{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Timeseries Classification: KNN & DTW\n", "===\n", "Mark Regan\n", "\n", "---\n", "When it comes to building a classification algorithm, analysts have a broad range of open source options to choose from. However, for time series classification, there are less out-of-the box solutions. Many of the typical classification algorithms (Logistic Regression, Random Forests, SVM etc) are applicable to time-series data when the temporal data structure is abstracted away through feature engineering.\n", "\n", "My experience with this approach has been poor. The full timeseries feature vector contains a large amount of valuable information that can be lost through the process of flattening the datastructure.\n", "\n", "I began researching the domain of time series classification and was intrigued by a recommended technique called K Nearest Neighbors and Dynamic Time Warping. A meta analysis completed by Mitsa (2010) suggests that when it comes to timeseries classification, 1 Nearest Neighbor (K=1) and Dynamic Timewarping is very difficult to beat [1].\n", "\n", "##K Nearest Neighbors & Dynamic Time Warping" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAyAAAAF4CAYAAACsMp3bAAAMRWlDQ1BJQ0MgUHJvZmlsZQAASA2t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\nrkJggg==\n", "text/plain": [ "" ] }, "execution_count": 1, "metadata": { "image/png": { "width": 780 } }, "output_type": "execute_result" } ], "source": [ "from IPython.display import Image\n", "Image('images/dtw_knn_schematic.png', width=780)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "K Nearest Neighbors is a classification algorithm familiar to many. It takes a unlabled observation (the star above) and compares it to a population of labled observations (blue and orange circles). By finding the K nearest circles to the star, we can infer the class label for the star through majority voting.\n", "\n", "We can also use KNN in the context of time series data. The question becomes, \"how do we compute the distance between two timeseries sequences\"? \"Dynamic Time Warping\" is a technique that was heavily used for speech recognition in the 80s. The DTW algorithm finds the optimum alignment between two sequences of observations by warping the time dimension with certain constraints.\n", "\n", "Because of this temporal dimension warping, DTW is good for classifying sequences that have different frequences or that are out of phase. Later we'll see how we can use DTW to classify whether a person is walking, lying down, sitting etc.\n", "\n", "The above right diagram shows how a DTW distance matrix representation. Each cell is computed by measuring the distance between $A_i$ and $B_j$. The red path represents the shortest path and hence optimum alignment of the two sequences. \n", "\n", "$$DTW_{AB} = SUM(shortest\\ paths_{AB})$$\n", "\n", "####Max Warping Window Allowed\n", "Computing the full distance matrix between A and B scales with $O(n^2)$, where n is the number of sequences in A and B. This performance can be improved by constraining the amount of warping allowed. This limits the number of cells that need to be computed in the DTW distance matrix. Research by Keogh et al has shown that a warping window not only improves performance but also improves classification accuracy [2]." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcEAAAHBCAYAAAARuwDoAAAACXBIWXMAAAsTAAALEwEAmpwYAAAP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\nRIgQSVCECBEiRIj43PC/AQCB1rKySW9dMgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image('images/max_window_warping.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "####Coded in Python\n", "The below python code represents the KNN & DTW classification algorithm. The following key methods are described:\n", "\n", "| Method | Description |\n", "|---------------|-----------------------------------------------------------------------------------------------------------------------|\n", "| `_dtw_distance` | computes the Dynamic Time Warping distance between two sequences |\n", "| `_dist_matrix` | computes the distance matrix between $A$ and $B$ |\n", "| `predict` | uses both of the above methods to compute the class labels and probability of dataset $B$ through K Nearest Neighbors |" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import sys\n", "import collections\n", "import