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

Astermind Premium - Premium ML Toolkit

export interface EnsembleKernelELMOptions {
    categories: string[];
    kernels?: Array<{
        type: 'rbf' | 'polynomial' | 'linear' | 'sigmoid';
        gamma?: number;
        degree?: number;
        coef0?: number;
        weight?: number;
    }>;
    votingType?: 'majority' | 'weighted' | 'average';
    activation?: 'relu' | 'tanh' | 'sigmoid' | 'linear';
    maxLen?: number;
    useTokenizer?: boolean;
}
export interface EnsembleKernelELMResult {
    label: string;
    prob: number;
    votes?: number;
    confidence?: number;
}
/**
 * Ensemble Kernel ELM
 * Features:
 * - Multiple KELM models with different kernels
 * - Voting/weighted combination
 * - Diversity promotion
 * - Robust predictions
 */
export declare class EnsembleKernelELM {
    private models;
    private categories;
    private options;
    private trained;
    constructor(options: EnsembleKernelELMOptions);
    /**
     * Train ensemble
     */
    train(X: number[][], y: number[] | string[]): void;
    /**
     * Predict with ensemble voting
     */
    predict(X: number[] | number[][], topK?: number): EnsembleKernelELMResult[];
    /**
     * Combine predictions from multiple models
     */
    private _combinePredictions;
}
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