diff --git a/inst/include/wrmf_implicit.hpp b/inst/include/wrmf_implicit.hpp
index 693da67..35b5680 100644
--- a/inst/include/wrmf_implicit.hpp
+++ b/inst/include/wrmf_implicit.hpp
@@ -248,8 +248,18 @@ T als_implicit(const dMappedCSC& Conf, arma::Mat<T>& X, arma::Mat<T>& Y,
         Y.unsafe_col(i) = Y_new;
       }
 
-      loss += dot(square(1 - (Y_new.t() * X_nnz)), confidence) +
-              lambda * arma::dot(Y_new, Y_new);
+      if (!global_bias && !with_biases)
+        loss += dot(square(1 - (Y_new.t() * X_nnz)), confidence) +
+                lambda * arma::dot(Y_new, Y_new);
+      else if (global_bias && !with_biases)
+        loss += dot(square((1 - global_bias) - (Y_new.t() * X_nnz)), confidence) +
+                lambda * arma::dot(Y_new, Y_new);
+      else if (!global_bias && with_biases)
+        loss += dot(square(1 - (Y_new.t() * X_nnz) - x_biases(idx).t()), confidence) +
+                lambda * arma::dot(Y_new, Y_new);
+      else
+        loss += dot(square((1 - global_bias) - (Y_new.t() * X_nnz) - x_biases(idx).t()), confidence) +
+                lambda * arma::dot(Y_new, Y_new);
 
     } else {
       if (with_biases) {