diff --git a/docs/notebooks/dmri_covariance.ipynb b/docs/notebooks/dmri_covariance.ipynb
index 16a8f0f1..fcb91c48 100644
--- a/docs/notebooks/dmri_covariance.ipynb
+++ b/docs/notebooks/dmri_covariance.ipynb
@@ -5,7 +5,18 @@
    "execution_count": 1,
    "id": "457b781088e1cae2",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "\"σ² (noise adjustment, alpha in Scikit-learn's GP regressor)\""
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "%matplotlib inline\n",
     "\n",
@@ -29,9 +40,16 @@
     "    ]\n",
     ")\n",
     "\n",
+    "\n",
     "PARAMETER_EXPONENTIAL_a = 0.5\n",
-    "PARAMETER_SPHERICAL_a = 1.23\n",
-    "PARAMETER_lambda = 2.0"
+    "\"\"\"a (angular distance), exponential kernel\"\"\"\n",
+    "PARAMETER_SPHERICAL_a = 1.38\n",
+    "\"\"\"a (angular distance), spherical kernel\"\"\"\n",
+    "\n",
+    "PARAMETER_lambda = 1 / 2.1\n",
+    "\"\"\"λ (signal scaling factor)\"\"\"\n",
+    "PARAMETER_sigma2 = 0.5\n",
+    "\"\"\"σ² (noise adjustment, alpha in Scikit-learn's GP regressor)\"\"\""
    ]
   },
   {
@@ -58,7 +76,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -72,8 +90,13 @@
     "theta_lin = np.linspace(0, np.pi / 2, num=1000)\n",
     "\n",
     "# Calculate covariance functions\n",
-    "cov_exp = exponential_covariance(theta_lin, PARAMETER_EXPONENTIAL_a)\n",
-    "cov_sph = spherical_covariance(theta_lin, PARAMETER_SPHERICAL_a)\n",
+    "cov_exp = (\n",
+    "    PARAMETER_lambda * exponential_covariance(theta_lin, PARAMETER_EXPONENTIAL_a)\n",
+    "    + PARAMETER_sigma2\n",
+    ")\n",
+    "cov_sph = (\n",
+    "    PARAMETER_lambda * spherical_covariance(theta_lin, PARAMETER_SPHERICAL_a) + PARAMETER_sigma2\n",
+    ")\n",
     "\n",
     "# Plot the exponential and spherical model covariances\n",
     "plt.plot(theta_lin, cov_exp, \"gray\", label=\"Exponential\")\n",
@@ -134,18 +157,13 @@
    "outputs": [],
    "source": [
     "# Standardize data, calculate covariance & extract upper triangle\n",
-    "y_real = hcpdata[\"b3000_data\"]\n",
-    "y_real -= y_real.mean(1)[:, None]\n",
-    "y_real /= y_real.std(1)[:, None]\n",
-    "\n",
+    "y_real_original = hcpdata[\"b3000_data\"]\n",
+    "y_real_mean = y_real_original.mean()\n",
+    "y_real = y_real_original - y_real_mean\n",
+    "y_real_std = y_real.std()\n",
+    "y_real /= y_real_std\n",
     "# Calculate the covariance matrix.\n",
-    "y_cov = np.cov(y_real)\n",
-    "# Introduce adjustment factors to make it more similar to Andersson2015's fig. 3.\n",
-    "\n",
-    "# λ = 2, and scaling factor of 2 in the \"arbitrary scaling\"\n",
-    "y_cov_norm = y_cov * PARAMETER_lambda - 0.9\n",
-    "# σ² = 2\n",
-    "y_cov_norm -= np.eye(y_cov_norm.shape[0]) * 0.09"
+    "y_cov = np.cov(y_real)"
    ]
   },
   {
@@ -156,7 +174,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -166,7 +184,7 @@
     }
    ],
    "source": [
-    "plt.scatter(thetas_emp, y_cov_norm[triu_indices], s=0.3, c=\"lightgrey\", label=\"Empirical\")\n",
+    "plt.scatter(thetas_emp, y_cov[triu_indices], s=0.3, c=\"lightgrey\", label=\"Empirical\")\n",
     "\n",
     "# Plot the exponential and spherical model covariances\n",
