quantwave-core 0.7.0

A high-performance, Polars-native technical analysis library for Rust.
Documentation 
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//! Regime Detection and Market State Tools
//!
//! This module provides algorithms for identifying market regimes, such as volatility clustering,
//! hidden Markov models (HMM), and changepoint detection.

pub mod ecld;
pub mod gaussian_hmm;
pub mod hmm;
pub mod hmm_forecast;
pub mod volatility_clustering;

pub use ecld::{ecld_cdf, ecld_log_pdf, ecld_pdf, ecld_variance, natural_to_work, work_to_natural};
pub use gaussian_hmm::{
    EmissionFamily, GaussianHmmDecode, GaussianHmmError, GaussianHmmFilter, GaussianHmmFitConfig,
    GaussianHmmFitResult, GaussianHmmParams, fit_em,
};
pub use hmm_forecast::{
    HmmDecodeStatsRow, HmmDiagnostics, HmmStateObsStats, calc_stats_from_obs, decode_stats_history,
    forecast_observation_mean, forecast_observation_pdf, forecast_state, forecast_volatility,
    pseudo_residuals,
};
pub mod analytics;
pub mod ensemble;
pub mod gmm;
pub mod hmm_gas;
pub mod hsmm;
pub mod india;
pub mod ms_garch;
pub mod multi_asset;
pub mod pelt;
pub mod tar;

use serde::{Deserialize, Serialize};

/// Represents common market regime states.
#[derive(Debug, Clone, Copy, PartialEq, Eq, Hash, Serialize, Deserialize, Default)]
pub enum MarketRegime {
    /// A period of low volatility and generally upward price movement.
    Bull,
    /// A period of high volatility or downward price movement.
    Bear,
    /// A transitional or unstable period.
    Crisis,
    /// A steady state with normal characteristics.
    #[default]
    Steady,
    /// Custom state for user-defined clusters.
    Cluster(u8),
}