Title
Point Information Gain and Multidimensional Data Analysis.
Abstract
We generalize the point information gain (PIG) and derived quantities, i.e., point information gain entropy (PIE) and point information gain entropy density (PIED), for the case of the Renyi entropy and simulate the behavior of PIG for typical distributions. We also use these methods for the analysis of multidimensional datasets. We demonstrate the main properties of PIE/PIED spectra for the real data with the examples of several images and discuss further possible utilizations in other fields of data processing.
Year
DOI
Venue
2016
10.3390/e18100372
ENTROPY
Keywords
Field
DocType
point information gain (PIG),Renyi entropy,data processing
Mathematical optimization,Data processing,Multidimensional analysis,Rényi entropy,Information gain,Information diagram,Statistics,Mathematics
Journal
Volume
Issue
Citations 
18
10
4
PageRank 
References 
Authors
0.56
9
6
Name
Order
Citations
PageRank
Renata Rychtáriková1135.67
Jan Korbel250.99
Petr Machácek371.62
Petr Císar4259.86
Jan Urban594.26
Dalibor Štys63411.17