diff options
Diffstat (limited to 'lib/variance.c')
| -rwxr-xr-x | lib/variance.c | 72 |
1 files changed, 72 insertions, 0 deletions
diff --git a/lib/variance.c b/lib/variance.c new file mode 100755 index 0000000..f307198 --- /dev/null +++ b/lib/variance.c @@ -0,0 +1,72 @@ +// Variance +// +// variance - smv +// +// Calculates the moving variance +// +// Inputs: 1 +// Outputs: 1 +// Constants: 0 + + +#include "ts.h" + + +typedef struct { + uint_t k; +} ts_variance_params_t; + +ts_parameter_t const ts_variance_p = { .n_inputs = 1, .n_outputs = 1, .n_constants = 1, .params_size = sizeof(ts_variance_params_t) }; + + +uint_t ts_variance_offset( ts_constant_t const *c ) +{ + ( void )c; + return ( c ? ((ts_variance_params_t *)c)->k > 0 ? ((ts_variance_params_t *)c)->k - 1 : 0 : 0 ); +} + +int ts_variance( + 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_variance_p ); + if ( !c ) return -1; + TS_CHECK_INPUT(x, x_n, n); + uint_t k = ((ts_variance_params_t *)c)->k; + if (k == 0 || n < k) return -1; + + uint_t xi = 0; + uint_t yi = k; + + fp_t sum = 0; // Sum of terms + fp_t sum2 = 0; // Sum of squared terms + fp_t mean; // Mean + fp_t mean2; // Mean of squares + + for( ; xi < k; ++xi ) + { + sum += x[0][xi]; + sum2 += _ts_square( x[0][xi] ); + + mean = sum / ( xi + 1 ); + mean2 = sum2 / ( xi + 1 ); + } + + fp_t var = mean2 - _ts_square( mean ); + y[0][k - 1] = var >= 0 ? var : 0.0; + + fp_t rk = _ts_reciprocal( k ); + + for( ; xi < n; ++xi, ++yi ) + { + mean = mean + ( x[0][xi] - x[0][xi - k] ) * rk; + mean2 = mean2 + ( _ts_square( x[0][xi] ) - _ts_square( x[0][xi - k] ) ) * rk; + + var = mean2 - _ts_square( mean ); + y[0][yi] = var >= 0 ? var : 0.0; + } + return 0; +} + |