Applying Mining Techniques to Analyze Vestibular Data

被引:2
|
作者
Mirarchi, Domenico [1 ]
Petrolo, Claudio [3 ]
Canino, Giovanni [1 ]
Vizza, Patrizia [1 ]
Cuomo, Salvatore [2 ]
Chiarella, Giuseppe [1 ,3 ]
Veltri, Pierangelo [1 ]
机构
[1] Univ Catanzaro, Dept Med & Surg Sci, Viale Europa, I-88100 Catanzaro, Italy
[2] Univ Naples Federico II, Dept Math & Applicat, Via Cintia, I-80126 Naples, Italy
[3] Univ Catanzaro, UO Audiol & Phoniatr, Viale Europa, I-88100 Catanzaro, Italy
关键词
vestibular disease; data mining; disease classification; EVOKED MYOGENIC POTENTIALS;
D O I
10.1016/j.procs.2016.09.076
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The vestibular apparatus allows to perform audiological and equilibrium human functions and to capture movements with respect to gravity. Damages to the vestibular system causes diseases that can be measured by using Vestibular Evoked Myogenic Potentials (VEMPs) test. The test produces a lot of data that has to be collected and analyzed to allow a disease study and classification. We propose a framework that includes algorithms able to perform pathology distribution and classification. It has been tested on electronic patient records loaded from the University Hospital database. The software allows to manage the structure and framework and a blind application of one of the available classification techniques shows a relation among gender and vestibular apparatus disease. (C) 2016 Published by Elsevier B.V.
引用
收藏
页码:467 / 472
页数:6
相关论文
共 50 条
  • [1] Applying data mining techniques to analyze alert data
    Shin, M
    Moon, H
    Ryu, K
    Kim, K
    Kim, J
    [J]. WEB TECHNOLOGIES AND APPLICATIONS, 2003, 2642 : 193 - 200
  • [2] Applying data mining techniques to analyze the causes of major occupational accidents in the petrochemical industry
    Cheng, Ching-Wu
    Yao, Hong-Qing
    Wu, Tsung-Chih
    [J]. JOURNAL OF LOSS PREVENTION IN THE PROCESS INDUSTRIES, 2013, 26 (06) : 1269 - 1278
  • [3] Applying Data Mining Techniques in Healthcare
    Ionita, Irina
    Ionita, Liviu
    [J]. STUDIES IN INFORMATICS AND CONTROL, 2016, 25 (03): : 385 - 394
  • [4] Impact of Data Mining Techniques to Analyze Health Care Data
    Saeed, Soobia
    Shaikh, Asadullah
    Memon, Muhammad Ali
    Naqvi, Syed Mehmood Raza
    [J]. JOURNAL OF MEDICAL IMAGING AND HEALTH INFORMATICS, 2018, 8 (04) : 682 - 690
  • [5] Process of applying data mining techniques to XML data
    Nayak, Richi
    [J]. ADVANCES IN INTELLIGENT IT: ACTIVE MEDIA TECHNOLOGY 2006, 2006, 138 : 67 - 72
  • [6] Applying Data Mining Techniques in Cyber Crimes
    Khan, Mohiuddin Ali
    Pradhan, Sateesh Kumar
    Fatima, Huda
    [J]. 2017 2ND INTERNATIONAL CONFERENCE ON ANTI-CYBER CRIMES (ICACC), 2017, : 213 - 216
  • [7] Applying data mining techniques to wafer manufacturing
    Bertino, E
    Catania, B
    Caglio, E
    [J]. PRINCIPLES OF DATA MINING AND KNOWLEDGE DISCOVERY, 1999, 1704 : 41 - 50
  • [8] Applying Data Mining Techniques to Intrusion Detection
    Ng, Jonathon
    Joshi, Deepti
    Banik, Shankar M.
    [J]. 2015 12TH INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY - NEW GENERATIONS, 2015, : 800 - 801
  • [9] Applying Semantic Techniques to Search and Analyze Bug Tracking Data
    Ha Manh Tran
    Christoph Lange
    Georgi Chulkov
    Jürgen Schönwälder
    Michael Kohlhase
    [J]. Journal of Network and Systems Management, 2009, 17 : 285 - 308
  • [10] Applying Semantic Techniques to Search and Analyze Bug Tracking Data
    Tran, Ha Manh
    Lange, Christoph
    Chulkov, Georgi
    Schoenwaelder, Juergen
    Kohlhase, Michael
    [J]. JOURNAL OF NETWORK AND SYSTEMS MANAGEMENT, 2009, 17 (03) : 285 - 308