A brief discussion on the treatment of spatial correlation in multinomial discrete models
Spatial dependence plays a key role in all phenomena involving the geographic space, such as the social processes associated with transport and land use. Nevertheless, spatial dependence in multinomial discrete models has not received the same level of attention as have the other kinds of correlatio...
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| Format: | Article |
| Language: | English |
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University of Minnesota Libraries Publishing
2021-04-01
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| Series: | Journal of Transport and Land Use |
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| Online Access: | https://www.jtlu.org/index.php/jtlu/article/view/1848 |
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| author | Francisco Bahamonde-Birke |
| author_facet | Francisco Bahamonde-Birke |
| author_sort | Francisco Bahamonde-Birke |
| collection | DOAJ |
| description | Spatial dependence plays a key role in all phenomena involving the geographic space, such as the social processes associated with transport and land use. Nevertheless, spatial dependence in multinomial discrete models has not received the same level of attention as have the other kinds of correlations in the discrete modeling literature, mainly due to the complexity of its treatment. This paper aims at offering a brief discussion on the different kinds of spatial correlation affecting multinomial discrete models and the different ways in which spatial correlation has been addressed in the discrete modeling literature. Furthermore, the paper offers a discussion on the advantages and limitations of the different approaches to treat spatial correlation and it also proposes a compromise solution among complexity, computational costs, and realism that can be useful in some specific situations. |
| format | Article |
| id | doaj-art-53d468c60a044b6c8c7191f17a8da494 |
| institution | OA Journals |
| issn | 1938-7849 |
| language | English |
| publishDate | 2021-04-01 |
| publisher | University of Minnesota Libraries Publishing |
| record_format | Article |
| series | Journal of Transport and Land Use |
| spelling | doaj-art-53d468c60a044b6c8c7191f17a8da4942025-08-20T01:51:00ZengUniversity of Minnesota Libraries PublishingJournal of Transport and Land Use1938-78492021-04-0114110.5198/jtlu.2021.1848A brief discussion on the treatment of spatial correlation in multinomial discrete modelsFrancisco Bahamonde-BirkeSpatial dependence plays a key role in all phenomena involving the geographic space, such as the social processes associated with transport and land use. Nevertheless, spatial dependence in multinomial discrete models has not received the same level of attention as have the other kinds of correlations in the discrete modeling literature, mainly due to the complexity of its treatment. This paper aims at offering a brief discussion on the different kinds of spatial correlation affecting multinomial discrete models and the different ways in which spatial correlation has been addressed in the discrete modeling literature. Furthermore, the paper offers a discussion on the advantages and limitations of the different approaches to treat spatial correlation and it also proposes a compromise solution among complexity, computational costs, and realism that can be useful in some specific situations.https://www.jtlu.org/index.php/jtlu/article/view/1848multinomial discrete models, spatial correlation |
| spellingShingle | Francisco Bahamonde-Birke A brief discussion on the treatment of spatial correlation in multinomial discrete models Journal of Transport and Land Use multinomial discrete models, spatial correlation |
| title | A brief discussion on the treatment of spatial correlation in multinomial discrete models |
| title_full | A brief discussion on the treatment of spatial correlation in multinomial discrete models |
| title_fullStr | A brief discussion on the treatment of spatial correlation in multinomial discrete models |
| title_full_unstemmed | A brief discussion on the treatment of spatial correlation in multinomial discrete models |
| title_short | A brief discussion on the treatment of spatial correlation in multinomial discrete models |
| title_sort | brief discussion on the treatment of spatial correlation in multinomial discrete models |
| topic | multinomial discrete models, spatial correlation |
| url | https://www.jtlu.org/index.php/jtlu/article/view/1848 |
| work_keys_str_mv | AT franciscobahamondebirke abriefdiscussiononthetreatmentofspatialcorrelationinmultinomialdiscretemodels AT franciscobahamondebirke briefdiscussiononthetreatmentofspatialcorrelationinmultinomialdiscretemodels |