/** @import { ParametersMeanShift } from "./index.js" */
/** @import { InputType } from "../index.js" */
/**
 * Mean Shift Clustering
 *
 * A non-parametric clustering technique that does not require prior knowledge of the
 * number of clusters. It identifies centers of density in the data.
 *
 * @class
 * @extends Clustering<ParametersMeanShift>
 * @category Clustering
 */
export class MeanShift extends Clustering<ParametersMeanShift> {
  /**
   *
   * @param {InputType} points
   * @param {Partial<ParametersMeanShift>} parameters
   */
  constructor(points: InputType, parameters?: Partial<ParametersMeanShift>);
  /** @type {number} */
  _bandwidth: number;
  /** @type {number} */
  _max_iter: number;
  /** @type {number} */
  _tolerance: number;
  /** @type {(dist: number) => number} */
  _kernel: (dist: number) => number;
  /** @type {Matrix} */
  _points: Matrix;
  /** @type {number[] | undefined} */
  _clusters: number[] | undefined;
  /** @type {number[][] | undefined} */
  _cluster_list: number[][] | undefined;
  /**
   * @param {Matrix} matrix
   * @returns {number}
   */
  _compute_bandwidth(matrix: Matrix): number;
  /**
   * @param {number} dist
   * @returns {number}
   */
  _kernel_weight(dist: number): number;
  _mean_shift(): void;
  _assign_clusters(): void;
  /**
   * @returns {number[][]}
   */
  get_clusters(): number[][];
  /**
   *
   * @returns {number[]}
   */
  get_cluster_list(): number[];
}
import type { ParametersMeanShift } from "./index.js";
import { Clustering } from "./Clustering.js";
import { Matrix } from "../matrix/index.js";
import type { InputType } from "../index.js";
//# sourceMappingURL=MeanShift.d.ts.map