Repository: graspologic-org/graspologic

Issue:
change semipar and nonpar names?
What do people think? @jovo brought up that the current names are uninformative. I agree, but don't really have a strong opinion on it 


Discussion:
matched and unmatched

On Thu, Mar 28, 2019 at 1:29 PM Benjamin Pedigo <notifications@github.com>
wrote:

> What do people think? @jovo <https://github.com/jovo> brought up that the
> current names are uninformative. I agree, but don't really have a strong
> opinion on it
>
> —
> You are receiving this because you were mentioned.
> Reply to this email directly, view it on GitHub
> <https://github.com/neurodata/graspy/issues/140>, or mute the thread
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> .
>


-- 
the glass is all full:  half water, half air.
neurodata.io

@j1c you down? 
@bdpedigo yup. 

Resolving patch:
diff --git a/graspy/inference/__init__.py b/graspy/inference/__init__.py
--- a/graspy/inference/__init__.py
+++ b/graspy/inference/__init__.py
@@ -1,4 +1,4 @@
-from .semipar import SemiparametricTest
-from .nonpar import NonparametricTest
+from .latent_position_test import LatentPositionTest
+from .latent_distribution_test import LatentDistributionTest
 
-__all__ = ["SemiparametricTest", "NonparametricTest"]
+__all__ = ["LatentPositionTest", "LatentDistributionTest"]


