From c069343e6a9a5b47284b0bbd85b5ab78ba55e1eb Mon Sep 17 00:00:00 2001
From: Andru Liu <90433630+WallabyLester@users.noreply.github.com>
Date: Tue, 8 Oct 2024 21:02:38 -0700
Subject: [PATCH] Implemented predict.

---
 CPP_Implementation/rbf_model.cpp | 12 ++++++++++++
 1 file changed, 12 insertions(+)

diff --git a/CPP_Implementation/rbf_model.cpp b/CPP_Implementation/rbf_model.cpp
index 9af2bad..123ab0d 100644
--- a/CPP_Implementation/rbf_model.cpp
+++ b/CPP_Implementation/rbf_model.cpp
@@ -51,3 +51,15 @@ double RBFModel::gaussian(const double* input, const double* center) {
     }
     return exp(-0.5 * norm / (sigma * sigma));
 }
+
+/**
+ * @brief Predict the RBF output for a given input.
+ */
+double RBFModel::predict(const double* input) {
+    double output = 0.0;
+    for (int i = 0; i < numCenters; ++i) {
+        output += weights[i] * gaussian(input, centers[i]);
+    }
+    return output;
+}
+