Cell Model of Multidimensional Networks
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Abstract
Multidimensional networks are a useful modeling paradigm for representing the
newlinemultirelational interactions between entities. Such multirelational interactions
newlinefrequently occur in the application domains of computer networks, social networks
newlineand multi-modal transit networks.
newlineThe thesis incorporates a study of multidimensional networks using both the
newlineexisting and the newly proposed methods. The initial focus is on the connections
newlineof a multidimensional network. The thesis starts with an analysis of the
newlinemeasurement data on the broadband connections of the Indian consumers;
newlinethe analysis is used for understanding the characteristics of network connections.
newlineThe thesis continues with a demonstration of the multidimensional network
newlinemodeling in transit networks. The transit timetable of the Indian Railways
newlinenetwork is analyzed as a multidimensional network. To demonstrate the advantages
newlineof network analysis on the online communities, a structural analysis of
newlinenetwork created from the Internet relay chat (IRC) channel logs is presented.
newlineThe thesis lists some of the limitations of the existing network models. The
newlineexisting network models have nodes and connections as passive entities. The
newlineexisting network models place emphasis on the structural properties of networks;
newlinefunctional and behavioural aspects of networks are not accounted for in
newlinethe existing network models. To overcome these limitations, the thesis proposes
newlinea new network model named the Cell Model. The Cell Model adds functional
newlineand behavioural aspects to the existing structural model of a network. The Cell
newlineModel makes provisions for the modeling of hierarchical networks. The thesis
newlineshows the generality of the Cell Model by showing a representation of the
newlineexisting network models using the Cell Model.
newlineThe utility of the Cell Model has been demonstrated by solving two research
newlineproblems in the areas of network packet traffic analysis and multi-modal transit
newlinescheduling. The Cell Model is used to create a protocol analysis software
newlinenamed Darshini. Darshini has a protocol an