Test patch:
diff --git a/docs/tutorials/inference/latent_distribution_test.ipynb b/docs/tutorials/inference/latent_distribution_test.ipynb
new file mode 100644
--- /dev/null
+++ b/docs/tutorials/inference/latent_distribution_test.ipynb
@@ -0,0 +1,349 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Latent Distribution Two-Graph Testing"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "np.random.seed(8888)\n",
+    "\n",
+    "from graspy.inference import LatentDistributionTest\n",
+    "from graspy.embed import AdjacencySpectralEmbed\n",
+    "from graspy.simulations import sbm, rdpg\n",
+    "from graspy.utils import symmetrize\n",
+    "from graspy.plot import heatmap, pairplot\n",
+    "\n",
+    "%matplotlib inline"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Generate a stochastic block model graph\n",
+    "\n",
+    "We generate a stochastic block model graph (SBM), which is shown below."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x128644518>"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<seaborn.axisgrid.PairGrid at 0x12881a048>"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 20 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "n_components = 4 # the number of embedding dimensions for ASE\n",
+    "P = np.array([[0.9, 0.11, 0.13, 0.2],\n",
+    "              [0, 0.7, 0.1, 0.1],\n",
+    "              [0, 0, 0.8, 0.1],\n",
+    "              [0, 0, 0, 0.85]])\n",
+    "\n",
+    "P = symmetrize(P)\n",
+    "csize = [50] * 4\n",
+    "A = sbm(csize, P)\n",
+    "X = AdjacencySpectralEmbed(n_components=n_components).fit_transform(A)\n",
+    "heatmap(A, title='4-block SBM adjacency matrix')\n",
+    "pairplot(X, title='4-block adjacency spectral embedding')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Latent distribution test where null is true\n",
+    "Now, we want to know whether the above two graphs were generated from the same latent position. We know that they were, so the test should predict that the differences between SBM 1 and 2 (up to a rotation) are no greater than those differences observed by chance.\n",
+    "\n",
+    "In other words, we are testing\n",
+    "\n",
+    "\\begin{align*}\n",
+    "H_0:&X_1 = X_2\\\\\n",
+    "H_\\alpha:& X_1 \\neq X_2\n",
+    "\\end{align*}\n",
+    "\n",
+    "and want to see that the p-value for the unmatched test is high (fail to reject the null)\n",
+    "\n",
+    "We generate a second SBM in the same way, and run an unmatched test on it, generating a distance between the two graphs as well as a null distribution of distances between permutations of the graph. We can see this below."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x12d1420f0>"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<seaborn.axisgrid.PairGrid at 0x12d52da90>"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 20 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "A1 = sbm(csize, P)\n",
+    "heatmap(A1, title='4-block SBM adjacency matrix A1')\n",
+    "X1 = AdjacencySpectralEmbed(n_components=n_components).fit_transform(A1)\n",
+    "pairplot(X1, title='4-block adjacency spectral embedding A1')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Plot of Null Distribution\n",
+    "\n",
+    "We plot the null distribution shown in blue and the test statistic shown red vertical line. We see that the test static is small, resulting in p-value of 0.94. Thus, we cannot reject the null hypothesis that the two graphs come from the same generating distributions."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ldt = LatentDistributionTest()\n",
+    "p = ldt.fit(A, A1)\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(10, 6))\n",
+    "ax.hist(ldt.null_distribution_, 50)\n",
+    "ax.axvline(ldt.sample_T_statistic_, color='r')\n",
+    "ax.set_title(\"P-value = {}\".format(p), fontsize=20)\n",
+    "plt.show();"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Latent distribution test where null is false\n",
+    "\n",
+    "We generate a seconds SBM with different block probabilities, and run a latent distribution test comaring the previous graph with the new one."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x1286af128>"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<seaborn.axisgrid.PairGrid at 0x12e1eaf98>"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 20 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "P2 = np.array([[0.8, 0.2, 0.2, 0.5],\n",
+    "              [0, 0.9, 0.3, 0.2],\n",
+    "              [0, 0, 0.5, 0.2],\n",
+    "              [0, 0, 0, 0.5]])\n",
+    "\n",
+    "P2 = symmetrize(P2)\n",
+    "A2 = sbm(csize, P2)\n",
+    "heatmap(A2, title='4-block SBM adjacency matrix A2')\n",
+    "X2 = AdjacencySpectralEmbed(n_components=n_components).fit_transform(A2)\n",
+    "pairplot(X2, title='4-block adjacency spectral embedding A2')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Plot of Null Distribution\n",
+    "\n",
