Deterministic Finite Automata in the Detection of EEG Spikes and Seizures

被引:0
|
作者
Lewis, Rory A. [1 ]
Shmueli, Doron [1 ]
White, Andrew M. [1 ]
机构
[1] Univ Colorado, Dept Pediat, Denver, CO 80262 USA
关键词
EPILEPTIC SEIZURES; RATS;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This Paper presents a platform to mine epileptiform activity from Electroencephalograms (EEC) by combining the methodologies of Deterministic Finite Automata (DFA) and Knowledge Discovery in Data Mining (KDD) TV-Tree. Mining EEC patterns in human brain dynamics is complex yet necessary for identifying and predicting the transient events that occur before and during epileptic seizures. We believe that an intelligent data analysis of mining EEC Epileptic Spikes can be combined with statistical analysis, signal analysis or KDD to create systems that intelligently choose when to it woke one or more of the aforementioned arts and correctly predict when a person will have a seizure. Herein, we present a correlation platform for using DFA and Action Rules in predicting which interictal spikes within noise are predictors of the clinical onset of a seizure.
引用
收藏
页码:103 / 113
页数:11
相关论文
共 50 条
  • [1] The detection and stabilisation of limit cycle for deterministic finite automata
    Han, Xiaoguang
    Chen, Zengqiang
    Liu, Zhongxin
    Zhang, Qing
    [J]. INTERNATIONAL JOURNAL OF CONTROL, 2018, 91 (04) : 874 - 886
  • [2] BEYOND SPIKES AND SEIZURES: DETECTION OF INTERICTAL EEG ASYMMETRIES IN FOCAL EPILEPSY
    Klooster, D. C. W.
    Vogrin, S.
    Grayden, D. B.
    Cook, M. J.
    [J]. EPILEPSIA, 2011, 52 : 80 - 81
  • [3] Failure Deterministic Finite Automata
    Kourie, Derrick G.
    Watson, Bruce W.
    Cleophas, Loek
    Venter, Fritz
    [J]. PROCEEDINGS OF THE PRAGUE STRINGOLOGY CONFERENCE 2012, 2012, : 28 - 41
  • [4] Deterministic adaptive finite automata
    De Castro Jr., A.A.
    Neto, J.J.
    Pistori, H.
    [J]. IEEE Latin America Transactions, 2007, 5 (07) : 515 - 521
  • [5] Automatic detection of seizures and spikes
    Gotman, J
    [J]. JOURNAL OF CLINICAL NEUROPHYSIOLOGY, 1999, 16 (02) : 130 - 140
  • [6] LEARNING FALLIBLE DETERMINISTIC FINITE AUTOMATA
    RON, D
    RUBINFELD, R
    [J]. MACHINE LEARNING, 1995, 18 (2-3) : 149 - 185
  • [7] Minimal Reversible Deterministic Finite Automata
    Holzer, Markus
    Jakobi, Sebastian
    Kutrib, Martin
    [J]. INTERNATIONAL JOURNAL OF FOUNDATIONS OF COMPUTER SCIENCE, 2018, 29 (02) : 251 - 270
  • [8] The Degree of Irreversibility in Deterministic Finite Automata
    Axelsen, Holger Bock
    Holzer, Markus
    Kutrib, Martin
    [J]. Implementation and Application of Automata, 2016, 9705 : 15 - 26
  • [9] On Parallel Implementations of Deterministic Finite Automata
    Holub, Jan
    Stekr, Stanislav
    [J]. IMPLEMENTATION AND APPLICATION OF AUTOMATA, PROCEEDINGS, 2009, 5642 : 54 - 64
  • [10] Preimage problems for deterministic finite automata
    Berlinkov, Mikhail, V
    Ferens, Robert
    Szykula, Marek
    [J]. JOURNAL OF COMPUTER AND SYSTEM SCIENCES, 2021, 115 : 214 - 234