The Utility of Knowledge in Inductive Learning
Machine Learning
C4.5: programs for machine learning
C4.5: programs for machine learning
From data mining to knowledge discovery: an overview
Advances in knowledge discovery and data mining
On Comparing Classifiers: Pitfalls toAvoid and a Recommended Approach
Data Mining and Knowledge Discovery
Detecting Very Early Stages of Dementia from Normal Aging with Machine Learning Methods
AIME '97 Proceedings of the 6th Conference on Artificial Intelligence in Medicine in Europe
Machine Learning Techniques Applied to the Diagnosis of Acute Abdominal Pain
AIME '95 Proceedings of the 5th Conference on Artificial Intelligence in Medicine in Europe: Artificial Intelligence Medicine
Machine Learning Applied to Diagnosis of Sport Injuries
AIME '97 Proceedings of the 6th Conference on Artificial Intelligence in Medicine in Europe
Credal Classification for Dementia Screening
AIME '01 Proceedings of the 8th Conference on AI in Medicine in Europe: Artificial Intelligence Medicine
Artificial Intelligence in Medicine
Hi-index | 0.00 |
This work focused on refining the Cognitive Abilities Screening Instrument (CASI) by selecting a clinically significant subset of tests, and generating simple and useful models for dementia screening in a cross cultural populace. This is a retrospective study of 57 mild-to-moderately demented patients of African-American, Caucasian, Chinese, Hispanic, and Vietnamese origin and an equal number of age matched controls from a cross cultural pool. We used a Knowledge Discovery from Databases (KDD) approach. Decision tree learners (C4.5, CART), rule inducers (C4.5Rules, FOCL) and a reference classifier (Naive Bayes) were the machine learning algorithms used for model building. This study identified a clinically useful subset of CASI, consisting of only twenty Mini Mental State Examination (MMSE) attributes--CASI-MMS-M, saving test time and cost, while maintaining or improving dementia screening accuracy. Also, the machine learning algorithms (in particular C4.5 and CART) gave stable clinically relevant models for the task of screening with CASI-MMSE-M....