Paper Info
Title
Measurement, Analysis and Modeling of Multi-layered Communication Networks
Abstract
Empirical analysis and mathematical modeling have been the foundation for a great deal of network research and have resulted in significant improvements to Internet systems, protocols and practices. Recent progress applying a constantly expanding set of sophisticated statistical tools and mathematical techniques suggests the emergence of a new type of measurement-based networking research that could benefit from a more principled approach for representing, analyzing, and modeling data collected from tomorrow's Internet or other multi-layered communication networks. To this end, we discuss a structured approach to Internet data representation and modeling that provides a framework for systematically applying tools from statistical analysis, signal processing or machine learning, and techniques from mathematical modeling. By respecting the multi-scale (in time, space, and layers) nature of the data, the proposed approach offers critical insights into a number of challenging network research problems. We illustrate the approach with two concrete examples and compare it with alternatives that are based on recent advances in the theory of complex networks.
Year
DOI
Venue
2010
10.1109/COMPENG.2010.36
COMPENG
Keywords
Field
DocType
multi-layered communication networks,mathematical modeling,internet data representation,mathematical technique,internet system,network research problem,principled approach,measurement-based networking research,network research,structured approach,statistical analysis,measurements,complex network,protocols,internet,communication networks,algorithm design and analysis,mathematical model,signal processing,data collection,data models,data representation,machine learning
Data science,Signal processing,Data modeling,Telecommunications network,External Data Representation,Algorithm design,Computer science,Complex network,The Internet,Statistical analysis
Conference
ISBN
Citations 
PageRank 
978-1-4244-5982-7
0
0.34
References 
Authors
3
3
Name
Order
Citations
PageRank
Eugenio Costamagna1344.69
Giordano, S.2729.11
Walter Willinger382391356.85