+    "We plot the null distribution shown in blue and the test statistic shown red vertical line. We see that the test static is small, resulting in p-value of 0. Thus, we reject the null hypothesis that the two graphs come from the same generating distributions."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ldt = LatentDistributionTest()\n",
+    "p = ldt.fit(A, A2)\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(10, 6))\n",
+    "ax.hist(ldt.null_distribution_, 50)\n",
+    "ax.axvline(ldt.sample_T_statistic_, color='r')\n",
+    "ax.set_title(\"P-value = {}\".format(p), fontsize=20)\n",
+    "plt.show();"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.2"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/docs/tutorials/inference/latent_position_test.ipynb b/docs/tutorials/inference/latent_position_test.ipynb
new file mode 100644
--- /dev/null
+++ b/docs/tutorials/inference/latent_position_test.ipynb
@@ -0,0 +1,480 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Latent Position Two-Graph Testing"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "np.random.seed(88889999)\n",
+    "\n",
+    "from graspy.inference import LatentPositionTest\n",
+    "from graspy.embed import AdjacencySpectralEmbed\n",
+    "from graspy.simulations import sbm, rdpg\n",
+    "from graspy.utils import symmetrize\n",
+    "from graspy.plot import heatmap, pairplot\n",
+    "\n",
+    "%matplotlib inline"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Generate a stochastic block model graph to model as a random dot product graph\n",
+    "To start, we generate a binary stochastic block model graph (SBM). An SBM is composed of 'communities' or 'blocks,' where a node's block membership in a graph determines its probability of connection to the other nodes in the graph."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x127829400>"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<seaborn.axisgrid.PairGrid at 0x127a0c7b8>"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 20 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "n_components = 4 # the number of embedding dimensions for ASE\n",
+    "P = np.array([[0.9, 0.11, 0.13, 0.2],\n",
+    "              [0, 0.7, 0.1, 0.1], \n",
+    "              [0, 0, 0.8, 0.1],\n",
+    "              [0, 0, 0, 0.85]])\n",
+    "\n",
+    "P = symmetrize(P)\n",
+    "csize = [50] * 4\n",
+    "A = sbm(csize, P)\n",
+    "X = AdjacencySpectralEmbed(n_components=n_components).fit_transform(A)\n",
+    "heatmap(A, title='4-block SBM adjacency matrix')\n",
+    "pairplot(X, title='4-block adjacency spectral embedding')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "In the adjacency matrix above, there is a clearly defined block structrure corresponding to the 4 communities in the graph that we established. On the right, we see the **adjacency spectral embedding (ASE)** of this graph. ASE(A) recovers an estimate of the **latent positions** of $A $. Latent positions refer to the idea of a **random dot product graph (RDPG)** which can be modeled as follows:\n",
+    "\n",
+    "For an adjacency matrix $A \\in \\mathbb{R}^{n x n}$, the probability of an edge existing between node $i$ and node $j$ (aka whether or not $A_{ij}$ is a 1) is determined by the matrix $P \\in \\mathbb{R}^{n x n}$\n",
+    "\n",
+    "$P = XX^T$, where $X \\in \\mathbb{R}^{n x d} $ and is referred to as the latent positions of the graph. $X$ is referred to as the latent positions of the graph because each node $n_i$ is modeled as having a hidden, usually unobserved location in $\\mathbb{R}^d$ (we'll call it $x_i$). The probability of an edge existing between $n_i$ and $n_j$ is equal to the dot product $x_i \\cdot x_j$\n",
+    "\n",
+    "ASE is one way to obtain an estimate of the latent positions of a graph, $\\hat{X}$\n",
+    "\n",
+    "In the above embedding, we see 4 clusters of nodes corresponding to the 4 blocks that we prescribed. ASE recovers the fact that all of the nodes in a block have similar latent positions. So, RDPGs can also model an SBM graph."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Sample new RDPGs from this latent position\n",
+    "Given the estimate of X, we now sample two new RDPGs from the same latent position above"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x12c535390>"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x12c6287b8>"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<seaborn.axisgrid.PairGrid at 0x12bf77a20>"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<seaborn.axisgrid.PairGrid at 0x1279c46d8>"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 20 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 20 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "A1 = rdpg(X,\n",
+    "          loops=False,\n",
+    "          rescale=False,\n",
+    "          directed=False)\n",
+    "A2 = rdpg(X,\n",
+    "          loops=False,\n",