     "# Scale by a factor of 2 so that it matches Andersson2015's fig. 3.\n",
@@ -174,7 +192,7 @@
     "plt.plot(theta_lin, cov_sph, \"k--\", label=f\"Spherical (a={PARAMETER_SPHERICAL_a})\")\n",
     "plt.plot(\n",
     "    theta_lin,\n",
-    "    spherical_covariance(theta_lin, 0.5 * np.pi),\n",
+    "    PARAMETER_lambda * spherical_covariance(theta_lin, 0.5 * np.pi) + PARAMETER_sigma2,\n",
     "    \"k--\",\n",
     "    lw=0.5,\n",
     "    label=\"Spherical (a=$\\\\sfrac{\\\\pi}{2}$)\",\n",
@@ -247,7 +265,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -293,7 +311,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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       "text/plain": [
        "<Figure size 2000x2000 with 2 Axes>"
       ]
@@ -306,7 +324,7 @@
     "from mriqc_learn.viz.metrics import plot_corrmat\n",
     "\n",
     "triu_indices = np.triu_indices(y_cov.shape[0])\n",
-    "plot_corrmat(y_cov_norm.copy() - y_cov_norm.min(), col_labels=[], figsize=(20, 20), vmin=0.0);"
+    "plot_corrmat(y_cov.copy() - y_cov.min(), col_labels=[], figsize=(20, 20), vmin=0.0);"
    ]
   },
   {
@@ -317,7 +335,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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       "text/plain": [
        "<Figure size 2000x2000 with 2 Axes>"
       ]
@@ -329,7 +347,7 @@
    "source": [
     "from eddymotion.model._sklearn import EddyMotionGPR, SphericalKriging\n",
     "\n",
-    "K = SphericalKriging(beta_a=1.23, beta_l=100)(X_real)\n",
+    "K = SphericalKriging(beta_a=PARAMETER_SPHERICAL_a, beta_l=PARAMETER_lambda)(X_real)\n",
     "K -= K.min()\n",
     "K /= K.max()\n",
     "plot_corrmat(K.copy(), col_labels=[], figsize=(20, 20), vmin=K.min(), vmax=1);"
@@ -343,7 +361,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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       "text/plain": [
        "<Figure size 2000x2000 with 2 Axes>"
       ]
@@ -353,7 +371,7 @@
     }
    ],
    "source": [
-    "diff = K - (y_cov_norm - y_cov_norm.min())\n",
+    "diff = K - (y_cov - y_cov.min())\n",
     "plot_corrmat(diff.copy(), col_labels=[], figsize=(20, 20), vmin=diff.min(), vmax=diff.max());"
    ]
   },
@@ -365,13 +383,13 @@
    "outputs": [],
    "source": [
     "gpm = EddyMotionGPR(\n",
-    "    kernel=SphericalKriging(beta_a=1.23, beta_l=100),\n",
-    "    alpha=100,\n",
+    "    kernel=SphericalKriging(beta_a=PARAMETER_SPHERICAL_a, beta_l=PARAMETER_lambda),\n",
+    "    alpha=0.1,\n",
     "    disp=True,\n",
-    "    # optimizer=\"CG\",\n",
-    "    ftol=1e8,\n",
-    "    gtol=100,\n",
-    "    maxiter=10,\n",
+    "    optimizer=\"Nelder-Mead\",\n",
+    "    ftol=1,\n",
+    "    gtol=1e-3,\n",
+    "    # maxiter=10,\n",
     ")"
    ]
   },
@@ -380,35 +398,116 @@
    "execution_count": 13,
    "id": "488c8b89",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Optimization terminated successfully.\n",
+      "         Current function value: 91641579.480447\n",
+      "         Iterations: 46\n",
+      "         Function evaluations: 90\n"
+     ]
+    }
+   ],
    "source": [
-    "fitted = gpm.fit(X_real, y_real)"
