HUMAN SEIZURE DETECTION USING QUADRATIC RENYI ENTROPY

被引：0

作者：

Feltane, Amal ^{[1
]}

Bartels, G. F. Boudreaux ^{[1
]}

Gaitanis, John ^{[2
]}

Boudria, Yacine ^{[1
]}

Besio, Walter ^{[1
]}

机构：

[1] Univ Rhode Isl, Dept Elect Comp & Biomed Engn, Kingston, RI 02881 USA

[2] Brown Univ, Dept Neurol, Alpert Med Sch, Providence, RI 02912 USA

来源：

2013 6TH INTERNATIONAL IEEE/EMBS CONFERENCE ON NEURAL ENGINEERING (NER) | 2013年

关键词：

EMPIRICAL MODE DECOMPOSITION; ARTIFICIAL NEURAL-NETWORKS; EEG;

D O I：

暂无

中图分类号：

R318 [生物医学工程];

学科分类号：

0831 ;

摘要：

In this study, the quadratic Renyi entropy is applied for seizure detection from human electroencephalography (EEG) signals. Quadratic Renyi entropy was combined with two different methods; the empirical mode decomposition (EMD) and discrete wavelet transform (DWT). The use of these two methods is justified since EEGs are non-linear and non-stationary signals. First, the EEG signal is decomposed into sub-signals using the EMD method or the DWT. Then, the quadratic Renyi entropy is used as an input feature. The k-nearest neighbor (k-NN) classifier algorithm extracted the features with 99.5%-100% accuracy.

引用

页码：815 / 818

页数：4

共 50 条

[1] Statistical inference for the ε-entropy and the quadratic Renyi entropy
Leonenko, Nikolaj
Seleznjev, Oleg
[J]. JOURNAL OF MULTIVARIATE ANALYSIS, 2010, 101 (09) : 1981 - 1994
[2] On the using of Renyi's quadratic entropy for physical layer key generation
Zhan, Furui
Zhao, Zixiang
Chen, Yuhua
Yao, Nianmin
[J]. COMPUTER COMMUNICATIONS, 2019, 137 : 32 - 43
[3] Detection of Congestive Heart Failure using Renyi Entropy
Cornforth, David J.
Jelinek, Herbert F.
[J]. 2016 COMPUTING IN CARDIOLOGY CONFERENCE (CINC), VOL 43, 2016, 43 : 669 - 672
[4] Optimization of quadratic time frequency distributions using the local Renyi entropy information
Saulig, Nicoletta
Orovic, Irena
Sucic, Victor
[J]. SIGNAL PROCESSING, 2016, 129 : 17 - 24
[5] Time-frequency based Renyi entropy of heart rate variability for newborn seizure detection
Malarvili, M. B.
Rankine, L.
Mesbah, M.
Boashash, B.
[J]. 2007 9TH INTERNATIONAL SYMPOSIUM ON SIGNAL PROCESSING AND ITS APPLICATIONS, VOLS 1-3, 2007, : 388 - 391
[6] Detection of transcription factor binding sites using Renyi entropy
Maynou, Joan
Vallverdu, Montserrat
Claria, Francesc
Perera, Alexandre
Caminal, Pere
[J]. 8TH IEEE INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOENGINEERING, VOLS 1 AND 2, 2008, : 601 - +
[7] Improved Pruning Algorithm Using Quadratic Renyi Entropy for LS-SVM Modeling
Wang Peng
Yan Ai-Jun
[J]. PROCEEDINGS OF THE 2012 24TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC), 2012, : 3471 - 3474
[8] Portfolio Selection in the Credibilistic Framework Using Renyi Entropy and Renyi Cross Entropy
Yari, Gholanhossein
Sajedi, Alireza
Rahimi, Mohamadtaghi
[J]. INTERNATIONAL JOURNAL OF FUZZY LOGIC AND INTELLIGENT SYSTEMS, 2018, 18 (01) : 78 - 83
[9] HEART MURMURS DETECTION AND CHARACTERIZATION USING WAVELET ANALYSIS WITH RENYI ENTROPY
Daoud, Boutana
Nayad, Kouras
Braham, Barkat
Messaoud, Benidir
[J]. JOURNAL OF MECHANICS IN MEDICINE AND BIOLOGY, 2017, 17 (06)
[10] Hirschman Uncertainty using Renyi, Instead of Shannon, Entropy is Invariant to the Renyi Entropy Order
Ghuman, Kirandeep
DeBrunner, Victor
[J]. 2012 CONFERENCE RECORD OF THE FORTY SIXTH ASILOMAR CONFERENCE ON SIGNALS, SYSTEMS AND COMPUTERS (ASILOMAR), 2012, : 825 - 829

← 1 2 3 4 5 →