+    "          rescale=False,\n",
+    "          directed=False)\n",
+    "\n",
+    "Xhat1 = AdjacencySpectralEmbed(n_components=n_components).fit_transform(A1)\n",
+    "Xhat2 = AdjacencySpectralEmbed(n_components=n_components).fit_transform(A2)\n",
+    "\n",
+    "heatmap(A1, title='Sampled RDPG 1 adjacency matrix')\n",
+    "heatmap(A2, title='Sampled RDPG 2 adjacency matrix')\n",
+    "pairplot(Xhat1, title='Sampled RDPG 1 adjacency spectral embedding')\n",
+    "pairplot(Xhat2, title='Sampled RDPG 2 adjacency spectral embedding')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Qualitatively, both of the simulated RDPGs above match the behavior we would expect, with 4 clear blocks and the corresponding 4 clusters in the embedded space. But, can we say they were generated from the same latent positions?"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Latent position test where null is true\n",
+    "Now, we want to know whether the above two graphs were generated from the same latent position. We know that they were, so the test should predict that the differences between Sampled RDPG 1 and 2 (up to a rotation, see below) are no greater than those differences observed by chance. In this case, we will use the `LatentPositionTest` in `GraSPy` because we know the true alignment between the vertices of the two graphs we are testing. In other words, node $i$ in graph 1 can be thought of as equivalent to node $i$ in graph 2 because of the way we generated these graphs. \n",
+    "\n",
+    "In other words, we are testing $$ H_0: X_1 = X_2 R$$$$ H_a: X_1 \\neq X_2 R$$\n",
+    "\n",
+    "and want to see that the p-value for the latent position test is high (fail to reject the null)\n",
+    "\n",
+    "Here, R is an orthogonal rotation matrix found from solving the [orthogonal procrustes problem](https://docs.scipy.org/doc/scipy-0.18.1/reference/generated/scipy.linalg.orthogonal_procrustes.html) (Note: this constraint can be relaxed for other versions of semipar)\n",
+    "\n",
+    "Note that LatentPositionTest.fit() may take several minutes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.8325"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "p = 0.8325\n"
+     ]
+    }
+   ],
+   "source": [
+    "lpt = LatentPositionTest(n_bootstraps=200, n_components=n_components)\n",
+    "lpt.fit(A1, A2)\n",
+    "print('p = {}'.format(lpt.p_value_))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We see that the corresponding p-value is high, indicating that the observed differences between latent positions of Sampled RDPG 1 and 2 are likely due to chance"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Matched test where the null is false"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Now, we distort the latent position of one of the sampled graphs by adding noise. The matched test should have a low p-value, indicating that we should reject the null hypothesis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x12dc56438>"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x12e084470>"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<seaborn.axisgrid.PairGrid at 0x12bf6e860>"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<seaborn.axisgrid.PairGrid at 0x12e0a4080>"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 20 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 20 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "A3 = rdpg(X,\n",
+    "          loops=False,\n",
+    "          rescale=False,\n",
+    "          directed=False)\n",
+    "A4 = rdpg(X + np.random.normal(0.05, 0.02, size=(X.shape)),\n",
+    "          loops=False,\n",
+    "          rescale=False,\n",
+    "          directed=False)\n",
+    "\n",
+    "Xhat3 = AdjacencySpectralEmbed(n_components=n_components).fit_transform(A3)\n",
+    "Xhat4 = AdjacencySpectralEmbed(n_components=n_components).fit_transform(A4)\n",
+    "\n",
+    "heatmap(A3, title='Sampled RDPG 3 adjacency matrix')\n",
+    "heatmap(A4, title='Sampled RDPG 4 (distorted) adjacency matrix')\n",
+    "pairplot(Xhat3, title='Sampled RDPG 3 adjacency spectral embedding')\n",
+    "pairplot(Xhat4, title='Sampled RDPG 4 (distorted) adjacency spectral embedding')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.0175"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "p = 0.0175\n"
+     ]
+    }
+   ],
+   "source": [
+    "lpt = LatentPositionTest(n_bootstraps=200, n_components=n_components)\n",
+    "lpt.fit(A3, A4)\n",
+    "print('p = {}'.format(lpt.p_value_))"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.2"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/graspy/inference/nonpar.py b/graspy/inference/latent_distribution_test.py
similarity index 92%
rename from graspy/inference/nonpar.py
rename to graspy/inference/latent_distribution_test.py
--- a/graspy/inference/nonpar.py
+++ b/graspy/inference/latent_distribution_test.py
@@ -19,11 +19,13 @@
 from .base import BaseInference
 
