Flexible Optimization of Structural Measures for Community Detection Article Swipe
Arnold Hien
,
Cécile Bothorel
,
Laurent Brisson
,
Nicolas Jullien
,
Patrick Meyer
,
Grégory Smits
·
YOU?
·
· 2025
· Open Access
·
YOU?
·
· 2025
· Open Access
·
Community detection is a crucial task in many graph data analysis pipelines, with applications ranging from social networks to biology and transportation systems. This work introduces FO-SM-CD , a novel constraint programming framework for community detection. While existing approaches mainly rely on the modularity criteria to detect communities, FO-SM-CD allows for the combination of different structural measures such as conductance, density, and cut-ratio. It also supports user-defined constraints, providing unprecedented flexibility to tailor the detection process to specific needs. On top of an agglomerative algorithm to community detection strategy, this article makes two major contributions. First, it provides a constraint-based modeling of different structural measures that can be combined in the objective function, and second, it exploits a connectedness property to reduce the search space and speed up the identification of optimal partitions. Extensive experiments on controlled synthetic datasets confirm the diversity of graph partitions obtained when different structural measures are used. It also demonstrates the computational efficiency of the connectedness constraint combined with iterative local search heuristics compared to existing approaches.
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- Type
- preprint
- Language
- en
- Landing Page
- https://hal.science/hal-05299688
- OA Status
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- OpenAlex ID
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Flexible Optimization of Structural Measures for Community DetectionWork title
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preprintOpenAlex work type
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enPrimary language
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2025Year of publication
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2025-01-01Full publication date if available
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Arnold Hien, Cécile Bothorel, Laurent Brisson, Nicolas Jullien, Patrick Meyer, Grégory SmitsList of authors in order
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https://hal.science/hal-05299688Publisher landing page
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YesWhether a free full text is available
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greenOpen access status per OpenAlex
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https://hal.science/hal-05299688Direct OA link when available
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0Total citation count in OpenAlex
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| abstract_inverted_index.up | 127 |
| abstract_inverted_index.and | 20, 61, 113, 125 |
| abstract_inverted_index.are | 150 |
| abstract_inverted_index.can | 106 |
| abstract_inverted_index.for | 33, 50 |
| abstract_inverted_index.the | 42, 51, 73, 110, 122, 128, 140, 155, 159 |
| abstract_inverted_index.top | 80 |
| abstract_inverted_index.two | 92 |
| abstract_inverted_index.This | 23 |
| abstract_inverted_index.also | 64, 153 |
| abstract_inverted_index.data | 9 |
| abstract_inverted_index.from | 15 |
| abstract_inverted_index.many | 7 |
| abstract_inverted_index.rely | 40 |
| abstract_inverted_index.such | 57 |
| abstract_inverted_index.task | 5 |
| abstract_inverted_index.that | 105 |
| abstract_inverted_index.this | 89 |
| abstract_inverted_index.when | 146 |
| abstract_inverted_index.with | 12, 163 |
| abstract_inverted_index.work | 24 |
| abstract_inverted_index.While | 36 |
| abstract_inverted_index.graph | 8, 143 |
| abstract_inverted_index.local | 165 |
| abstract_inverted_index.major | 93 |
