medoid based semi-supervised fuzzy clustering algorithms for multi-view relational data
ISSN: 0165-0114Published: Elsevier B.V 15.10.2023Published in Fuzzy sets and systems (15.10.2023)“…In this paper we present two novel families of semi-supervised multi-view clustering algorithms for relational data, providing relevance weights for views and cluster representatives…”
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Journal Article -
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k-CEVCLUS: Constrained evidential clustering of large dissimilarity data
ISSN: 0950-7051, 1872-7409Published: Amsterdam Elsevier B.V 15.02.2018Published in Knowledge-based systems (15.02.2018)“…In evidential clustering, cluster-membership uncertainty is represented by Dempster…”
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Combining Gene Expression Profiles and Drug Activity Patterns Analysis: A Relational Clustering Approach
ISSN: 1570-1166, 2214-2487, 1572-9214, 2214-2495Published: Dordrecht Springer Netherlands 01.09.2010Published in Journal of mathematical modelling and algorithms (01.09.2010)“… This is accomplished through an integrated framework based on a constraint-based clustering algorithm, called Relational K-Means, which groups cell lines using drug response information and taking…”
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A Discounted Fuzzy Relational Clustering of Web Users' Using Intuitive Augmented Sessions Dissimilarity Metric
ISSN: 2169-3536, 2169-3536Published: Piscataway IEEE 2016Published in IEEE access (2016)“… In this paper, the discounted fuzzy relational clustering (DFRC) algorithm is proposed to address the major constraint of RFC…”
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Understanding large temporal networks and spatial networks : exploration, pattern searching, visualization and network evolution
ISBN: 0470714522, 9780470714522, 9781118915363, 1118915364, 1118915356, 9781118915356, 9781118915370, 1118915372Published: Chichester Wiley 2014“…This book explores social mechanisms that drive network change and link them to computationally sound models of changing structure to detect patterns. This…”
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eBook Book -
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Heterogeneous Data Clustering Considering Multiple User-provided Constraints
ISSN: 1841-9836, 1841-9844Published: Oradea Agora University of Oradea 01.04.2019Published in International journal of computers, communications & control (01.04.2019)“… Specifically, we summarize that three types of manual constraints on the object can be used to guide the clustering process…”
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Journal Article -
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On mathematical optimization for clustering categories in contingency tables
ISSN: 1862-5347, 1862-5355Published: Berlin/Heidelberg Springer Berlin Heidelberg 01.06.2023Published in Advances in data analysis and classification (01.06.2023)“…Many applications in data analysis study whether two categorical variables are independent using a function of the entries of their contingency table. Often,…”
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Multi-type relational clustering for enterprise cyber-security networks
ISSN: 0167-8655, 1872-7344Published: Amsterdam Elsevier B.V 01.09.2021Published in Pattern recognition letters (01.09.2021)“…•Propose fast novel hard clustering algorithm for multi-type relational data.•Extend the popular NNDSVD method initialisation of our algorithm…”
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Journal Article -
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Computing sharp bounds for hard clustering problems on trees
ISSN: 0166-218X, 1872-6771Published: Kidlington Elsevier B.V 06.03.2009Published in Discrete Applied Mathematics (06.03.2009)“…Clustering problems with relational constraints in which the underlying graph is a tree arise in a variety of applications…”
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