 
-class NonparametricTest(BaseInference):
+class LatentDistributionTest(BaseInference):
     """
-    Two sample hypothesis test for the nonparamatric problem of determining
-    whether two random dot product graphs have the same latent positions [2]_.
-
+    Two-sample hypothesis test for the problem of determining whether two random 
+    dot product graphs have the same distributions of latent positions [2]_.
+    
+    This test can operate on two graphs where there is no known matching between
+    the vertices of the two graphs, or even when the number of vertices is different. 
     Currently, testing is only supported for undirected graphs.
 
     Parameters
@@ -46,7 +48,7 @@ class NonparametricTest(BaseInference):
         input graphs.
 
     p_ : float
-        The overall p value from the nonparametric test.
+        The overall p value from the test.
     
     null_distribution_ : ndarray, shape (n_bootstraps, )
         The distribution of T statistics generated under the null.
@@ -81,7 +83,7 @@ def __init__(self, n_components=None, n_bootstraps=200, bandwidth=None):
 
     def _gaussian_covariance(self, X, Y):
         diffs = np.expand_dims(X, 1) - np.expand_dims(Y, 0)
-        if self.bandwidth == None:
+        if self.bandwidth is None:
             self.bandwidth = 0.5
         return np.exp(-0.5 * np.sum(diffs ** 2, axis=2) / self.bandwidth ** 2)
 
diff --git a/graspy/inference/semipar.py b/graspy/inference/latent_position_test.py
similarity index 93%
rename from graspy/inference/semipar.py
rename to graspy/inference/latent_position_test.py
--- a/graspy/inference/semipar.py
+++ b/graspy/inference/latent_position_test.py
@@ -14,7 +14,6 @@
 
 import numpy as np
 from scipy.linalg import orthogonal_procrustes
-from scipy.spatial import procrustes
 
 from ..embed import AdjacencySpectralEmbed, OmnibusEmbed, select_dimension
 from ..simulations import rdpg
@@ -22,12 +21,15 @@
 from .base import BaseInference
 
 
-class SemiparametricTest(BaseInference):
+class LatentPositionTest(BaseInference):
     r"""
-    Two sample hypothesis test for the semiparametric problem of determining
-    whether two random dot product graphs have the same latent positions [1]_.
+    Two-sample hypothesis test for the problem of determining whether two random 
+    dot product graphs have the same latent positions [1]_.
 
-    Currently, the function only supports undirected graphs
+    This this test assumes that the two input graphs are vertex aligned, that is,
+    there is a known mapping between vertices in the two graphs and the input graphs
+    have their vertices sorted in the same order. Currently, the function only 
+    supports undirected graphs.
 
     Parameters
     ----------
@@ -78,12 +80,11 @@ class SemiparametricTest(BaseInference):
         The p value estimated from the null distributions from sample 1 and sample 2. 
 
     p_ : float 
-        The overall p value from the semiparametric test; this is the max of p_value_1_
-        and p_value_2_
+        The overall p value from the test; this is the max of p_value_1_ and p_value_2_
 
     Examples
     --------
-    >>> spt = SemiparametricTest(n_components=2, test_case='rotation')
+    >>> spt = LatentPositionTest(n_components=2, test_case='rotation')
     >>> p = spt.fit(A1, A2)
 
     See also
diff --git a/tests/test_nonpar.py b/tests/test_latentdistributiontest.py
similarity index 70%
rename from tests/test_nonpar.py
rename to tests/test_latentdistributiontest.py
--- a/tests/test_nonpar.py
+++ b/tests/test_latentdistributiontest.py
@@ -6,12 +6,11 @@
 
 import numpy as np
 
-from graspy.embed import AdjacencySpectralEmbed, LaplacianSpectralEmbed
-from graspy.inference import NonparametricTest
+from graspy.inference import LatentDistributionTest
 from graspy.simulations import er_np, sbm
 
 
-class TestNonparametricTest(unittest.TestCase):
+class TestLatentDistributionTest(unittest.TestCase):
     @classmethod
     def setUpClass(cls):
         np.random.seed(123456)
@@ -19,28 +18,28 @@ def setUpClass(cls):
         cls.A2 = er_np(20, 0.3)
 
     def test_fit_p_ase_works(self):
-        npt = NonparametricTest()
+        npt = LatentDistributionTest()
         p = npt.fit(self.A1, self.A2)
 
