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| Content Provider | World Health Organization (WHO)-Global Index Medicus |
|---|---|
| Author | Abawajy, Jemal Kelarev, Andrei Chowdhury, Morshed Stranieri, Andrew Jelinek, Herbert F. |
| Description | Country affiliation: Australia Author Affiliation: Abawajy J ( School of Information Technology, Deakin University, 221 Burwood Hwy, VIC 3125, Australia.) |
| Abstract | Cardiovascular autonomic neuropathy (CAN) is a serious and well known complication of diabetes. Previous articles circumvented the problem of missing values in CAN data by deleting all records and fields with missing values and applying classifiers trained on different sets of features that were complete. Most of them also added alternative features to compensate for the deleted ones. Here we introduce and investigate a new method for classifying CAN data with missing values. In contrast to all previous papers, our new method does not delete attributes with missing values, does not use classifiers, and does not add features. Instead it is based on regression and meta-regression combined with the Ewing formula for identifying the classes of CAN. This is the first article using the Ewing formula and regression to classify CAN. We carried out extensive experiments to determine the best combination of regression and meta-regression techniques for classifying CAN data with missing values. The best outcomes have been obtained by the additive regression meta-learner based on M5Rules and combined with the Ewing formula. It has achieved the best accuracy of 99.78% for two classes of CAN, and 98.98% for three classes of CAN. These outcomes are substantially better than previous results obtained in the literature by deleting all missing attributes and applying traditional classifiers to different sets of features without regression. Another advantage of our method is that it does not require practitioners to perform more tests collecting additional alternative features. |
| File Format | HTM / HTML |
| ISSN | 00104825 |
| Issue Number | 10 |
| Volume Number | 43 |
| e-ISSN | 18790534 |
| Journal | Computers in Biology and Medicine |
| Language | English |
| Publisher | Elsevier |
| Publisher Date | 2013-10-01 |
| Publisher Place | United States |
| Access Restriction | One Nation One Subscription (ONOS) |
| Subject Keyword | Discipline Biology Discipline Biomedical Informatics Cardiovascular Diseases Diagnosis Computational Biology Methods Data Mining Diabetic Cardiomyopathies Diabetic Neuropathies Diagnostic Techniques, Cardiovascular Algorithms Artificial Intelligence Databases, Factual Humans Medical Informatics Regression Analysis Reproducibility Of Results Journal Article Research Support, Non-u.s. Gov't |
| Content Type | Text |
| Resource Type | Article |
| Subject | Health Informatics Computer Science Applications |
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