@astermind/astermind-premium/dist/elm/tensor-kernel-elm.d.ts

Astermind Premium - Premium ML Toolkit

export interface TensorKernelELMOptions {
    categories: string[];
    tensorRank?: number;
    modes?: number[];
    kernel?: 'rbf' | 'polynomial' | 'linear' | 'sigmoid';
    gamma?: number;
    degree?: number;
    coef0?: number;
    activation?: 'relu' | 'tanh' | 'sigmoid' | 'linear';
}
export interface TensorKernelELMResult {
    label: string;
    prob: number;
    tensorFactors?: number[][][];
}
/**
 * Tensor Kernel ELM
 * Features:
 * - Multi-dimensional kernel learning
 * - Tensor factorization
 * - Multi-modal data fusion
 * - Complex relationship modeling
 */
export declare class TensorKernelELM {
    private kelm;
    private categories;
    private options;
    private trained;
    private tensorFactors;
    constructor(options: TensorKernelELMOptions);
    /**
     * Train on tensor data
     */
    train(X: number[][][] | number[][], y: number[] | string[]): void;
    /**
     * Reshape 2D data to 3D tensors
     */
    private _reshapeToTensors;
    /**
     * Factorize tensors using CP decomposition
     */
    private _factorizeTensors;
    /**
     * Extract features from tensor factorization
     */
    private _extractTensorFeatures;
    /**
     * Predict on tensor data
     */
    predict(X: number[][][] | number[][], topK?: number): TensorKernelELMResult[];
}
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