     def test_bad_kwargs(self):
         with self.assertRaises(ValueError):
-            NonparametricTest(n_components=-100)
+            LatentDistributionTest(n_components=-100)
         with self.assertRaises(ValueError):
-            NonparametricTest(n_bootstraps=-100)
+            LatentDistributionTest(n_bootstraps=-100)
         with self.assertRaises(TypeError):
-            NonparametricTest(n_bootstraps=0.5)
+            LatentDistributionTest(n_bootstraps=0.5)
         with self.assertRaises(TypeError):
-            NonparametricTest(n_components=0.5)
+            LatentDistributionTest(n_components=0.5)
         with self.assertRaises(TypeError):
-            NonparametricTest(bandwidth="oops")
+            LatentDistributionTest(bandwidth="oops")
 
     def test_n_bootstraps(self):
-        npt = NonparametricTest(n_bootstraps=234, n_components=None)
+        npt = LatentDistributionTest(n_bootstraps=234, n_components=None)
         npt.fit(self.A1, self.A2)
         self.assertEqual(npt.null_distribution_.shape[0], 234)
 
     def test_bad_matrix_inputs(self):
-        npt = NonparametricTest()
+        npt = LatentDistributionTest()
 
         bad_matrix = [[1, 2]]
         with self.assertRaises(TypeError):
@@ -51,7 +50,7 @@ def test_directed_inputs(self):
         A = er_np(100, 0.3, directed=True)
         B = er_np(100, 0.3, directed=True)
 
-        npt = NonparametricTest()
+        npt = LatentDistributionTest()
         with self.assertRaises(NotImplementedError):
             npt.fit(A, B)
 
@@ -60,7 +59,7 @@ def test_different_sizes(self):
         A = er_np(50, 0.3)
         B = er_np(100, 0.3)
 
-        npt = NonparametricTest()
+        npt = LatentDistributionTest()
         with self.assertRaises(ValueError):
             npt.fit(A, B)
 
@@ -74,8 +73,8 @@ def test_SBM_epsilon(self):
         A2 = sbm(2 * [b_size], B1)
         A3 = sbm(2 * [b_size], B2)
 
-        npt_null = NonparametricTest(n_components=2, n_bootstraps=100)
-        npt_alt = NonparametricTest(n_components=2, n_bootstraps=100)
+        npt_null = LatentDistributionTest(n_components=2, n_bootstraps=100)
+        npt_alt = LatentDistributionTest(n_components=2, n_bootstraps=100)
         p_null = npt_null.fit(A1, A2)
         p_alt = npt_alt.fit(A1, A3)
         self.assertTrue(p_null > 0.05)
diff --git a/tests/test_semipar.py b/tests/test_latentpositiontest.py
similarity index 74%
rename from tests/test_semipar.py
rename to tests/test_latentpositiontest.py
--- a/tests/test_semipar.py
+++ b/tests/test_latentpositiontest.py
@@ -4,13 +4,12 @@
 
 import unittest
 import numpy as np
-from graspy.inference import SemiparametricTest
-from graspy.embed import AdjacencySpectralEmbed, LaplacianSpectralEmbed
+from graspy.inference import LatentPositionTest
 from graspy.simulations import er_np, sbm
 from graspy.utils import *
 
 
-class TestSemiparametricTest(unittest.TestCase):
+class TestLatentPositionTest(unittest.TestCase):
     @classmethod
     def setUpClass(cls):
         np.random.seed(1234556)
@@ -18,42 +17,42 @@ def setUpClass(cls):
         cls.A2 = er_np(20, 0.3)
 
     def test_fit_p_ase_works(self):
-        spt = SemiparametricTest()
+        spt = LatentPositionTest()
         p = spt.fit(self.A1, self.A2)
         pass
 
     def test_fit_p_omni_works(self):
-        spt = SemiparametricTest(embedding="omnibus")
+        spt = LatentPositionTest(embedding="omnibus")
         p = spt.fit(self.A1, self.A2)
         pass
 
