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-rw-r--r--lib/beta_pdf.c52
1 files changed, 52 insertions, 0 deletions
diff --git a/lib/beta_pdf.c b/lib/beta_pdf.c
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+// Beta PDF
+//
+// beta_pdf - beta probability density
+//
+// f(x; α, β) = x^(α-1) * (1-x)^(β-1) / B(α, β), for 0 < x < 1
+//
+// Inputs: 1
+// Outputs: 1 (PDF value)
+// Constants: 2 (alpha, beta)
+
+#include <math.h>
+#include "ts.h"
+
+typedef struct {
+ fp_t alpha;
+ fp_t beta;
+} ts_beta_pdf_params_t;
+
+ts_parameter_t const ts_beta_pdf_p = { .n_inputs = 1, .n_outputs = 1, .n_constants = 2, .params_size = sizeof(ts_beta_pdf_params_t) };
+
+uint_t ts_beta_pdf_offset( ts_constant_t const *c )
+{
+ ( void )c;
+ return ( 0 );
+}
+
+int ts_beta_pdf(
+ 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_beta_pdf_p );
+ if ( !c ) return -1;
+ fp_t alpha = ((ts_beta_pdf_params_t *)c)->alpha;
+ fp_t beta = ((ts_beta_pdf_params_t *)c)->beta;
+ if (isnan(alpha) || isnan(beta) || alpha <= 0 || beta <= 0)
+ {
+ for( uint_t i = 0; i < n; ++i ) y[0][i] = 0;
+ return -1;
+ }
+ fp_t beta_fn = exp( lgamma( alpha ) + lgamma( beta ) - lgamma( alpha + beta ) );
+ for( uint_t i = 0; i < n; ++i )
+ {
+ fp_t xi = x[0][i];
+ y[0][i] = ( xi > 0 && xi < 1 ) ? pow( xi, alpha - 1.0 ) * pow( 1.0 - xi, beta - 1.0 ) / beta_fn : 0.0;
+ }
+ return 0;
+}
+
+
+