公开数据集
数据结构 ? 0.35M
Data Structure ?
* 以上分析是由系统提取分析形成的结果,具体实际数据为准。
README.md
Sources:
(a) Original owners od Database:
-- 1. H. Altay Guvenir, PhD.,
Bilkent University,
Department of Computer Engineering and Information Science,
06533 Ankara, Turkey
Phone: +90 (312) 266 4133
Email: guvenir@cs.bilkent.edu.tr
-- 2. Burak Acar, M.S.,
Bilkent University,
EE Eng. Dept.
06533 Ankara, Turkey
Email: buraka@ee.bilkent.edu.tr
-- 2. Haldun Muderrisoglu, M.D., Ph.D.,
Baskent University,
School of Medicine
Ankara, Turkey
(b) Donor: H. Altay Guvenir
Bilkent University,
Department of Computer Engineering and Information Science,
06533 Ankara, Turkey
Phone: +90 (312) 266 4133
Email: guvenir@cs.bilkent.edu.tr
(c) Date: January, 1998
Past Usage:
1. H. Altay Guvenir, Burak Acar, Gulsen Demiroz, Ayhan Cekin
"A Supervised Machine Learning Algorithm for Arrhythmia Analysis"
Proceedings of the Computers in Cardiology Conference,
Lund, Sweden, 1997.
The aim is to determine the type of arrhythmia from
the ECG recordings.
Relevant Information:
This database contains 279 attributes, 206 of which are linear
valued and the rest are nominal.
Concerning the study of H. Altay Guvenir: "The aim is to distinguish
between the presence and absence of cardiac arrhythmia and to
classify it in one of the 16 groups. Class 01 refers to 'normal'
ECG classes 02 to 15 refers to different classes of arrhythmia
and class 16 refers to the rest of unclassified ones. For the
time being, there exists a computer program that makes such a
classification. However there are differences between the
cardiolog's and the programs classification. Taking the
cardiolog's as a gold standard we aim to minimise this difference
by means of machine learning tools."
The names and id numbers of the patients were recently
removed from the database.
Number of Instances: 452
Number of Attributes: 279
Class Distribution:
Database: Arrhythmia
Class code : Class : Number of instances:
01 Normal 245
02 Ischemic changes (Coronary Artery Disease) 44
03 Old Anterior Myocardial Infarction 15
04 Old Inferior Myocardial Infarction 15
05 Sinus tachycardy 13
06 Sinus bradycardy 25
07 Ventricular Premature Contraction (PVC) 3
08 Supraventricular Premature Contraction 2
09 Left bundle branch block 9
10 Right bundle branch block 50
11 1. degree AtrioVentricular block 0
12 2. degree AV block 0
13 3. degree AV block 0
14 Left ventricule hypertrophy 4
15 Atrial Fibrillation or Flutter 5
16 Others 22
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