{ "cells": [ { "cell_type": "markdown", "metadata": { "nteract": { "transient": { "deleting": false } } }, "source": [ "# Private Load Shape Algorithm Design #" ] }, { "cell_type": "markdown", "metadata": { "nteract": { "transient": { "deleting": false } } }, "source": [ "A common visualization in the energy efficiency sector is the \"average load shape\", like this one from the California ISO (CAISO):\n", "\n", "![CAISO Example Load Shape](caiso-load-shape.png \"CAISO Example Load Shape\")\n", "\n", "A load shape is the trace of energy usage over a given time period. It is useful at a number of timescales (hourly, daily, weekly). An average load shape averages the load shapes of a number of buildings together to understand overall energy usage patterns for a population.\n", "\n", "What differential privacy mechanism is best suited for average load shapes?" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true, "execution": { "iopub.execute_input": "2020-09-28T22:54:12.236Z", "iopub.status.busy": "2020-09-28T22:54:12.233Z", "iopub.status.idle": "2020-09-28T22:54:13.363Z", "shell.execute_reply": "2020-09-28T22:54:13.369Z" }, "jupyter": { "outputs_hidden": true, "source_hidden": false }, "nteract": { "transient": { "deleting": false } } }, "outputs": [], "source": [ "# Preamble: imports and figure settings\n", "\n", "from eeprivacy import (\n", " PrivateVectorClampedMeanLaplace,\n", " PrivateVectorClampedMeanGaussian,\n", ")\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib as mpl\n", "from scipy import stats\n", "\n", "np.random.seed(1234) # Fix seed for deterministic documentation\n", "\n", "mpl.style.use(\"seaborn-whitegrid\")\n", "\n", "MD = 28\n", "LG = 36\n", "plt.rcParams.update({\n", " \"figure.figsize\": [25, 25],\n", " \"legend.fontsize\": MD,\n", " \"axes.labelsize\": LG,\n", " \"axes.titlesize\": LG,\n", " \"xtick.labelsize\": LG,\n", " \"ytick.labelsize\": LG,\n", "})" ] }, { "cell_type": "markdown", "metadata": { "nteract": { "transient": { "deleting": false } } }, "source": [ "## A Semantic Model for Load Shapes ##\n", "\n", "The first challenge that private load shapes presents is determining an appropriate sematic model of privacy. That is, since each figure contains multiple data points per individual building, how should privacy budget be allocated per data point?\n", "\n", "If data points in a time series figure are not correlated, then privacy budget can be reset between each data point. For an overall $\\epsilon_G$, each data point's $\\epsilon_i = \\epsilon_G$.\n", "\n", "However, if data points are correlated, then the value from one point in time in the figure could be used to undermine the privacy protection of another. The privacy budget $\\epsilon_G$ must be shared over the entire set of points in the figure.\n", "\n", "Perhaps at some time resolutions, data are highly correlated, but, at others, they are not. Minutely energy data would exhibit high correlation, while annual average consumption would exhibit much less.\n", "\n", "In this example, we adopt a strict semantic model: privacy budget is never reset.\n", "\n", "A few examples of privacy harms from energy data suggest that this is necessary:\n", "\n", "* Occupancy is highly correlated across days\n", "* Average energy consumption is highly correlated across days\n", "\n", "In a previous example, we considered the case of a high profile environmentalist being embarrassed by secretly high energy consumption. This high energy consumption would be apparent at almost any hour of the day. \n", "\n", "Therefore, we must bound privacy loss to the entire time series." ] }, { "cell_type": "markdown", "metadata": { "nteract": { "transient": { "deleting": false } } }, "source": [ "## Candidate Mechanisms ##\n", "\n", "We will compare two mechanisms for private load shapes:\n", " \n", "1. Laplace Mechanism\n", "2. Gaussian Mechanism\n", "\n", "The Laplace Mechanism adds less noise per data point than the Gaussian Mechanism, but the noise is scaled to the L1 norm of the dataset rather than the L2 norm.\n", "\n", "For a small number of points per building per figure, the Laplace Mechanism will outperform the Gaussian Mechanism. As the number of points increases, the Gaussian Mechanism's L2 scaling will overtake the accuracy benefit of the Laplace Mechanism." ] }, { "cell_type": "markdown", "metadata": { "nteract": { "transient": { "deleting": false } } }, "source": [ "## Sample Data Set ##\n", "\n", "We will consider queries against a residential energy consumption dataset.