@saehrimnir/druidjs / LSP

Class: LSP<T>

Defined in: dimred/LSP.js:23

Least Square Projection (LSP)

A dimensionality reduction technique that uses a small set of control points (projected with MDS) to define the projection for the rest of the data using a Laplacian-based optimization.

Template

Extends

• DR

Type Parameters

Type Parameter	Description
T extends InputType

Constructors

Constructor

new LSP<T>(X: T, parameters?: Partial<ParametersLSP>): LSP<T>;

Defined in: dimred/LSP.js:31

Least Squares Projection.

Parameters

Parameter	Type	Description
X	T	The high-dimensional data.
parameters?	Partial<ParametersLSP>	Object containing parameterization of the DR method.

Returns

LSP<T>

See

https://ieeexplore.ieee.org/document/4378370

Overrides

DR.constructor

Properties

Property	Type	Inherited from	Defined in
__input	T	DR.__input	dimred/DR.js:38
_A	Matrix | undefined	-	dimred/LSP.js:93
_b	Matrix | undefined	-	dimred/LSP.js:94
_D	number	DR._D	dimred/DR.js:20
_is_initialized	boolean	DR._is_initialized	dimred/LSP.js:49
_N	number	DR._N	dimred/DR.js:22
_parameters	ParametersLSP	DR._parameters	dimred/DR.js:41
_randomizer	Randomizer	DR._randomizer	dimred/DR.js:24
_type	"array" | "matrix" | "typed"	DR._type	dimred/DR.js:46
X	Matrix	DR.X	dimred/DR.js:48
Y	Matrix	DR.Y	dimred/DR.js:50

Accessors

projection

Get Signature

get projection(): T;

Defined in: dimred/DR.js:211

Returns

T

The projection in the type of input X.

Inherited from

DR.projection

Methods

check_init()

check_init(): DR<T, ParametersLSP>;

Defined in: dimred/DR.js:202

If the respective DR method has an init function, call it before transform.

Returns

DR<T, ParametersLSP>

Inherited from

DR.check_init

---

generator()

abstract generator(...args: unknown[]): Generator<T, T, void>;

Defined in: dimred/DR.js:161

Computes the projection.

Parameters

Parameter	Type	Description
...args	unknown[]	-

Returns

Generator<T, T, void>

The intermediate steps of the projection.

Inherited from

DR.generator

---

init()

init(): LSP<T>;

Defined in: dimred/LSP.js:56

Returns

LSP<T>

Overrides

DR.init

---

parameter()

Call Signature

parameter(): ParametersLSP;

Defined in: dimred/DR.js:74

Get all Parameters.

Returns

ParametersLSP

Inherited from

DR.parameter

Call Signature

parameter<K>(name: K): ParametersLSP[K];

Defined in: dimred/DR.js:80

Get value of given parameter.

Type Parameters

Type Parameter	Description
K extends keyof ParametersLSP

Parameters

Parameter	Type	Description
name	K	Name of the parameter.

Returns

ParametersLSP[K]

Inherited from

DR.parameter

Call Signature

parameter<K>(name: K, value: ParametersLSP[K]): LSP<T>;

Defined in: dimred/DR.js:87

Set value of given parameter.

Type Parameters

Type Parameter	Description
K extends keyof ParametersLSP

Parameters

Parameter	Type	Description
name	K	Name of the parameter.
value	ParametersLSP[K]	Value of the parameter to set.

Returns

LSP<T>

Inherited from

DR.parameter

---

transform()

transform(): T;

Defined in: dimred/LSP.js:104

Computes the projection.

Returns

T

Returns the projection.

Overrides

DR.transform

---

transform_async()

transform_async(...args: unknown[]): Promise<T>;

Defined in: dimred/DR.js:233

Computes the projection.

Parameters

Parameter	Type	Description
...args	unknown[]	Arguments the transform method of the respective DR method takes.

Returns

Promise<T>

The dimensionality reduced dataset.

Inherited from

DR.transform_async

---

generator()

static generator<T>(X: T, parameters?: Partial<ParametersLSP>): Generator<T, T, void>;

Defined in: dimred/LSP.js:133

Type Parameters

Type Parameter	Description
T extends InputType

Parameters

Parameter	Type	Description
X	T	-
parameters?	Partial<ParametersLSP>	-

Returns

Generator<T, T, void>

Overrides

DR.generator

---

transform()

static transform<T>(X: T, parameters?: Partial<ParametersLSP>): T;

Defined in: dimred/LSP.js:122

Type Parameters

Type Parameter	Description
T extends InputType

Parameters

Parameter	Type	Description
X	T	-
parameters?	Partial<ParametersLSP>	-

Returns

T

Overrides

DR.transform

---

transform_async()

static transform_async<T>(X: T, parameters?: Partial<ParametersLSP>): Promise<T>;

Defined in: dimred/LSP.js:145

Type Parameters

Type Parameter	Description
T extends InputType

Parameters

Parameter	Type	Description
X	T	-
parameters?	Partial<ParametersLSP>	-

Returns

Promise<T>

Overrides

DR.transform_async