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new-thyroid.names
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new-thyroid.names
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1. Title of Database:
Thyroid gland data. ('normal', hypo and hyper functioning)
2. Sources:
(a) Original owner
Danny Coomans, Dept. of Maths. and Stats., James Cook University,
Townsville 4811, Australia. email: [email protected]
(b) Donor of database
Stefan Aeberhard, Dept. of Comp. Science, James Cook University,
Townsville 4811, Australia. email: [email protected]
(c) Date received
July, 1992
3. Past Usage:
- (a) Coomans, D., Broeckaert, M. Jonckheer M. and Massart D.L.,
"Comparison of Multivariate Discriminant Techniques for
Clinical Data - Application to the Thyroid Functional State",
Meth. Inform. Med. 22 (1983) pp. 93-101.
(b) The data was used for comparing 16 different discriminant
techniques, each trying to predict the state of the
thyroid gland.
- (a) Coomans, D. and I. Broeckaert, "Potential Pattern Recognition
in Cemical and Medical Decision Making", Research Studies Press,
Letchworth, England.
(b) Uses the data to compare different different kernel density
methods. Some achieve 100% correct classification.
4. Relevant Information Paragraph:
Five lab. tests are used to try to predict whether a patient's
thyroid to the class euthyroidism, hypothyroidism or
hyperthyroidism. The diagnosis (the class label) was based
on a complete medical record, including anamnesis, scan etc.
5. Number of Instances
215
6. Number of Attributes
5
7. For Each Attribute: (please give both acronym and full name if both exist)
Attr. no :
1: Class attribute (1 = normal, 2 = hyper, 3 = hypo)
2: T3-resin uptake test. (A percentage)
3: Total Serum thyroxin as measured by the isotopic
displacement method.
4: Total serum triiodothyronine as measured by radioimmuno
assay.
5: basal thyroid-stimulating hormone (TSH) as measured by
radioimmuno assay.
6: Maximal absolute difference of TSH value after injection of
200 micro grams of thyrotropin-releasing hormone as compared
to the basal value.
All attributes are continuous.
(Note, there is a slight possibility of having the
attribute numbers mixed up, see [2a] if it matters.)
8. Missing Attribute Values: how many per each attribute?
None
9. Class Distribution: number of instances per class
Class 1: (normal) 150
Class 2: (hyper) 35
Class 3: (hypo) 30