+    "fitted = gpm.fit(X_real, y_real_original)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "401a2cf3",
+   "metadata": {},
+   "source": [
+    "## Test the covariance of predictions\n",
+    "\n",
+    "Let's now replicate the plot above with the predictions from our model.\n",
+    "We predict on an out-of-sample set of b-vectors: the b-vectors of our synthetic voxels."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 14,
    "id": "f1934888",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "SphericalKriging (a=1.560657569361095, λ=2.6250477595075545)\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "fitted.kernel_"
+    "print(fitted.kernel_)\n",
+    "\n",
+    "plt.scatter(thetas_emp, y_cov[triu_indices], s=0.3, c=\"lightgrey\", label=\"Empirical\")\n",
+    "\n",
+    "predicted_y = fitted.predict(X)\n",
+    "predicted_y -= y_real_mean\n",
+    "predicted_y /= y_real_std\n",
+    "pred_cov = np.cov(predicted_y)\n",
+    "\n",
+    "# Take σ² into account\n",
+    "pred_cov[np.diag_indices_from(pred_cov)] += fitted.alpha\n",
+    "\n",
+    "# Calculate pairwise empirical thetas and extract upper triangle\n",
+    "thetas_pred = compute_pairwise_angles(X, closest_polarity=True)[\n",
+    "    np.triu_indices(predicted_y.shape[0])\n",
+    "]\n",
+    "\n",
+    "plt.scatter(\n",
+    "    thetas_pred, pred_cov[np.triu_indices(predicted_y.shape[0])], s=0.3, c=\"red\", label=\"Predicted\"\n",
+    ")\n",
+    "\n",
+    "# Plot the exponential and spherical model covariances\n",
+    "# Scale by a factor of 2 so that it matches Andersson2015's fig. 3.\n",
+    "# beta_a = fitted.kernel_.beta_a\n",
+    "# beta_l = fitted.kernel_.beta_l\n",
+    "# plt.plot(\n",
+    "#     theta_lin,\n",
+    "#     beta_l * spherical_covariance(theta_lin, beta_a),\n",
+    "#     \"k--\",\n",
+    "#     label=f\"Spherical (a={a:.02f})\",\n",
+    "# )\n",
+    "\n",
+    "plt.xticks(\n",
+    "    [0.0, np.pi / 8, np.pi / 4, 3 * np.pi / 8, np.pi / 2],\n",
+    "    [\"0\", r\"$\\sfrac{\\pi}{8}$\", r\"$\\sfrac{\\pi}{4}$\", r\"$\\sfrac{3\\pi}{8}$\", r\"$\\sfrac{\\pi}{2}$\"],\n",
+    ")\n",
+    "\n",
+    "plt.xlabel(\"Angular distance\")\n",
+    "plt.ylabel(\"Covariance (arbitrary scaling)\")\n",
+    "# plt.ylim(-1.05, 2.95)\n",
+    "\n",
+    "plt.title(\" \".join((\"b=3000 s/mm$^\\\\text{2}$\", f\"({y_real.shape[1]} voxels)\")))\n",
+    "plt.legend(frameon=False)\n",
+    "plt.savefig(\"covariance-plot.png\", dpi=300, transparent=False, bbox_inches=\"tight\");"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0412c58c",
+   "id": "69ad175b",
    "metadata": {},
    "outputs": [],
-   "source": [
-    "0.5 * np.pi"
-   ]
+   "source": []
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4fcb029b",
+   "id": "a31c9723",
    "metadata": {},
    "outputs": [],
    "source": []
diff --git a/src/eddymotion/model/_sklearn.py b/src/eddymotion/model/_sklearn.py
index 6b08bd64..a3b333ad 100644
--- a/src/eddymotion/model/_sklearn.py
+++ b/src/eddymotion/model/_sklearn.py
@@ -101,9 +101,9 @@
 from sklearn.metrics.pairwise import cosine_similarity
 from sklearn.utils._param_validation import Interval, StrOptions
 
