Same Stats, Different Graphs: Exploring the Space of Graphs in Terms of Graph Properties
Sign Up to like & getrecommendations! Published in 2021 at "IEEE Transactions on Visualization and Computer Graphics"
DOI: 10.1109/tvcg.2019.2946558
Abstract: Data analysts commonly utilize statistics to summarize large datasets. While it is often sufficient to explore only the summary statistics of a dataset (e.g., min/mean/max), Anscombe's Quartet demonstrates how such statistics can be misleading. We… read more here.
Keywords: stats different; graphs; graph properties; different graphs ... See more keywords
Graph Properties of Mass-Difference Networks for Profiling and Discrimination in Untargeted Metabolomics
Sign Up to like & getrecommendations! Published in 2022 at "Frontiers in Molecular Biosciences"
DOI: 10.3389/fmolb.2022.917911
Abstract: Untargeted metabolomics seeks to identify and quantify most metabolites in a biological system. In general, metabolomics results are represented by numerical matrices containing data that represent the intensities of the detected variables. These matrices are… read more here.
Keywords: untargeted metabolomics; mass difference; difference networks; graph properties ... See more keywords
A General Computational Approach for Counting Labeled Graphs
Sign Up to like & getrecommendations! Published in 2022 at "Algorithms"
DOI: 10.3390/a16010016
Abstract: This paper presents a general recursive formula to estimate the number of labeled graphs as well as details to evaluate the formula for the following graph properties: number of edges (graph density), degree sequence, degree… read more here.
Keywords: computational approach; number; labeled graphs; general computational ... See more keywords