import { ClusterBase } from '../base/cluster';
import { Params } from '../base/estimator';
import { Distance } from '../metrics';
export interface MeanShiftProps {
    /** kernel bandwidth (neighborhood radius used when shifting points) */
    bandwidth?: number;
    /** maximum number of shifting iterations */
    max_iter?: number;
    /** distance metric name */
    distanceType?: Distance.IDistanceType;
}
export declare class MeanShift extends ClusterBase {
    private bandwidth;
    private centers;
    private max_iter;
    private distanceType;
    constructor(props?: MeanShiftProps);
    /** @deprecated positional form; prefer the props-object constructor */
    constructor(bandwidth?: number, max_iter?: number, distanceType?: Distance.IDistanceType);
    getParams(): Params;
    /** resolved lazily from the metric name so instances stay JSON-serializable */
    private get distance();
    private shiftPoint;
    fitPredict(samplesX: number[][]): number[];
    getCentroids(): number[][];
}