Paroxysmal atrial fibrillation prediction application using genetic algorithms

作者: Sonia Mota , Eduardo Ros , Francisco de Toro , Julio Ortega

DOI: 10.1007/3-540-44864-0_105

关键词: Task (project management)Data miningGenetic algorithmComputer scienceLine (geometry)Paroxysmal atrial fibrillationSet (abstract data type)

摘要: Paroxysmal Atrial Fibrillation (PAF) prediction viability is a line of research currently being investigated. The definition new valid parameters for this task may generate various heterogeneous features. Genetic Algorithms (GAs) automatically find set to maximize the diagnosis capabilities scheme based on K-nearest neighbours algorithm. This an efficient way generating number possible solutions problem PAF prediction. present paper illustrates how GAs, rather than statistical study database can be used select giving best classification rates.

参考文章(12)
Samir W. Mahfoud, A Comparison of Parallel and Sequential Niching Methods international conference on genetic algorithms. pp. 136- 143 ,(1995)
Josef Kittler, Pierre A. Devijver, Pattern recognition : a statistical approach Prentice/Hall International. ,(1982)
Katerina Hnatkova, Johan E.P. Waktare, Francis D. Murgatroyd, Xiaohua Guo, Xie Baiyan, A.John Camm, Marek Malik, Analysis of the cardiac rhythm preceding episodes of paroxysmal atrial fibrillation American Heart Journal. ,vol. 135, pp. 1010- 1019 ,(1998) , 10.1016/S0002-8703(98)70066-3
Saila Vikman, Timo H. Mäkikallio, Sinikka Yli-Mäyry, Sirkku Pikkujämsä, Anna-Maija Koivisto, Pekka Reinikainen, K. E. Juhani Airaksinen, Heikki V. Huikuri, Altered Complexity and Correlation Properties of R-R Interval Dynamics Before the Spontaneous Onset of Paroxysmal Atrial Fibrillation Circulation. ,vol. 100, pp. 2079- 2084 ,(1999) , 10.1161/01.CIR.100.20.2079
David Amar, Nancy Roistacher, Hao Zhang, Michael S. Baum, Ilana Ginsburg, Jonathan S. Steinberg, Signal-averaged P-wave duration does not predict atrial fibrillation after thoracic surgery. Anesthesiology. ,vol. 91, pp. 16- 23 ,(1999) , 10.1097/00000542-199907000-00007
P Petersen, J Godtfredsen, Embolic complications in paroxysmal atrial fibrillation. Stroke. ,vol. 17, pp. 622- 626 ,(1986) , 10.1161/01.STR.17.4.622
Airlie Cameron, Miles J. Schwartz, Richard A. Kronmal, Andrzej S. Kosinski, Prevalence and significance of atrial fibrillation in coronary artery disease (CASS registry) American Journal of Cardiology. ,vol. 61, pp. 714- 717 ,(1988) , 10.1016/0002-9149(88)91053-3
Thomas Back, Ulrich Hammel, H-P Schwefel, Evolutionary computation: comments on the history and current state IEEE Transactions on Evolutionary Computation. ,vol. 1, pp. 3- 17 ,(1997) , 10.1109/4235.585888
B. Sareni, L. Krahenbuhl, Fitness sharing and niching methods revisited IEEE Transactions on Evolutionary Computation. ,vol. 2, pp. 97- 106 ,(1998) , 10.1109/4235.735432
Naoko Ishimoto, Makoto Ito, Masahiko Kinoshita, Signal-averaged P-wave abnormalities and atrial size in patients with and without idiopathic paroxysmal atrial fibrillation. American Heart Journal. ,vol. 139, pp. 684- 689 ,(2000) , 10.1016/S0002-8703(00)90048-6