Title
A Generalized Methodology for Data Analysis.
Abstract
Based on a critical analysis of data analytics and its foundations, we propose a functional approach to estimate data ensemble properties, which is based entirely on the empirical observations of discrete data samples and the relative proximity of these points in the data space and hence named empirical data analysis (EDA). The ensemble functions include the nonparametric square centrality (a meas...
Year
DOI
Venue
2018
10.1109/TCYB.2017.2753880
IEEE Transactions on Cybernetics
Keywords
Field
DocType
Data analysis,Random variables,Probability density function,Cybernetics,Graph theory,Data mining
Graph theory,Random variable,Data analysis,Inference,Algorithm,Nonparametric statistics,Artificial intelligence,Probability density function,Mathematics,Machine learning,Estimator,Randomness
Journal
Volume
Issue
ISSN
48
10
2168-2267
Citations 
PageRank 
References 
14
0.59
2
Authors
3
Name
Order
Citations
PageRank
Plamen P. Angelov147327.83
Xiaowei Gu29910.96
José C. Principe3465.08