{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Gaussian XOR and Gaussian R-XOR BTE with Supervised Alignment\n", "\n", "One key goal of progressive learning is to be able to continually improve upon past performance with the introduction of new data, without forgetting too much of the past tasks. This transfer of information can be evaluated using a generalization of Pearl's transfer-benefit ratio (TBR) to evaluate the backward direction.\n", "As described in Vogelstein, et al. (2020), the backward transfer efficiency of task $f_n$ for task $t$ given $n$ samples is:\n", "\n", "$$BTE^t (f_n) := \\mathbb{E} [R^t (f_n^{ 1$, the algorithm demonstrates positive backward transfer, i.e. data from the current task has been used to improve performance on past tasks.\n", "\n", "Progressive learning in a simple environment can therefore be demonstrated using two simple tasks: Gaussian XOR and Gaussian R-XOR. Here, backward transfer efficiency is the ratio of generalization errors for XOR. These two tasks share the same discriminant boundaries, so learning can be easily transferred between them. However, as we have seen in the original Guassian XOR and Gaussian R-XOR Experiment, backward transfer efficiency can suffer if the new task differs too much from past tasks.\n", "\n", "In this experiment, we will try to mitigate the detriment of adding new tasks that are too different by adapting the domain of the new task to the domain of the old task, but maintaining the uniquely sampled distribution of the new task. We acheive this by aligning new tasks to old tasks with an affine point set registration, found through the ICP algorithm described in [Besl & McKay (1992)](https://ieeexplore.ieee.org/document/121791). This is a simple yet effective algorithm for affine rigid registration. \n", "\n", "This experiment differentiates itself from the CPD experiment, as this approach aligns tasks with label supervision instead of purely aligning distributions in an unsupervised manner. " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "\n", "# import functions.xor_rxor_with_icp_functions as fn\n", "import functions.xor_rxor_with_icp_functions as fn\n", "from proglearn.sims import generate_gaussian_parity" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Classification Problem with Domain Adaptation\n", "\n", "First, let's visualize Gaussian XOR, Gaussian R-XOR, and Gaussian R-XOR adapted to XOR.\n", "\n", "Gaussian XOR is a two-class classification problem, where...\n", "\n", "* Class 0 is drawn from two Gaussians with $\\mu = \\pm [0.5, 0.5]^T$ and $\\sigma^2 = I$.\n", "* Class 1 is drawn from two Gaussians with $\\mu = \\pm [0.5, -0.5]^T$ and $\\sigma^2 = I$. \n", "\n", "Gaussian R-XOR has the same distribution as Gaussian XOR, but with the class labels at different degree angle\n", "Gaussian R-XOR adapted to XOR will be an unrotated version of the above R-XOR version to match XOR. We will call this adapted XOR or A-XOR for short.\n", "\n", "Within the proglearn package, we can make use of the simulations within the sims folder to generate simulated data. \n", "\n", "The generate_gaussian_parity function within gaussian_sim.py can be used to create the Gaussian XOR and R-XOR problems. Let's generate data and plot it to see what these problems look like!\n", "\n", "Additionaly, we will be using the ICP algorithm from functions/xor_rxor_with_icp_functions.py to adapt our R-XOR to XOR, producing A-XOR. Observe that the distribution of points matches exatly with the generated R-XOR, except the angle is rotated to match XOR." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# call function to return gaussian xor and r-xor data:\n", "X_xor, y_xor = generate_gaussian_parity(1000)\n", "X_rxor, y_rxor = generate_gaussian_parity(1000, angle_params=np.pi / 4)\n", "# call function to adapt r-xor to xor:\n", "T, X_axor, i = fn.icp(X_rxor.copy(), X_xor.copy(), y_rxor.copy(), y_xor.copy())\n", "X_axor = X_axor.T[:, 0:2]\n", "\n", "# plot and format:\n", "fn.plot_xor_rxor(X_xor, y_xor, \"Gaussian XOR\")\n", "fn.plot_xor_rxor(X_rxor, y_rxor, \"Gaussian R-XOR\")\n", "fn.plot_xor_rxor(X_axor, y_rxor, \"Gaussian A-XOR\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The Experiment (Various Angles vs BTE)\n", "\n", "Now that we have generated the data, we can prepare to run the experiment. The function for running the experiment, experiment, can be found within functions/xor_rxor_with_icp_functions.py.\n", "\n", "In this experiment, we will be running two progressive learning classifiers. One classifier will be given a XOR task and a R-XOR task (adaptation off). One classifier will be given a XOR task and a R-XOR task adapted to the original XOR i.e. A-XOR (adaptation on). The backward transfer efficiency of both classifiers will be evaluated over a wide range of angles of the R-XOR task.\n", "\n", "We first declare the hyperparameters to be used for the experiment, which are as follows:\n", "* `mc_rep`: number of repetitions to run the progressive learning algorithm for\n", "* `angle_sweep`: angles to test\n", "* `task1_sample`: number of task 1 samples\n", "* `task2_sample`: number of task 2 samples" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "angle_sweep = range(0, 91, 10)\n", "task1_sample = 100\n", "task2_sample = 100\n", "mc_rep = 500" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, we will run the classifier with adaptation off:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "mean_te1 = fn.bte_v_angle(\n", " angle_sweep, task1_sample, task2_sample, mc_rep, register=False\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we will run the classifier with adaptation on:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "mean_te2 = fn.bte_v_angle(\n", " angle_sweep, task1_sample, task2_sample, mc_rep, register=True\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lastly, plot the results:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fn.plot_bte_v_angle(angle_sweep, mean_te1, mean_te2)" ] } ], "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": "3.8.8" } }, "nbformat": 4, "nbformat_minor": 4 }