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WisconsinOriginalBreastCancer Class |
Inheritance HierarchyAccord.DataSetsWisconsinOriginalBreastCancer
Namespace: Accord.DataSets
Assembly: Accord.DataSets (in Accord.DataSets.dll) Version: 3.8.0
SyntaxThe WisconsinOriginalBreastCancer type exposes the following members.
Constructors| Name | Description | |
|---|---|---|
 | WisconsinOriginalBreastCancer |
Prepares the Wisconsin's Breast Cancer dataset.
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Properties| Name | Description | |
|---|---|---|
 | ClassLabels |
Gets the class labels associated with each instance
in Wisconsin's Breast Cancer dataset.
|
| ClassNames |
Gets the class labels in Wisconsin's (Original) Breast Cancer dataset:
"Benign", "Malignant".
|
| Features |
Gets the data instances contained in Wisconsin's Breast Cancer dataset.
|
| InstanceIds |
Gets identifiers for each of the instances contained in Wisconsin's Breast Cancer dataset.
|
| VariableNames |
Gets the variable names in Wisconsin's Breast Cancer dataset:
"Sample code number", "Clump Thickness", "Uniformity of Cell Size",
"Uniformity of Cell Shape", "Marginal Adhesion", "Single Epithelial Cell Size",
"Bare Nuclei", "Bland Chromatin", "Normal Nucleoli", "Mitoses".
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Methods| Name | Description | |
|---|---|---|
| Equals | Determines whether the specified object is equal to the current object. (Inherited from Object.) |
 | Finalize | Allows an object to try to free resources and perform other cleanup operations before it is reclaimed by garbage collection. (Inherited from Object.) |
| GetHashCode | Serves as the default hash function. (Inherited from Object.) |
| GetType | Gets the Type of the current instance. (Inherited from Object.) |
| MemberwiseClone | Creates a shallow copy of the current Object. (Inherited from Object.) |
| ToString | Returns a string that represents the current object. (Inherited from Object.) |
Extension Methods| Name | Description | |
|---|---|---|
 | HasMethod |
Checks whether an object implements a method with the given name.
(Defined by ExtensionMethods.) |
| IsEqual |
Compares two objects for equality, performing an elementwise
comparison if the elements are vectors or matrices.
(Defined by Matrix.) |
| To(Type) | Overloaded.
Converts an object into another type, irrespective of whether
the conversion can be done at compile time or not. This can be
used to convert generic types to numeric types during runtime.
(Defined by ExtensionMethods.) |
| ToT | Overloaded.
Converts an object into another type, irrespective of whether
the conversion can be done at compile time or not. This can be
used to convert generic types to numeric types during runtime.
(Defined by ExtensionMethods.) |
RemarksThis breast cancer databases was obtained from the University of Wisconsin Hospitals, Madison from Dr. William H. Wolberg. If you publish results when using this database, then please include this information in your acknowledgements. Also, please cite one or more of: 1. O. L. Mangasarian and W. H. Wolberg: "Cancer diagnosis via linear programming", SIAM News, Volume 23, Number 5, September 1990, pp 1-18. 2. William H. Wolberg and O.L. Mangasarian: "Multisurface method of pattern separation for medical diagnosis applied to breast cytology", Proceedings of the National Academy of Sciences, U.S.A., Volume 87, December 1990, pp 9193-9196. 3. O. L. Mangasarian, R. Setiono, and W.H. Wolberg: "Pattern recognition via linear programming: Theory and application to medical diagnosis", in: "Large-scale numerical optimization", Thomas F. Coleman and Yuying Li, editors, SIAM Publications, Philadelphia 1990, pp 22-30. 4. K. P. Bennett and O. L. Mangasarian: "Robust linear programming discrimination of two linearly inseparable sets", Optimization Methods and Software 1, 1992, 23-34 (Gordon and Breach Science Publishers).
Each instance has one of 2 possible classes: benign or malignant.
References:
See Also