arrow
Return

Jensen-discrete information generating function with an application to image processing

delete2023-02-03
delete7
PRE
AI
O
Omid Kharazmi *
N
N. Balakrishnan
D
Deniz Özonur
DOI:10.1007/s00500-023-07863-0delete
deleteOriginal
deleteOriginal request for help
deleteShare
deleteSave
Abstract

Abstract

En 中文
In this work, we first consider the discrete version of information generating function and develop some new results for it. We then propose Jensen-discrete information generating (JDIG) function as a generalized measure, which is connected to Shannon entropy, fractional Shannon entropy, Gini-Simpson index (Gini entropy), extropy, Jensen-Shannon entropy, Jensen-Gini-Simpson index and Jensen-extropy measures. Finally, for illustrative purpose, we use a real example from image processing and provide some numerical results in terms of the Jensen-discrete information generating function and demonstrate that the JDIG measure introduced here is an useful criteria for measuring similarity between two images.
Keywords:
Information generating function
Shannon entropy
Jensen-Shannon entropy
Gini entropy
Extropy
Image processing

Journal

Soft Computing cover
Soft Computing
IF:
2.5
Papers:
1.0W
Citations:
2.1W

Organization

V
Vali-e-Asr University of Rafsanjan
Scholars:
701
Papers: 665
Citations: 0
G
Gazi University
Scholars:
9.5K
Papers: 7.5K
Citations: 5.0K
M
McMaster University
Scholars:
3.6W
Papers: 3.3W
Citations: 4.4W
researcher View more organizations
Cited Papers

Cited Papers

Quantification of thermal conductivity uncertainty for basin modeling
err2019-08-01
err0
PREAI
errPatrick Elison; Jan Niederau; Christian Vogt; Christoph Clauser
errShare
errSave
Extropy: Complementary Dual of Entropy
err2015-02-01
err219
errOAAI
errLad, Frank; Sanfilippo, Giuseppe; Agro, Gianna
errShare
errSave
errShare
errSave
Exponential negation of a probability distribution
err2022-01-26
err31
errOAAI
errWu, Qinyuan; Deng, Yong; Xiong, Neal
errShare
errSave
CRP Levels in Viral Hepatitis: A Meta-Analysis Study
err2020-11-23
err0
errOAAI
errSukhpal Singh; Abhishek Bansal; Pardeep Kumar
errShare
errSave
researcher View more