Extracting Commuting Patterns in Railway Networks through Matrix Decompositions

被引：0

作者：

Jere, Shashank ^{[1
]}

Dauwels, Justin ^{[1
]}

Asif, Muhammad Tayyab ^{[1
]}

Mitrovic, Nikola ^{[1
]}

Cichocki, Andrzej ^{[2
]}

Jaillet, Patrick ^{[3
,4
]}

机构：

[1] Nanyang Technol Univ, Sch Elect & Elect Engn, Singapore, Singapore

[2] RIKEN, Lab Adv Brain Signal Proc, Wako, Saitama, Japan

[3] MIT, Lab Informat & Decis Syst, Cambridge, MA 02139 USA

[4] Singapore MIT Alliance Res & Technol, Ctr Future Urban Mobil, Singapore, Singapore

来源：

2014 13TH INTERNATIONAL CONFERENCE ON CONTROL AUTOMATION ROBOTICS & VISION (ICARCV) | 2014年

基金：

新加坡国家研究基金会;

关键词：

ORIGIN-DESTINATION MATRICES;

D O I：

暂无

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

With the rise in the population of the world's cities, understanding the dynamics of commuters' transportation patterns has become crucial in the planning and management of urban facilities and services. In this study, we analyze how commuter patterns change during different time instances such as between weekdays and weekends. To this end, we propose two data mining techniques, namely Common Orthogonal Basis Extraction (COBE), and Joint and Individual Variation Explained (JIVE) for Integrated Analysis of Multiple Data Types and apply them to smart card data available for passengers in Singapore. We also discuss the issues of model selection and interpretability of these methods. The joint and individual patterns can help transportation companies optimize their resources in light of changes in commuter mobility behavior.

引用

页码：541 / 546

页数：6

共 50 条

[41] Quantitative analysis of tumor matrix patterns through statistical and topological texture features
Nagarajan, Mahesh B.
Han, Xiaoxing
Huber, Markus B.
Foster, Thomas H.
Brown, Edward B.
Wismueller, Axel
[J]. MEDICAL IMAGING 2011: BIOMEDICAL APPLICATIONS IN MOLECULAR, STRUCTURAL, AND FUNCTIONAL IMAGING, 2011, 7965
[42] OPTIMIZATION OF THE OFFSET PATTERNS OF ROAD NETWORKS THROUGH THE DECOMPOSITION PRINCIPLE.
Hisai, Mamoru
[J]. 1600,
[43] Extracting regularities in space and time through a cascade of prediction networks: The case of a mobile robot navigating in a structured environment
Nolfi, S
Tani, J
[J]. CONNECTION SCIENCE, 1999, 11 (02) : 125 - 148
[44] Predicting traction return current in electric railway systems through physics-informed neural networks
Kapoor, Taniya
Wang, Hongrui
Nunez, Alfredo
Dollevoet, Rolf
[J]. 2022 IEEE SYMPOSIUM SERIES ON COMPUTATIONAL INTELLIGENCE (SSCI), 2022, : 1460 - 1468
[45] THE ROLE OF MATRIX MECHANICAL-STRESS IN SWELLING EQUILIBRIUM AND TRANSPORT THROUGH NETWORKS
SILBERBERG, A
[J]. MACROMOLECULES, 1980, 13 (03) : 742 - 748
[46] An algorithm for extracting the phase of the fringe patterns with its applications to three-dimensional imaging through FPGA based implementation
Mazinan, A. H.
Esmaeili, A.
[J]. 2016 INTERNATIONAL CONFERENCE ON INDUSTRIAL INFORMATICS AND COMPUTER SYSTEMS (CIICS), 2016,
[47] Color-Patterns to Architecture Conversion through Conditional Generative Adversarial Networks
Navarro-Mateu, Diego
Carrasco, Oriol
Nieves, Pedro Cortes
[J]. BIOMIMETICS, 2021, 6 (01) : 1 - 20
[48] Patterns of dispersal through stream networks respond simply to multiple structural modifications
Webb, J. A.
Padgham, M.
[J]. 18TH WORLD IMACS CONGRESS AND MODSIM09 INTERNATIONAL CONGRESS ON MODELLING AND SIMULATION: INTERFACING MODELLING AND SIMULATION WITH MATHEMATICAL AND COMPUTATIONAL SCIENCES, 2009, : 1809 - 1815
[49] Efficient Data Transmission of Wireless Sensor Networks Through Compressive Sensing and Matrix Completion
Li, Chengtie
Wang, Jinkuan
Li, Mingwei
[J]. INTERNATIONAL JOURNAL OF WIRELESS INFORMATION NETWORKS, 2016, 23 (02) : 135 - 140
[50] Fast and accurate inference of gene regulatory networks through robust precision matrix estimation
Passemiers, Antoine
Moreau, Yves
Raimondi, Daniele
[J]. BIOINFORMATICS, 2022, 38 (10) : 2802 - 2809

← 1 2 3 4 5 →