// Historical Volatility // // historical_volatility // // Historical volatility of log returns // // stddev(log(C[t]/C[t-1])) over period // // Inputs: 1 // Outputs: 1 // Constants: 1 #include #include "ts.h" typedef struct { uint_t k; } ts_historical_volatility_params_t; ts_parameter_t const ts_historical_volatility_p = { .n_inputs = 1, .n_outputs = 1, .n_constants = 1, .params_size = sizeof(ts_historical_volatility_params_t) }; uint_t ts_historical_volatility_offset( ts_constant_t const *c ) { ( void )c; return ( c ? ((ts_historical_volatility_params_t *)c)->k > 0 ? ((ts_historical_volatility_params_t *)c)->k - 1 : 0 : 0 ); } int ts_historical_volatility( fp_t * const *y, uint_t y_n, fp_t const * const *x, uint_t x_n, uint_t n, ts_constant_t const *c ) { TS_PROLOGUE( ts_historical_volatility_p ); if ( !c ) return -1; uint_t k = ((ts_historical_volatility_params_t *)c)->k; if (k == 0 || n < k + 1) return -1; for ( uint_t d = k - 1; d < n - 1; ++d ) { fp_t sum = 0; fp_t sum2 = 0; for ( uint_t j = d - k + 1; j <= d; ++j ) { fp_t lr = 0; if ( x[0][j] > 0 && x[0][j + 1] > 0 ) lr = log( x[0][j + 1] / x[0][j] ); sum += lr; sum2 += lr * lr; } fp_t mean = sum / ( fp_t )k; fp_t variance = sum2 / ( fp_t )k - mean * mean; y[0][d] = variance > 0 ? sqrt( variance ) * sqrt( 252.0 ) : 0; } y[0][n - 1] = 0; return 0; }