Reconstruction of missing data in social networks based on temporal patterns of interactions

被引：61

作者：

Stomakhin, Alexey ^{[1
]}

Short, Martin B. ^{[1
]}

Bertozzi, Andrea L. ^{[1
]}

机构：

[1] Univ Calif Los Angeles, Dept Math, Los Angeles, CA 90024 USA

来源：

INVERSE PROBLEMS | 2011年 / 27卷 / 11期

基金：

美国国家科学基金会;

关键词：

EARTHQUAKE OCCURRENCES; MAXIMUM-LIKELIHOOD; POINT PROCESSES; BEHAVIOR; CRIME;

D O I：

10.1088/0266-5611/27/11/115013

中图分类号：

O29 [应用数学];

学科分类号：

070104 ;

摘要：

We discuss a mathematical framework based on a self-exciting point process aimed at analyzing temporal patterns in the series of interaction events between agents in a social network. We then develop a reconstruction model that allows one to predict the unknown participants in a portion of those events. Finally, we apply our results to the Los Angeles gang network.

引用

页数：15

共 50 条

[1] Missing and spurious interactions and the reconstruction of complex networks
Guimera, Roger
Sales-Pardo, Marta
[J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2009, 106 (52) : 22073 - 22078
[2] Reconstruction of missing data in social network Based on Affinity Propagation
Liu, Rongxin
Liu, Qun
[J]. PROCEEDINGS OF THE 4TH INTERNATIONAL CONFERENCE ON MECHATRONICS, MATERIALS, CHEMISTRY AND COMPUTER ENGINEERING 2015 (ICMMCCE 2015), 2015, 39 : 2483 - 2486
[3] Effects of missing data in social networks
Kossinets, Gueorgi
[J]. SOCIAL NETWORKS, 2006, 28 (03) : 247 - 268
[4] On-line Reconstruction of Missing Data in Sensor/Actuator Networks by Exploiting Temporal and Spatial Redundancy
Alippi, Cesare
Boracchi, Giacomo
Roveri, Manuel
[J]. 2012 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2012,
[5] Smoothing spatio-temporal data with complex missing data patterns
Arnone, Eleonora
Sangalli, Laura M.
Vicini, Andrea
[J]. STATISTICAL MODELLING, 2023, 23 (04) : 327 - 356
[6] Predicting Temporal Social Contact Patterns for Data Forwarding in Opportunistic Mobile Networks
Zhou, Huan
Leung, Victor C. M.
Zhu, Chunsheng
Xu, Shouzhi
Fan, Jialu
[J]. IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2017, 66 (11) : 10372 - 10383
[7] Measuring Temporal Patterns in Dynamic Social Networks
Wei, Wei
Carley, Kathleen M.
[J]. ACM TRANSACTIONS ON KNOWLEDGE DISCOVERY FROM DATA, 2015, 10 (01)
[8] Patterns of Interactions in Complex Social Networks Based on Coloured Motifs Analysis
Musial, Katarzyna
Juszczyszyn, Krzysztof
Gabrys, Bogdan
Kazienko, Przemyslaw
[J]. ADVANCES IN NEURO-INFORMATION PROCESSING, PT II, 2009, 5507 : 607 - +
[9] TSIRP: A Temporal Social Interactions-Based Routing Protocol in Opportunistic Mobile Social Networks
Anh Duong, Dat Van
Kim, Dae-Young
Yoon, Seokhoon
[J]. IEEE ACCESS, 2021, 9 : 72712 - 72729
[10] Accurate spatio-temporal reconstruction of missing data in dynamic scenes
Favorskaya, Margarita
Damov, Mikhail
Zotin, Alexander
[J]. PATTERN RECOGNITION LETTERS, 2013, 34 (14) : 1694 - 1700

← 1 2 3 4 5 →