机器学习_Pima Indians Diabetes Data Set(皮马印第安人糖尿病数

Pima Indians Diabetes Data Set(皮马印第安人糖尿病数据集)From National Institute of Diabetes and Digestive and Kidney Diseases; Includes cost data (donated by Peter Turney)

Pima Indians Diabetes Data Set(皮马印第安人糖尿病

数据集)

数据摘要：

From National Institute of Diabetes and Digestive and Kidney Diseases; Includes cost data (donated by Peter Turney)

中文关键词：

机器学习,糖尿病,分类,多变量,UCI,

英文关键词：

Machine Learning,Diabetes,Classification,MultiVarite,UCI,

数据格式：

TEXT

数据用途：

This data is used for classification.

数据详细介绍：

Pima Indians Diabetes Data Set

Abstract:

From National Institute of Diabetes and Digestive and Kidney Diseases; Includes cost data

Pima Indians Diabetes Data Set(皮马印第安人糖尿病数据集)From National Institute of Diabetes and Digestive and Kidney Diseases; Includes cost data (donated by Peter Turney)

Source:

Original Owners:

National Institute of Diabetes and Digestive and Kidney Diseases

Donor of database:

Research Center, RMI Group Leader

Applied Physics Laboratory

The Johns Hopkins University

Johns Hopkins Road

Laurel, MD 20707

(301) 953-6231

Data Set Information:

Several constraints were placed on the selection of these instances from a larger database. In particular, all patients here are females at least 21 years old of Pima Indian heritage. ADAP is an adaptive learning routine that generates and executes digital analogs of perceptron-like devices. It is a unique algorithm; see the paper for details.

Attribute Information:

1. Number of times pregnant

2. Plasma glucose concentration a 2 hours in an oral glucose tolerance test

3. Diastolic blood pressure (mm Hg)

4. Triceps skin fold thickness (mm)

5. 2-Hour serum insulin (mu U/ml)

6. Body mass index (weight in kg/(height in m)^2)

7. Diabetes pedigree function

Pima Indians Diabetes Data Set(皮马印第安人糖尿病数据集)From National Institute of Diabetes and Digestive and Kidney Diseases; Includes cost data (donated by Peter Turney)

8. Age (years)

9. Class variable (0 or 1)

Relevant Papers:

Smith, J.W., Everhart, J.E., Dickson, W.C., Knowler, W.C., & Johannes, R.S. (1988). Using the ADAP learning algorithm to forecast the onset of diabetes mellitus. In Proceedings of the Symposium on Computer Applications and Medical Care} (pp. 261--265). IEEE Computer Society Press.

数据预览：

Pima Indians Diabetes Data Set(皮马印第安人糖尿病数据集)From National Institute of Diabetes and Digestive and Kidney Diseases; Includes cost data (donated by Peter Turney)

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