SimUrb – software for identifying similar municipalities by comparing Urban indices using a graph algorithm
The paper describes the SimUrb tool, which was used to calculate the similarity between municipalities (or other territorial units) according to several characteristics (attributes). The SimUrb tool allows similar groups between ordered sequences to be found. The tool was designed to work with hundr...
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| Published in | Earth science informatics Vol. 12; no. 4; pp. 699 - 714 |
|---|---|
| Main Authors | , , |
| Format | Journal Article |
| Language | English |
| Published |
Berlin/Heidelberg
Springer Berlin Heidelberg
01.12.2019
Springer Nature B.V |
| Subjects | |
| Online Access | Get full text |
| ISSN | 1865-0473 1865-0481 |
| DOI | 10.1007/s12145-019-00399-8 |
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| Abstract | The paper describes the SimUrb tool, which was used to calculate the similarity between municipalities (or other territorial units) according to several characteristics (attributes). The SimUrb tool allows similar groups between ordered sequences to be found. The tool was designed to work with hundreds of records. In order to find similar groups, the tool employs graph theory, in which similar groups are represented as cliques on a simple graph. The Bron-Kerbosch algorithm was used to search for them. The degree of similarity was determined from a metric based on the Euclidean distance between strings. Finding all non-trivial cliques would have been difficult or impossible for such data to be feasible in this study. Therefore, the SimUrb tool was used to find similar groups as the largest disjoint cliques in the respective graph. A case study is introduced in the second part of the paper to illustrate SimUrb’s functionality. The results of standard grouping methods (two methods offered by ArcGIS software) and groups defined under official planning documents were compared to the results from the SimUrb software. We concluded that SimUrb can be used in many applications where the user needs to define groups of objects with the same degree of similarity. |
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| AbstractList | The paper describes the SimUrb tool, which was used to calculate the similarity between municipalities (or other territorial units) according to several characteristics (attributes). The SimUrb tool allows similar groups between ordered sequences to be found. The tool was designed to work with hundreds of records. In order to find similar groups, the tool employs graph theory, in which similar groups are represented as cliques on a simple graph. The Bron-Kerbosch algorithm was used to search for them. The degree of similarity was determined from a metric based on the Euclidean distance between strings. Finding all non-trivial cliques would have been difficult or impossible for such data to be feasible in this study. Therefore, the SimUrb tool was used to find similar groups as the largest disjoint cliques in the respective graph. A case study is introduced in the second part of the paper to illustrate SimUrb’s functionality. The results of standard grouping methods (two methods offered by ArcGIS software) and groups defined under official planning documents were compared to the results from the SimUrb software. We concluded that SimUrb can be used in many applications where the user needs to define groups of objects with the same degree of similarity. |
| Author | Doležalová, Jitka Burian, Jaroslav Popelka, Stanislav |
| Author_xml | – sequence: 1 givenname: Jitka surname: Doležalová fullname: Doležalová, Jitka organization: Department of Geoinformatics, Palacký University Olomouc – sequence: 2 givenname: Jaroslav orcidid: 0000-0003-0729-9757 surname: Burian fullname: Burian, Jaroslav email: jaroslav.burian@upol.cz organization: Department of Geoinformatics, Palacký University Olomouc – sequence: 3 givenname: Stanislav surname: Popelka fullname: Popelka, Stanislav organization: Department of Geoinformatics, Palacký University Olomouc |
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| Cites_doi | 10.1016/J.LANDURBPLAN.2009.11.001 10.1080/17445647.2014.944942 10.1080/19475683.2014.904560 10.1371/journal.pone.0146352 10.1016/j.neunet.2009.08.007 10.3390/ijgi7100386 10.1515/geo-2018-0060 10.16910/jemr.9.4.5 10.1016/J.LANDURBPLAN.2010.01.002 10.1515/geo-2018-0020 10.1145/362342.362367 10.1016/j.patrec.2009.09.011 10.1111/tgis.12100 10.1080/15230406.2017.1364169 10.1007/s10980-007-9138-y 10.1080/17445647.2015.1060177 10.51815/fjsr.110778 |
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| DOI | 10.1007/s12145-019-00399-8 |
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| References | Doležalová, Popelka (CR7) 2016; 9 Selvi, Caglar (CR22) 2018; 10 Bron, Kerbosch (CR1) 1973; 16 De Brito, Maracaja-Coutinho, De Farias (CR6) 2016; 11 Zetterberg, Mörtberg, Balfors (CR24) 2010; 95 CR17 CR13 CR10 Treml, Halpin, Urban, Pratson (CR23) 2008; 23 Opach, Popelka, Dolezalova, Rød (CR19) 2018; 45 McArdle, Demšar, van der Spek, McLoone (CR15) 2014; 20 Du (CR8) 2010; 23 Mertel, Ondrejka, Šabatová (CR16) 2018; 10 CR2 Nurmi, Meskanen (CR18) 2018; 11 Kong, Yin, Nakagoshi, Zong (CR12) 2010; 95 CR3 CR5 Jain (CR11) 2010; 31 Zhu, Guo (CR26) 2014; 18 CR9 CR21 Burian, Brychtová, Vávra, Hladišová (CR4) 2016; 12 Zhong, Zeng, Tu, Yoshida (CR25) 2018; 7 Pászto, Brychtová, Tuček, Marek, Burian (CR20) 2015; 11 Lata, Ayyub (CR14) 2014; 9 399_CR13 A Zetterberg (399_CR24) 2010; 95 KL Du (399_CR8) 2010; 23 G McArdle (399_CR15) 2014; 20 399_CR2 399_CR10 A Mertel (399_CR16) 2018; 10 399_CR3 C Zhong (399_CR25) 2018; 7 399_CR5 EA Treml (399_CR23) 2008; 23 399_CR9 AK Jain (399_CR11) 2010; 31 J Burian (399_CR4) 2016; 12 S Lata (399_CR14) 2014; 9 C Bron (399_CR1) 1973; 16 F Kong (399_CR12) 2010; 95 399_CR21 X Zhu (399_CR26) 2014; 18 V Pászto (399_CR20) 2015; 11 HZ Selvi (399_CR22) 2018; 10 J Doležalová (399_CR7) 2016; 9 DM De Brito (399_CR6) 2016; 11 399_CR17 L Nurmi (399_CR18) 2018; 11 T Opach (399_CR19) 2018; 45 |
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| SubjectTerms | Algorithms Earth and Environmental Science Earth Sciences Earth System Sciences Euclidean geometry Feasibility studies Graph theory Graphical representations Information Systems Applications (incl.Internet) Municipalities Ontology Similarity Simulation and Modeling Software Software Article Space Exploration and Astronautics Space Sciences (including Extraterrestrial Physics |
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| Title | SimUrb – software for identifying similar municipalities by comparing Urban indices using a graph algorithm |
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