Class SemiSupervisedKMeansModel

semi-supervised k-means model

Hierarchy

KMeansBase
- SemiSupervisedKMeansModel

Index

Constructors

Properties

_centroids _classes

Accessors

categories centroids size

Methods

_distance _mean add clear fit init predict

Constructors

constructor

new SemiSupervisedKMeansModel(): SemiSupervisedKMeansModel
Returns SemiSupervisedKMeansModel
Inherited from KMeansBase.constructor

Properties

_centroids

_centroids: any[]

_classes

_classes: any[]

Accessors

categories

get categories(): any[]
Categories

Returns any[]
- Defined in lib/model/kmeans.d.ts:44

centroids

get centroids(): number[][]
Centroids

Returns number[][]
Inherited from KMeansBase.centroids
- Defined in lib/model/kmeans.d.ts:77

size

get size(): number
Number of clusters.

Returns number
Inherited from KMeansBase.size
- Defined in lib/model/kmeans.d.ts:82

Methods

_distance

_distance(a: any, b: any): number
Parameters
- a: any
- b: any
Returns number
Inherited from KMeansBase._distance
- Defined in lib/model/kmeans.d.ts:83

_mean

_mean(d: any): number[]
Parameters
- d: any
Returns number[]
- Defined in lib/model/kmeans.d.ts:45

add

add(): void
Add a new cluster.

Returns void
Added centroid
Overrides KMeansBase.add
- Defined in lib/model/kmeans.d.ts:53

clear

clear(): void
Clear all clusters.

Returns void
Inherited from KMeansBase.clear
- Defined in lib/model/kmeans.d.ts:93

fit

fit(datas: number[][], labels: any[]): number
Fit and returns total distance the centroid has moved.
Parameters
- datas: number[][]
  Training data
- labels: any[]
  Target values
Returns number
Total distance the centroid has moved
Overrides KMeansBase.fit
- Defined in lib/model/kmeans.d.ts:60

init

init(datas: number[][], labels: any[]): void
Initialize model.
Parameters
- datas: number[][]
  Training data
- labels: any[]
  Target values
Returns void
- Defined in lib/model/kmeans.d.ts:51

predict

predict(datas: number[][]): any[]
Returns predicted categories.
Parameters
- datas: number[][]
  Sample data
Returns any[]
Predicted values
Overrides KMeansBase.predict
- Defined in lib/model/kmeans.d.ts:66