Mining the Relationship between Spatial Mobility Patterns and POIs
المؤلفون المشاركون
Yang, Yongjian
Huang, Liping
Zhao, Xuehua
Gao, Hepeng
Yu, Limin
المصدر
Wireless Communications and Mobile Computing
العدد
المجلد 2018، العدد 2018 (31 ديسمبر/كانون الأول 2018)، ص ص. 1-10، 10ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2018-05-10
دولة النشر
مصر
عدد الصفحات
10
التخصصات الرئيسية
تكنولوجيا المعلومات وعلم الحاسوب
الملخص EN
Passengers move between urban places for diverse interests and drive the metropolitan regions as the aggregation of urban places to group into network communities.
This paper aims to examine the relationship between the spatial patterns (represented by the network communities) of mobility flows and places of interest (POIs).
Furtherly, it intends to identify the categories of POIs that play the most significant role in shaping the spatial patterns of mobility flows.
To achieve these purposes, we partition the study area into disjoint regions and construct the network with each partitioned region as a node and connection between them as links weighted by the mobility flows.
The community detection algorithm is implemented on the network to discover spatial mobility patterns, and the multiclass classification based on the logistic regression method is adopted to classify spatial communities featured by POIs.
Taking the taxi systems of Shanghai and Beijing as examples, we detect spatial communities based on the movement strengths among regions.
Then we investigate their correlations with POIs.
It finds that communities’ modularity correlates linearly with POIs; particularly governments, hotels, and the traffic facilities are of the most significance for generating the mobility patterns.
This study can provide valuable insight into understanding the spatial mobility patterns from the perspective of POIs.
نمط استشهاد جمعية علماء النفس الأمريكية (APA)
Huang, Liping& Yang, Yongjian& Zhao, Xuehua& Gao, Hepeng& Yu, Limin. 2018. Mining the Relationship between Spatial Mobility Patterns and POIs. Wireless Communications and Mobile Computing،Vol. 2018, no. 2018, pp.1-10.
https://search.emarefa.net/detail/BIM-1216018
نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)
Huang, Liping…[et al.]. Mining the Relationship between Spatial Mobility Patterns and POIs. Wireless Communications and Mobile Computing No. 2018 (2018), pp.1-10.
https://search.emarefa.net/detail/BIM-1216018
نمط استشهاد الجمعية الطبية الأمريكية (AMA)
Huang, Liping& Yang, Yongjian& Zhao, Xuehua& Gao, Hepeng& Yu, Limin. Mining the Relationship between Spatial Mobility Patterns and POIs. Wireless Communications and Mobile Computing. 2018. Vol. 2018, no. 2018, pp.1-10.
https://search.emarefa.net/detail/BIM-1216018
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-1216018
قاعدة معامل التأثير والاستشهادات المرجعية العربي "ارسيف Arcif"
أضخم قاعدة بيانات عربية للاستشهادات المرجعية للمجلات العلمية المحكمة الصادرة في العالم العربي
تقوم هذه الخدمة بالتحقق من التشابه أو الانتحال في الأبحاث والمقالات العلمية والأطروحات الجامعية والكتب والأبحاث باللغة العربية، وتحديد درجة التشابه أو أصالة الأعمال البحثية وحماية ملكيتها الفكرية. تعرف اكثر