@astermind/astermind-premium/dist/elm/fuzzy-elm.d.ts

Astermind Premium - Premium ML Toolkit

export interface FuzzyELMOptions {
    categories: string[];
    hiddenUnits?: number;
    fuzzyMembership?: 'triangular' | 'gaussian' | 'trapezoidal';
    fuzzificationLevel?: number;
    activation?: 'relu' | 'tanh' | 'sigmoid' | 'linear';
    maxLen?: number;
    useTokenizer?: boolean;
}
export interface FuzzyELMResult {
    label: string;
    prob: number;
    membership?: number;
    confidence?: number;
}
/**
 * Fuzzy ELM
 * Features:
 * - Fuzzy logic integration
 * - Uncertainty handling
 * - Soft classification
 * - Membership functions
 */
export declare class FuzzyELM {
    private elm;
    private categories;
    private options;
    private trained;
    private membershipParams;
    constructor(options: FuzzyELMOptions);
    /**
     * Train with fuzzy logic
     */
    train(X: number[][], y: number[] | string[]): void;
    /**
     * Fuzzify input features
     */
    private _fuzzifyFeatures;
    /**
     * Fuzzify a single value
     */
    private _fuzzifyValue;
    /**
     * Compute membership parameters for each category
     */
    private _computeMembershipParams;
    private _computeMean;
    private _computeStd;
    /**
     * Compute fuzzy membership for a prediction
     */
    private _computeMembership;
    /**
     * Predict with fuzzy logic
     */
    predict(X: number[] | number[][], topK?: number): FuzzyELMResult[];
}
//# sourceMappingURL=fuzzy-elm.d.ts.map