     def test_bad_kwargs(self):
         with self.assertRaises(ValueError):
-            SemiparametricTest(n_components=-100)
+            LatentPositionTest(n_components=-100)
         with self.assertRaises(ValueError):
-            SemiparametricTest(n_components=-100)
+            LatentPositionTest(n_components=-100)
         with self.assertRaises(ValueError):
-            SemiparametricTest(test_case="oops")
+            LatentPositionTest(test_case="oops")
         with self.assertRaises(ValueError):
-            SemiparametricTest(n_bootstraps=-100)
+            LatentPositionTest(n_bootstraps=-100)
         with self.assertRaises(ValueError):
-            SemiparametricTest(embedding="oops")
+            LatentPositionTest(embedding="oops")
         with self.assertRaises(TypeError):
-            SemiparametricTest(n_bootstraps=0.5)
+            LatentPositionTest(n_bootstraps=0.5)
         with self.assertRaises(TypeError):
-            SemiparametricTest(n_components=0.5)
+            LatentPositionTest(n_components=0.5)
         with self.assertRaises(TypeError):
-            SemiparametricTest(embedding=6)
+            LatentPositionTest(embedding=6)
         with self.assertRaises(TypeError):
-            SemiparametricTest(test_case=6)
+            LatentPositionTest(test_case=6)
 
     def test_n_bootstraps(self):
-        spt = SemiparametricTest(n_bootstraps=234, n_components=None)
+        spt = LatentPositionTest(n_bootstraps=234, n_components=None)
         spt.fit(self.A1, self.A2)
         self.assertEqual(spt.null_distribution_1_.shape[0], 234)
 
     def test_bad_matrix_inputs(self):
-        spt = SemiparametricTest()
+        spt = LatentPositionTest()
         A1 = self.A1.copy()
         A1[2, 0] = 1  # make asymmetric
         with self.assertRaises(NotImplementedError):  # TODO : remove when we implement
@@ -72,7 +71,7 @@ def test_rotation_norm(self):
         rotation = np.array([[0, 1], [-1, 0]])
         points2 = np.dot(points1, rotation)
 
-        spt = SemiparametricTest(embedding="ase", test_case="rotation")
+        spt = LatentPositionTest(embedding="ase", test_case="rotation")
         n = spt._difference_norm(points1, points2)
         self.assertAlmostEqual(n, 0)
 
@@ -86,7 +85,7 @@ def test_diagonal_rotation_norm(self):
         diagonal = np.array([[2, 0, 0], [0, 3, 0], [0, 0, 2]])
         points2 = np.dot(diagonal, points2)
 
-        spt = SemiparametricTest(embedding="ase", test_case="diagonal-rotation")
+        spt = LatentPositionTest(embedding="ase", test_case="diagonal-rotation")
         n = spt._difference_norm(points1, points2)
         self.assertAlmostEqual(n, 0)
 
@@ -99,7 +98,7 @@ def test_scalar_rotation_norm(self):
         # scaled
         points2 = 2 * points2
 
-        spt = SemiparametricTest(embedding="ase", test_case="scalar-rotation")
+        spt = LatentPositionTest(embedding="ase", test_case="scalar-rotation")
         n = spt._difference_norm(points1, points2)
         self.assertAlmostEqual(n, 0)
 
@@ -113,8 +112,8 @@ def test_SBM_epsilon(self):
         A2 = sbm(2 * [b_size], B1)
         A3 = sbm(2 * [b_size], B2)
 
-        spt_null = SemiparametricTest(n_components=2, n_bootstraps=10)
-        spt_alt = SemiparametricTest(n_components=2, n_bootstraps=10)
+        spt_null = LatentPositionTest(n_components=2, n_bootstraps=10)
+        spt_alt = LatentPositionTest(n_components=2, n_bootstraps=10)
         p_null = spt_null.fit(A1, A2)
         p_alt = spt_alt.fit(A1, A3)
         self.assertTrue(p_null > 0.05)