Liew Chin Ying, Labadin Jane, Kok Woon Chee, Eze Monday Okpoto
Mathematical Sciences Studies, College of Computing, Informatics and Media, Universiti Teknologi MARA, Sarawak Branch, 94300 Kota Samarahan, Sarawak, Malaysia.
Faculty of Computer Science and Information Technology, Universiti Malaysia Sarawak, 94300 Kota Samarahan, Sarawak, Malaysia.
Appl Netw Sci. 2023;8(1):6. doi: 10.1007/s41109-023-00533-y. Epub 2023 Jan 17.
The graph-theoretic based studies employing bipartite network approach mostly focus on surveying the statistical properties of the structure and behavior of the network systems under the domain of complex network analysis. They aim to provide the big-picture-view insights of a networked system by looking into the dynamic interaction and relationship among the vertices. Nonetheless, incorporating the features of individual vertex and capturing the dynamic interaction of the heterogeneous local rules governing each of them in the studies is lacking. The methodology in achieving this could hardly be found. Consequently, this study intends to propose a methodology framework that considers the influence of heterogeneous features of each node to the overall network behavior in modeling real-world bipartite network system. The proposed framework consists of three main stages with principal processes detailed in each stage, and three libraries of techniques to guide the modeling activities. It is iterative and process-oriented in nature and allows future network expansion. Two case studies from the domain of communicable disease in epidemiology and habitat suitability in ecology employing this framework are also presented. The results obtained suggest that the methodology could serve as a generic framework in advancing the current state of the art of bipartite network approach.
基于图论并采用二分网络方法的研究主要聚焦于在复杂网络分析领域中考察网络系统结构与行为的统计特性。它们旨在通过研究顶点之间的动态交互和关系,来提供对网络系统的全景洞察。然而,在这些研究中,缺乏纳入单个顶点的特征以及捕捉支配每个顶点的异构局部规则的动态交互。实现这一点的方法很难找到。因此,本研究旨在提出一种方法框架,该框架在对现实世界的二分网络系统进行建模时,考虑每个节点的异构特征对整体网络行为的影响。所提出的框架由三个主要阶段组成,每个阶段都详细说明了主要过程,以及三个技术库来指导建模活动。它本质上是迭代的且以过程为导向,并允许未来的网络扩展。还展示了来自流行病学中传染病领域和生态学中栖息地适宜性领域的两个使用此框架的案例研究。所获得的结果表明,该方法可以作为推进二分网络方法当前技术水平的通用框架。