Simple models for estimating dementia severity using machine learning

Studies in Health Technology and Informatics

Volumn 52, Issue , 1998, Pages 472-476

  Shankle, W R ^a,b   Mania, Subramani ^a   Dick, Malcolm B ^b   Pazzani, Michael J ^a  

^a Ringgold Standard Institution Informatics   (United States)

^b UNIVERSITY OF CALIFORNIA   (United States)

Author keywords

Alzheimer's disease; Clinical Dementia Rating Scale; Dementia Severity; Dementia Staging; Machine Learning

Indexed keywords

ARTIFICIAL INTELLIGENCE; CLOCK AND DATA RECOVERY CIRCUITS (CDR CIRCUITS); LEARNING SYSTEMS; MEDICAL COMPUTING;

ALZHEIMER'S DISEASE; CLASSIFICATION ACCURACY; DEMENTIA SEVERITY; DEMENTIA STAGING; ELECTRONIC MEDICAL RECORD; INTER-RATER RELIABILITIES; RATING SCALE; TWO-STAGE PROCESS;

NEURODEGENERATIVE DISEASES;

ALGORITHM; ARTICLE; ARTIFICIAL INTELLIGENCE; BAYES THEOREM; CLASSIFICATION; COMPUTER ASSISTED DIAGNOSIS; DECISION TREE; DEMENTIA; HOSPITALIZATION; HUMAN; MEDICAL RECORD;

ALGORITHMS; ARTIFICIAL INTELLIGENCE; BAYES THEOREM; DECISION TREES; DEMENTIA; DIAGNOSIS, COMPUTER-ASSISTED; HUMANS; MEDICAL RECORDS SYSTEMS, COMPUTERIZED; SEVERITY OF ILLNESS INDEX;

EID: 80054906677     PISSN: 09269630     EISSN: 18798365     Source Type: Book Series    
DOI: 10.3233/978-1-60750-896-0-472     Document Type: Conference Paper

References (17)

1. Shankle, WR.Mani, S., Pazzani, M., and Smyth, P.Detecting very early stages of dementia from normal aging with machine learning methods.In Keravnou, E, Garbay, C, Baud, R., and Wyatt, J., editors, Lecture Notes in Artificial Intelligence: Artificial Intelligence in Medicine, AIME97, volume 1211, pages 73-85.Springer, 1997.
2. Hughes, CP., Berg, L., Danziger, WL.Coben, LA and Martin, RL.A new clinical scale for The staging of dementia.British Journal of Psychiatry, 140:566-72, June 1982.
3. Burke, WJ., Miller, JP., Rubin, EH., Morris, JC, Coben, LA., Duchek, J., Wittels, IG., Berg, L.Reliability of The Washington University Clinical Dementia Rating.Archives of Neurology, 45(l):31-2, 1988.
4. McCulIa, MM., Coats, M., Van Fleet, N., Duchek, J., Grant, E, and Morris, JC.Reliability of clinical nurse specialists in The staging of dementia.Archives of Neurology, 46(11): 1210-1, Nov, 1989.
5. Gelb, DJ and St.Laurent, RT.Alternative calculation of The global clinical dementia rating.Alzheimer Disease and Associated Disorders, 7(4):202-ll, 1993.
6. Alzheimer's Disease Cooperative Study Unit (Manual).Assignment of Clinical Dementia Rating.Jan, 1994
7. E.L.DeGowin and R.L.DeGowin.Bedside Diagnostic Examination.Macmillan, New York, 7th edition, 1976.
8. Folstein, MF., Folstein, SE., and McHugh, PR.Mini-mental state-A practical method for grading The cognitive state of patients for The clinician.Journal of Psychiatric Research, 12(3): 189-98, Nov, 1975.
9. Welsh, KA., Butters, N., Mohs, RC, Beekly, D., Edland, S., and Fillenbaum, G.The Consortium to Establish A Registry for Alzheimer's Disease (CERAD) Part V-A normative study of The neuropsychological battery.Neurology, 44(4):609-14, Apr, 1994.
10. Prigatano, George P.Wechsler memory scale: A selective review of The literature.Clinical Psychology, 1978.Series title: Archives of The behavioral sciences monograph series; no.54.
11. Wechsler, David.Manual for The Wechsler adult intelligence scale.Psychological Corp, New York, 1955.
12. G McKhann, D Drachman, M Folstein, R Katzman, D Price, and EM Stadlan.Clinical diagnosis of Alzheimer's disease: Report of The NINCDS-ADRDA work group under The auspices of The department of health and human services task force on alzheimer's disease.Neurology, 34(7):93914, Jul 1984.
13. Chui, J.I.Victoroff, D.Margolin, W.Jagust, R.Shankle, .and R.Katzman.Criteria for The diagnosis of ischemic vascular dementia proposed by The state of California Alzheimer's disease diagnostic and treatment centers.Neurology, 42(3):473-80, Mar 1992.
14. R Kohavi, George John, Richard Long, David Manley, and Karl Pfleger.MLC++: A machine learning library in C++.In Tools with Artificial Intelligence, pages 740-743.IEEE Computer Society Press, 1994.
15. JRQuinlan.C4.5: Programs for Machine Learning.Morgan Kaufmann, Los Altos, California, 1993.
16. RO Duda and PE Hart.Pattern Classification and Scene Analysis.John Wiley, New York, 1973.
17. L Brieman, J.H.Friedman, R.A.Olshen, and C.J.Stone.Classification and Regression Trees.Wadsworth, Belmont, 1984.