\n", "\n", "A reasonable upper bound for household energy consumption is 2 kWh, which translates into a sensitivity $\\Delta$ = 2.\n", "\n", "We are interested in average load shapes across a variety of time ranges -- hourly, weekly, and daily -- at the hourly resolution.\n", "\n", "* Daily: An average day's energy consumption, 24 points per building\n", "* Weekly: An average week's energy consumption, 168 points per building\n", "* Monthly: An average houry's energy consumption, 672 points per building\n", "\n", "We will consider a variety of population sizes from 100 to 100,000 buildings.\n", "\n", "Finally, we will seek an error of +/- 0.1 kWh per hour at 95% confidence.\n", "\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true, "execution": { "iopub.execute_input": "2020-09-28T22:54:13.411Z", "iopub.status.busy": "2020-09-28T22:54:13.405Z", "iopub.status.idle": "2020-09-28T22:54:14.373Z", "shell.execute_reply": "2020-09-28T22:54:14.382Z" }, "jupyter": { "outputs_hidden": true, "source_hidden": false }, "nteract": { "transient": { "deleting": false } } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.linspace(100, 100000, num=300)\n", "\n", "def epsilons(points_per_building=0):\n", " ret = []\n", " for N in x:\n", " private_mean_op = PrivateVectorClampedMeanLaplace(\n", " lower_bound = 0,\n", " upper_bound = 2,\n", " k = points_per_building,\n", " N = N\n", " )\n", " ci = private_mean_op.epsilon_for_confidence_interval(\n", " target_ci = 0.1,\n", " confidence = 0.95\n", " )\n", " ret.append(ci)\n", " return ret\n", "\n", "daily_epsilons_laplace = epsilons(points_per_building=24)\n", "weekly_epsilons_laplace = epsilons(points_per_building=168)\n", "monthly_epsilons_laplace = epsilons(points_per_building=672)\n", "\n", "def epsilons(points_per_building=0):\n", " ret = []\n", " for N in x:\n", " private_mean_op = PrivateVectorClampedMeanGaussian(\n", " lower_bound = 0,\n", " upper_bound = 2,\n", " k = points_per_building,\n", " N = N\n", " )\n", " ci = private_mean_op.epsilon_for_confidence_interval(\n", " target_ci = 0.1,\n", " confidence = 0.95,\n", " delta = 1/(N**2)\n", " )\n", " ret.append(ci)\n", " return ret\n", " \n", "daily_epsilons_gaussian = epsilons(points_per_building=24)\n", "weekly_epsilons_gaussian = epsilons(points_per_building=168)\n", "monthly_epsilons_gaussian = epsilons(points_per_building=672)\n", "\n", "fig, ax = plt.subplots()\n", "\n", "ax.plot(x, daily_epsilons_laplace, \n", " label=\"Daily - Laplace\", color=\"r\", linestyle=\"dashed\", linewidth=3)\n", "ax.plot(x, weekly_epsilons_laplace, \n", " label=\"Weekly - Laplace\", color=\"r\", linestyle=\"solid\", linewidth=3)\n", "ax.plot(x, monthly_epsilons_laplace, \n", " label=\"Monthly - Laplace\", color=\"r\", linestyle=\"dashdot\", linewidth=3)\n", "ax.plot(x, daily_epsilons_gaussian, \n", " label=\"Daily - Gaussian\", color=\"k\", linestyle=\"dashed\", linewidth=3)\n", "ax.plot(x, weekly_epsilons_gaussian, \n", " label=\"Weekly - Gaussian\", color=\"k\", linestyle=\"solid\", linewidth=3)\n", "ax.plot(x, monthly_epsilons_gaussian, \n", " label=\"Monthly - Gaussian\", color=\"k\", linestyle=\"dashdot\", linewidth=3)\n", "\n", "ax.set_xscale(\"log\")\n", "ax.set_yscale(\"log\")\n", "plt.xlabel(\"Population Size (log scale)\")\n", "plt.ylabel(\"Required ε (log scale)\")\n", "plt.legend()\n", "\n", "from matplotlib.ticker import ScalarFormatter, FormatStrFormatter\n", "for axis in [ax.xaxis, ax.yaxis]:\n", " axis.set_major_formatter(FormatStrFormatter(\"%.0f\"))\n", "\n", "ax.xaxis.grid(True, which='minor')\n", "ax.yaxis.grid(True, which='minor')\n", "\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "nteract": { "transient": { "deleting": false } } }, "source": [ "## Accuracy/Privacy Trade-Off of Approaches ##\n", "\n", "For all of the load shape scenarios considered in this analysis, the Gaussian Mechanism outperforms the Laplace Mechanism, requiring less privacy budget for a given level of accuracy." ] } ], "metadata": { "kernel_info": { "name": "python3" }, "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": "3.7.8" }, "nteract": { "version": "0.24.1" } }, "nbformat": 4, "nbformat_minor": 4 }