-BOUNDS_A: tuple[float, float] = (0.1, 0.5 * np.pi)
+BOUNDS_A: tuple[float, float] = (0.1, np.pi)
 """The limits for the parameter *a*."""
-BOUNDS_LAMBDA: tuple[float, float] = (1.0, 1000)
+BOUNDS_LAMBDA: tuple[float, float] = (1e-3, 1000)
 """The limits for the parameter lambda."""
 THETA_EPSILON: float = 1e-5
 """Minimum nonzero angle."""
@@ -126,7 +126,7 @@
 
 
 class EddyMotionGPR(GaussianProcessRegressor):
-    """
+    r"""
     A GP regressor specialized for eddymotion.
 
     This specialization of the default GP regressor is created to allow
@@ -141,6 +141,41 @@ class EddyMotionGPR(GaussianProcessRegressor):
     In the future, this specialization would be the right place for hyperparameter
     optimization using cross-validation and such.
 
+    In principle, Scikit-Learn's implementation normalizes the training data
+    as in [Andersson15]_ (see
+    `FSL's souce code <https://git.fmrib.ox.ac.uk/fsl/eddy/-/blob/\
+2480dda293d4cec83014454db3a193b87921f6b0/DiffusionGP.cpp#L218>`__).
+    From their paper (p. 167, end of first column):
+
+        Typically one just substracts the mean (:math:`\bar{\mathbf{f}}`)
+        from :math:`\mathbf{f}` and then add it back to
+        :math:`f^{*}`, which is analogous to what is often done in
+        "traditional" regression.
+
+    Finally, the parameter :math:`\sigma^2` maps on to Scikit-learn's ``alpha``
+    of the regressor.
+    Because it is not a parameter of the kernel, hyperparameter selection
+    through gradient-descent with analytical gradient calculations
+    would not work (the derivative of the kernel w.r.t. alpha is zero).
+
+    I believe this is overlooked in [Andersson15]_, or they actually did not
+    use analytical gradient-descent:
+
+        _A note on optimisation_
+
+        It is suggested, for example in Rasmussen and Williams (2006), that
+        an optimisation method that uses derivative information should be
+        used when finding the hyperparameters that maximise Eq. (12).
+        The reason for that is that such methods typically use fewer steps, and
+        when the cost of calculating the derivatives is small/moderate compared
+        to calculating the functions itself (as is the case for Eq. (12)) then
+        execution time can be much shorter.
+        However, we found that for the multi-shell case a heuristic optimisation
+        method such as the Nelder-Mead simplex method (Nelder and Mead, 1965) was
+        frequently better at avoiding local maxima.
+        Hence, that was the method we used for all optimisations in the present
+        paper.
+
     """
 
     _parameter_constraints: dict = {
@@ -149,6 +184,7 @@ class EddyMotionGPR(GaussianProcessRegressor):
         "optimizer": [StrOptions(SUPPORTED_OPTIMIZERS), callable, None],
         "n_restarts_optimizer": [Interval(Integral, 0, None, closed="left")],
         "copy_X_train": ["boolean"],
+        "zeromean_y": ["boolean"],
         "n_targets": [Interval(Integral, 1, None, closed="left"), None],
         "random_state": ["random_state"],
     }
@@ -157,10 +193,11 @@ def __init__(
         self,
         kernel: Kernel | None = None,
         *,
-        alpha: float = 1e-10,
+        alpha: float = 0.5,
         optimizer: str | Callable | None = "fmin_l_bfgs_b",
         n_restarts_optimizer: int = 0,
         copy_X_train: bool = True,
+        normalize_y: bool = True,
         n_targets: int | None = None,
         random_state: int | None = None,
         eval_gradient: bool = True,
@@ -177,7 +214,7 @@ def __init__(
             alpha=alpha,
             optimizer=optimizer,
             n_restarts_optimizer=n_restarts_optimizer,
-            normalize_y=False,  # We control normalization
+            normalize_y=normalize_y,
             copy_X_train=copy_X_train,
             n_targets=n_targets,
             random_state=random_state,
@@ -241,45 +278,6 @@ def _constrained_optimization(
 
         raise ValueError(f"Unknown optimizer {self.optimizer}.")
 
-    def fit(self, X, y):
-        r"""Fit Gaussian process regression model.
-
-        This overshadows Scikit-Learn's implementation to remove access over
-        the normalization of y.
-
-        Instead, and following Anderson 2015 and what it looks like from
-        `FSL's souce code <https://git.fmrib.ox.ac.uk/fsl/eddy/-/blob/\
-2480dda293d4cec83014454db3a193b87921f6b0/DiffusionGP.cpp#L218>`__,
-        our fit method should also remove the mean.
-
-        From their paper (p. 167, end of first column):
-
-            Typically one just substracts the mean (:math:`\hat{\mathbf{f}}`)
-            from :math:`\mathbf{f}` and then add it back to
-            :math:`f^{*}`, which is analogous to what is often done in
-            "traditional" regression.
-
-        It is still unclear to me how :math:`f^{*}` is interpolated from
-        :math:`\hat{\mathbf{f}}` (grand mean?), or whether the fitted model
-        accounts for that factor (I doubt it).
-
-        Parameters
-        ----------
-        X : array-like of shape (n_samples, n_features) or list of object
-            Feature vectors or other representations of training data.
-
-        y : array-like of shape (n_samples,) or (n_samples, n_targets)
-            Target values.
-
-        Returns
-        -------
-        :obj:`~sklearn.gaussian_process.GaussianProcessRegressor`
-            GaussianProcessRegressor class instance.
-        """
-        super().fit(X, y - y.mean(1)[:, None])
-
-        return self
-
 
 class ExponentialKriging(Kernel):
     """A scikit-learn's kernel for DWI signals."""
@@ -392,8 +390,8 @@ class SphericalKriging(Kernel):
 
     def __init__(
         self,
-        beta_a: float = 0.01,
-        beta_l: float = 2.0,
+        beta_a: float = 1.38,
+        beta_l: float = 0.5,
         a_bounds: tuple[float, float] = BOUNDS_A,
         l_bounds: tuple[float, float] = BOUNDS_LAMBDA,
     ):