Identification of generic fuzzy models of the human Central Nervous System control

被引:0
|
作者
Nebot, A [1 ]
Guiot, M [1 ]
Vallverdú, M [1 ]
机构
[1] Univ Politecn Catalunya, Dept Llenguatges & Sistemes Informat, ES-08034 Barcelona, Spain
关键词
fuzzy systems; inductive reasoning; cardiovascular system; model identification; cardiology;
D O I
暂无
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
The aim of this work is to identify generic (multipatient) models of the human Central Nervous System (CNS) control by means of the Fuzzy Inductive Reasoning (FIR) methodology. Previous works on this direction showed that FIR approach was able to capture in a reliable way the dynamic behavior of the CNS control for 5 different patients. For each one of them a fuzzy inductive model was identified. The errors obtained in the validation process were lower than 1%. From the medical perspective, it is very useful to have an available generic model of the CNS control that represents a specific class of patients. In this paper, two different approaches were used that allowed us to obtain a fully generic model and a generic structure model. These models are compared from both the prediction accuracy and the generalization power point of view.
引用
收藏
页码:316 / 323
页数:8
相关论文
共 50 条
  • [21] IDENTIFICATION OF DIHYDROFOLATE-REDUCTASE IN HUMAN CENTRAL-NERVOUS-SYSTEM TUMORS
    ABELSON, HT
    FOSBURG, M
    GORKA, C
    KORNBLITH, P
    LANCET, 1978, 1 (8057): : 184 - 185
  • [22] Simulated annealing for automated definition of fuzzy sets in human central nervous system modeling
    Mugica, F
    Nebot, A
    PROGRESS IN PATTERN RECOGNITION, SPEECH AND IMAGE ANALYSIS, 2003, 2905 : 545 - 553
  • [23] In vitro and animal models of human immunodeficiency virus infection of the central nervous system
    Nesbit, CE
    Schwartz, SA
    CLINICAL AND DIAGNOSTIC LABORATORY IMMUNOLOGY, 2002, 9 (03) : 515 - 524
  • [24] Parasitoses of the human central nervous system
    Finsterer, J.
    Auer, H.
    JOURNAL OF HELMINTHOLOGY, 2013, 87 (03) : 257 - 270
  • [25] THE CHOLINESTERASES OF THE HUMAN CENTRAL NERVOUS SYSTEM
    ORD, MG
    THOMPSON, RHS
    BIOCHEMICAL JOURNAL, 1952, 50 (05) : R32 - R33
  • [26] CRITERIA FOR IDENTIFICATION OF A CENTRAL NERVOUS SYSTEM TRANSMITTER
    WERMAN, R
    COMPARATIVE BIOCHEMISTRY AND PHYSIOLOGY, 1966, 18 (04): : 745 - &
  • [27] Human anelloviruses and the central nervous system
    Maggi, Fabrizio
    Bendinelli, Mauro
    REVIEWS IN MEDICAL VIROLOGY, 2010, 20 (06) : 392 - 407
  • [28] Aromatase in the human central nervous system
    Sasano, H
    Takahashi, K
    Satoh, F
    Nagura, H
    Harada, N
    CLINICAL ENDOCRINOLOGY, 1998, 48 (03) : 325 - 329
  • [29] Plasticity in the human central nervous system
    Cooke, S. F.
    Bliss, T. V. P.
    BRAIN, 2006, 129 : 1659 - 1673
  • [30] Identification and characterization of ε-sarcoglycans in the central nervous system
    Nishiyama, A
    Endo, T
    Takeda, S
    Imamura, M
    MOLECULAR BRAIN RESEARCH, 2004, 125 (1-2): : 1 - 12