Direct-to-Patient Survey for Diagnosis of Benign Paroxysmal Positional Vertigo

被引:2
作者
Richburg, Heidi A. [1 ]
Povinelli, Richard J. [1 ]
Friedland, David R. [2 ]
机构
[1] Marquette Univ, Elect & Comp Engn, Milwaukee, WI 53233 USA
[2] Med Coll Wisconsin, Otolaryngol & Commun Sci, Milwaukee, WI 53226 USA
来源
2018 17TH IEEE INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND APPLICATIONS (ICMLA) | 2018年
关键词
decision tree; classi fication; supervised learning; medical application; OTONEUROLOGICAL DATA; CLASSIFICATION;
D O I
10.1109/ICMLA.2018.00056
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Given the high incidence of dizziness and its frequent misdiagnosis, we aim to create a clinical support system to classify the presence or absence of benign paroxysmal positional vertigo with high accuracy and specificity. This paper describes a three-phase study currently underway for classification of benign paroxysmal positional vertigo, which includes diagnosis by a specialist in a clinical setting. Patient background information is collected by a survey on an Android tablet and machine learning techniques are applied for classification. Decision trees and wrappers are employed for their ability to provide information about the question set. One goal of the study is to attain an optimal question set. Each phase of the study presents a unique set and style of questions. Results achieved in the first two phases of the survey indicate that our approach using decision trees with filters or wrappers does a good job of identifying benign paroxysmal positional vertigo.
引用
收藏
页码:332 / 337
页数:6
相关论文
共 15 条
  • [1] Validation of 5-item and 2-item questionnaires in Chinese version of Dizziness Handicap Inventory for screening objective benign paroxysmal positional vertigo
    Chen, Wei
    Shu, Liang
    Wang, Qian
    Pan, Hui
    Wu, Jing
    Fang, Jie
    Sun, Xu-Hong
    Zhai, Yu
    Dong, You-Rong
    Liu, Jian-Ren
    [J]. NEUROLOGICAL SCIENCES, 2016, 37 (08) : 1241 - 1246
  • [2] Management and Modeling of Balance Disorders Using Decision Support Systems: The EMBALANCE Project
    Exarchos, Themis P.
    Bellos, Christos
    Bakola, Iliana
    Kikidis, Dimitris
    Bibas, Athanasios
    Koutsouris, Dimitrios
    Fotiadis, Dimitrios I.
    [J]. GENEDIS 2014: COMPUTATIONAL BIOLOGY AND BIOINFORMATICS, 2015, 820 : 61 - 67
  • [3] Development of a Statistical Model for the Prediction of Common Vestibular Diagnoses
    Friedland, David R.
    Tarima, Sergey
    Erbe, Christy
    Miles, Alexia
    [J]. JAMA OTOLARYNGOLOGY-HEAD & NECK SURGERY, 2016, 142 (04) : 351 - 356
  • [4] CARRUSEL - AN EXPERT SYSTEM FOR VESTIBULAR DIAGNOSIS
    GAVILAN, C
    GALLEGO, J
    GAVILAN, J
    [J]. ACTA OTO-LARYNGOLOGICA, 1990, 110 (3-4) : 161 - 167
  • [5] Diagnosis of the subtype and affected ear of benign paroxysmal positional vertigo using a questionnaire
    Higashi-Shingai, Kayoko
    Imai, Takao
    Kitahara, Tadashi
    Uno, Atsuhiko
    Ohta, Yumi
    Horii, Arata
    Nishiike, Suetaka
    Kawashima, Takayuki
    Hasegawa, Taro
    Inohara, Hidenori
    [J]. ACTA OTO-LARYNGOLOGICA, 2011, 131 (12) : 1264 - 1269
  • [6] Juhola M, 2001, ACTA OTO-LARYNGOL, P50
  • [7] Comparison between diagnoses of human experts and a neurotologic expert system
    Kentala, E
    Auramo, Y
    Juhola, M
    Pyykkö, I
    [J]. ANNALS OF OTOLOGY RHINOLOGY AND LARYNGOLOGY, 1998, 107 (02) : 135 - 140
  • [8] Discovering diagnostic rules from a neurotologic database with genetic algorithms
    Kentala, E
    Laurikkala, J
    Pyykkö, I
    Juhola, M
    [J]. ANNALS OF OTOLOGY RHINOLOGY AND LARYNGOLOGY, 1999, 108 (10) : 948 - 954
  • [9] Kentala E, 1997, ACTA OTO-LARYNGOL, P127
  • [10] Reliability of an anamnestic questionnaire for the diagnosis of benign paroxysmal positional vertigo in the elderly
    Lapenna, Ruggero
    Faralli, Mario
    Del Zompo, Maria Rita
    Cipriani, Laura
    Mobaraki, Puya Dehgani
    Ricci, Giampietro
    [J]. AGING CLINICAL AND EXPERIMENTAL RESEARCH, 2016, 28 (05) : 881 - 888