Identification of Spatial Dynamic Patterns of Behavior Using Weighted Voronoi Diagrams

被引:2
作者
Lorena Avendano-Garrido, Martha [1 ]
Alberto Hernandez-Linares, Carlos [1 ]
Zarahi Medina-Perez, Brenda [1 ]
Hernandez, Varsovia [2 ]
Toledo, Porfirio [1 ]
Leon, Alejandro [2 ]
机构
[1] Univ Veracruzana, Fac Matemat, Xalapa, Veracruz, Mexico
[2] Univ Veracruzana, Ctr Invest Biomed, Xalapa, Veracruz, Mexico
来源
PATTERN RECOGNITION, MCPR 2024 | 2024年 / 14755卷
关键词
Weighted Voronoi diagrams; Behavior Analysis; Spatial Dynamics Behavior Analysis;
D O I
10.1007/978-3-031-62836-8_1
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This study proposes an innovative approach to analyze spatial patterns of behavior by integrating information in weighted Voronoi diagrams. The objective of the research is to analyze the temporal distribution of an experimental subject in different regions of a given space, with the aim of identifying significant areas of interest. The methodology employed involves dividing the experimental space, determining representative points, and assigning weights based on the cumulative time the subject spends in each region. This process results in a set of generator points along with their respective weights, thus defining the Voronoi diagram. The study also presents a detailed and advanced perspective for understanding spatial behavioral patterns in experimental contexts.
引用
收藏
页码:3 / 12
页数:10
相关论文
共 14 条
[1]   AN OPTIMAL ALGORITHM FOR CONSTRUCTING THE WEIGHTED VORONOI DIAGRAM IN THE PLANE [J].
AURENHAMMER, F ;
EDELSBRUNNER, H .
PATTERN RECOGNITION, 1984, 17 (02) :251-257
[2]  
Aurenhammer F., 2013, VORONOI DIAGRAMS DEL, DOI [10.1142/8685, DOI 10.1142/8685]
[3]  
Boots B., 2009, Spatial Tessellations: Concepts and Applications of Voronoi Diagrams
[4]   The development of metrics for measuring the level of symmetry in team formation and ball movement flow, and their association with performance [J].
Eliakim, Eyal ;
Morgulev, Elia ;
Lidor, Ronnie ;
Munk, Orin ;
Meckel, Yoav .
SCIENCE AND MEDICINE IN FOOTBALL, 2022, 6 (02) :189-202
[5]  
Gallier J., 2017, Aspects of Convex Geometry Polyhedra, Linear Programming, Shellings, Voronoi Diagrams, Delaunay Triangulations, V9104, P31
[6]   Spatio-Temporal Analysis of Team Sports [J].
Gudmundsson, Joachim ;
Horton, Michael .
ACM COMPUTING SURVEYS, 2017, 50 (02)
[7]  
Leon A., 2020, Revista Mexicana de An alisis de la Conducta, V46, P222
[8]   Beyond Single Discrete Responses: An Integrative and Multidimensional Analysis of Behavioral Dynamics Assisted by Machine Learning [J].
Leon, Alejandro ;
Hernandez, Varsovia ;
Lopez, Juan ;
Guzman, Isiris ;
Quintero, Victor ;
Toledo, Porfirio ;
Lorena Avendano-Garrido, Martha ;
Hernandez-Linares, Carlos A. ;
Escamilla, Esteban .
FRONTIERS IN BEHAVIORAL NEUROSCIENCE, 2021, 15
[9]   Ecological Location of a Water Source and Spatial Dynamics of Behavior Under Temporally Scheduled Water Deliveries in a Modified Open-Field System: An Integrative Approach [J].
Leon, Alejandro ;
Hernandez, Varsovia ;
Huerta, Ursula ;
Hernandez-Linares, Carlos Alberto ;
Toledo, Porfirio ;
Avendano Garrido, Martha Lorena ;
Escamilla Navarro, Esteban ;
Guzman, Isiris .
FRONTIERS IN PSYCHOLOGY, 2020, 11
[10]   Using social media to characterize urban mobility patterns: State-of-the-art survey and case-study [J].
Manca, Matteo ;
Boratto, Ludovico ;
Morell Roman, Victor ;
Martori i Gallissà, Oriol ;
Kaltenbrunner, Andreas .
Online Social Networks and Media, 2017, 1 :56-69