Markov Modulated Process to Model Human Mobility

被引：3

作者：

Chang, Brian ^{[1
]}

Yang, Liufei ^{[1
]}

Sensi, Mattia ^{[1
]}

Achterberg, Massimo A. ^{[1
]}

Wang, Fenghua ^{[1
]}

Rinaldi, Marco ^{[1
]}

Van Mieghem, Piet ^{[1
]}

机构：

[1] Delft Univ Technol, NL-2628 CD Delft, Netherlands

来源：

COMPLEX NETWORKS & THEIR APPLICATIONS X, VOL 1 | 2022年 / 1015卷

关键词：

Markov modulated process; Human mobility; Time-varying networks; Modeling; Markov chains; PHONE;

D O I：

10.1007/978-3-030-93409-5_50

中图分类号：

TP39 [计算机的应用];

学科分类号：

081203 ; 0835 ;

摘要：

We introduce a Markov Modulated Process (MMP) to describe human mobility. We represent the mobility process as a time-varying graph, where a link specifies a connection between two nodes (humans) at any discrete time step. Each state of the Markov chain encodes a certain modification to the original graph. We show that our MMP model successfully captures the main features of a random mobility simulator, in which nodes moves in a square region. We apply our MMP model to human mobility, measured in a library.

引用

页码：607 / 618

页数：12

共 50 条

[1] A Markov modulated Poisson process model for rainfall increments
Onof, C
Yameundjeu, B
Paoli, JP
Ramesh, N
WATER SCIENCE AND TECHNOLOGY, 2002, 45 (02) : 91 - 97
[2] Attentional Markov Model for Human Mobility Prediction
Wang, Huandong
Li, Yong
Jin, Depeng
Han, Zhu
IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2021, 39 (07) : 2213 - 2225
[3] A MARKOV PROCESS MODEL OF MOBILITY FOR ACADEMIC MEN AND WOMEN
ROSENFELD, RA
POPULATION INDEX, 1980, 46 (03) : 429 - 430
[4] Markov modulated Bernoulli process
Ozekici, S
MATHEMATICAL METHODS OF OPERATIONS RESEARCH, 1997, 45 (03) : 311 - 324
[5] Markov modulated Bernoulli process
Süleyman Özekici
Mathematical Methods of Operations Research, 1997, 45 : 311 - 324
[6] On the gamma process modulated by a Markov jump process
Paroissin, Christian
Rabehasaina, Landy
ADVANCES IN SAFETY, RELIABILITY AND RISK MANAGEMENT, 2012, : 2286 - 2290
[7] A hybrid Markov-based model for human mobility prediction
Qiao, Yuanyuan
Si, Zhongwei
Zhang, Yanting
Ben Abdesslem, Fehmi
Zhang, Xinyu
Yang, Jie
NEUROCOMPUTING, 2018, 278 : 99 - 109
[8] Semantics-Aware Hidden Markov Model for Human Mobility
Shi, Hongzhi
Li, Yong
Cao, Hancheng
Zhou, Xiangxin
Zhang, Chao
Kostakos, Vassilis
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2021, 33 (03) : 1183 - 1194
[9] A Markov Jump Process Model for Urban Vehicular Mobility: Modeling and Applications
Li, Yong
Jin, Depeng
Wang, Zhaocheng
Hui, Pan
Zeng, Lieguang
Chen, Sheng
IEEE TRANSACTIONS ON MOBILE COMPUTING, 2014, 13 (09) : 1911 - 1926
[10] MARKOV MODEL FOR SOCIAL MOBILITY
FEICHTIN.G
JAHRBUCH FUR SOZIALWISSENSCHAFT, 1971, 22 (03): : 300 - 316

← 1 2 3 4 5 →