| abstract_inverted_index.makes | 91 |
| abstract_inverted_index.novel | 29 |
| abstract_inverted_index.space | 124 |
| abstract_inverted_index.speed | 126 |
| abstract_inverted_index.used. | 151 |
| abstract_inverted_index.First, | 95 |
| abstract_inverted_index.allows | 49 |
| abstract_inverted_index.detect | 46 |
| abstract_inverted_index.mainly | 39 |
| abstract_inverted_index.needs. | 78 |
| abstract_inverted_index.reduce | 121 |
| abstract_inverted_index.search | 123, 166 |
| abstract_inverted_index.social | 16 |
| abstract_inverted_index.tailor | 72 |
| abstract_inverted_index.article | 90 |
| abstract_inverted_index.biology | 19 |
| abstract_inverted_index.confirm | 139 |
| abstract_inverted_index.crucial | 4 |
| abstract_inverted_index.optimal | 131 |
| abstract_inverted_index.process | 75 |
| abstract_inverted_index.ranging | 14 |
| abstract_inverted_index.second, | 114 |
| abstract_inverted_index.FO-SM-CD | 26, 48 |
| abstract_inverted_index.analysis | 10 |
| abstract_inverted_index.combined | 108, 162 |
| abstract_inverted_index.compared | 168 |
| abstract_inverted_index.criteria | 44 |
| abstract_inverted_index.datasets | 138 |
| abstract_inverted_index.density, | 60 |
| abstract_inverted_index.existing | 37, 170 |
| abstract_inverted_index.exploits | 116 |
| abstract_inverted_index.measures | 56, 104, 149 |
| abstract_inverted_index.modeling | 100 |
| abstract_inverted_index.networks | 17 |
| abstract_inverted_index.obtained | 145 |
| abstract_inverted_index.property | 119 |
| abstract_inverted_index.provides | 97 |
| abstract_inverted_index.specific | 77 |
| abstract_inverted_index.supports | 65 |
| abstract_inverted_index.systems. | 22 |
| abstract_inverted_index.Community | 0 |
| abstract_inverted_index.Extensive | 133 |
| abstract_inverted_index.algorithm | 84 |
| abstract_inverted_index.community | 34, 86 |
| abstract_inverted_index.detection | 1, 74, 87 |
| abstract_inverted_index.different | 54, 102, 147 |
| abstract_inverted_index.diversity | 141 |
| abstract_inverted_index.framework | 32 |
| abstract_inverted_index.function, | 112 |
| abstract_inverted_index.iterative | 164 |
| abstract_inverted_index.objective | 111 |
| abstract_inverted_index.providing | 68 |
| abstract_inverted_index.strategy, | 88 |
| abstract_inverted_index.synthetic | 137 |
| abstract_inverted_index.approaches | 38 |
| abstract_inverted_index.constraint | 30, 161 |
| abstract_inverted_index.controlled | 136 |
| abstract_inverted_index.cut-ratio. | 62 |
| abstract_inverted_index.detection. | 35 |
| abstract_inverted_index.efficiency | 157 |
| abstract_inverted_index.heuristics | 167 |
| abstract_inverted_index.introduces | 25 |
| abstract_inverted_index.modularity | 43 |
| abstract_inverted_index.partitions | 144 |
| abstract_inverted_index.pipelines, | 11 |
| abstract_inverted_index.structural | 55, 103, 148 |
| abstract_inverted_index.approaches. | 171 |
| abstract_inverted_index.combination | 52 |
| abstract_inverted_index.experiments | 134 |
| abstract_inverted_index.flexibility | 70 |
| abstract_inverted_index.partitions. | 132 |
| abstract_inverted_index.programming | 31 |
| abstract_inverted_index.applications | 13 |
| abstract_inverted_index.communities, | 47 |
| abstract_inverted_index.conductance, | 59 |
| abstract_inverted_index.constraints, | 67 |
| abstract_inverted_index.demonstrates | 154 |
| abstract_inverted_index.user-defined | 66 |
| abstract_inverted_index.agglomerative | 83 |
| abstract_inverted_index.computational | 156 |
| abstract_inverted_index.connectedness | 118, 160 |
| abstract_inverted_index.unprecedented | 69 |
| abstract_inverted_index.contributions. | 94 |
| abstract_inverted_index.identification | 129 |
| abstract_inverted_index.transportation | 21 |
| abstract_inverted_index.constraint-based | 99 |
| cited_by_percentile_year | |
| countries_distinct_count | 1 |
| institutions_distinct_count | 6 |
| citation_normalized_percentile |