/**
 * HMM Model Initialization
 *
 * Initialize HMM parameters using K-means-like clustering
 */
import { HMMModel } from '../../schemas/HMMModelSchema';
/**
 * Initialize HMM model using K-means-like clustering
 *
 * @param observations - T x D matrix of observations
 * @param numStates - Number of hidden states
 * @returns Initialized HMM model
 *
 * @example
 * ```typescript
 * const model = initializeHMM(features, 3);
 * ```
 */
export declare function initializeHMM(observations: number[][], numStates: number): HMMModel;