itertools\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from scipy.stats import mode\n", "from scipy.spatial.distance import squareform\n", "\n", "plt.style.use('bmh')\n", "%matplotlib inline\n", "\n", "try:\n", " from IPython.display import clear_output\n", " have_ipython = True\n", "except ImportError:\n", " have_ipython = False\n", "\n", "class KnnDtw(object):\n", " \"\"\"K-nearest neighbor classifier using dynamic time warping\n", " as the distance measure between pairs of time series arrays\n", " \n", " Arguments\n", " ---------\n", " n_neighbors : int, optional (default = 5)\n", " Number of neighbors to use by default for KNN\n", " \n", " max_warping_window : int, optional (default = infinity)\n", " Maximum warping window allowed by the DTW dynamic\n", " programming function\n", " \n", " subsample_step : int, optional (default = 1)\n", " Step size for the timeseries array. By setting subsample_step = 2,\n", " the timeseries length will be reduced by 50% because every second\n", " item is skipped. Implemented by x[:, ::subsample_step]\n", " \"\"\"\n", " \n", " def __init__(self, n_neighbors=5, max_warping_window=10000, subsample_step=1):\n", " self.n_neighbors = n_neighbors\n", " self.max_warping_window = max_warping_window\n", " self.subsample_step = subsample_step\n", " \n", " def fit(self, x, l):\n", " \"\"\"Fit the model using x as training data and l as class labels\n", " \n", " Arguments\n", " ---------\n", " x : array of shape [n_samples, n_timepoints]\n", " Training data set for input into KNN classifer\n", " \n", " l : array of shape [n_samples]\n", " Training labels for input into KNN classifier\n", " \"\"\"\n", " \n", " self.x = x\n", " self.l = l\n", " \n", " def _dtw_distance(self, ts_a, ts_b, d = lambda x,y: abs(x-y)):\n", " \"\"\"Returns the DTW similarity distance between two 2-D\n", " timeseries numpy arrays.\n", "\n", " Arguments\n", " ---------\n", " ts_a, ts_b : array of shape [n_samples, n_timepoints]\n", " Two arrays containing n_samples of timeseries data\n", " whose DTW distance between each sample of A and B\n", " will be compared\n", " \n", " d : DistanceMetric object (default = abs(x-y))\n", " the distance measure used for A_i - B_j in the\n", " DTW dynamic programming function\n", " \n", " Returns\n", " -------\n", " DTW distance between A and B\n", " \"\"\"\n", "\n", " # Create cost matrix via broadcasting with large int\n", " ts_a, ts_b = np.array(ts_a), np.array(ts_b)\n", " M, N = len(ts_a), len(ts_b)\n", " cost = sys.maxint * np.ones((M, N))\n", "\n", " # Initialize the first row and column\n", " cost[0, 0] = d(ts_a[0], ts_b[0])\n", " for i in xrange(1, M):\n", " cost[i, 0] = cost[i-1, 0] + d(ts_a[i], ts_b[0])\n", "\n", " for j in xrange(1, N):\n", " cost[0, j] = cost[0, j-1] + d(ts_a[0], ts_b[j])\n", "\n", " # Populate rest of cost matrix within window\n", " for i in xrange(1, M):\n", " for j in xrange(max(1, i - self.max_warping_window),\n", " min(N, i + self.max_warping_window)):\n", " choices = cost[i - 1, j - 1], cost[i, j-1], cost[i-1, j]\n", " cost[i, j] = min(choices) + d(ts_a[i], ts_b[j])\n", "\n", " # Return DTW distance given window \n", " return cost[-1, -1]\n", " \n", " def _dist_matrix(self, x, y):\n", " \"\"\"Computes the M x N distance matrix between the training\n", " dataset and testing dataset (y) using the DTW distance measure\n", " \n", " Arguments\n", " ---------\n", " x : array of shape [n_samples, n_timepoints]\n", " \n", " y : array of shape [n_samples, n_timepoints]\n", " \n", " Returns\n", " -------\n", " Distance matrix between each item of x and y with\n", " shape [training_n_samples, testing_n_samples]\n", " \"\"\"\n", " \n", " # Compute the distance matrix \n", " dm_count = 0\n", " \n", " # Compute condensed distance matrix (upper triangle) of pairwise dtw distances\n", " # when x and y are the same array\n", " if(np.array_equal(x, y)):\n", " x_s = np.shape(x)\n", " dm = np.zeros((x_s[0] * (x_s[0] - 1)) // 2, dtype=np.double)\n", " \n", " p = ProgressBar(shape(dm)[0])\n", " \n", " for i in xrange(0, x_s[0] - 1):\n", " for j in xrange(i + 1, x_s[0]):\n", " dm[dm_count] = self._dtw_distance(x[i, ::self.subsample_step],\n", " y[j, ::self.subsample_step])\n", " \n", " dm_count += 1\n", " p.animate(dm_count)\n", " \n", " # Convert to squareform\n", " dm = squareform(dm)\n", " return dm\n", " \n", " # Compute full distance matrix of dtw distnces between x and y\n", " else:\n", " x_s = np.shape(x)\n", " y_s = np.shape(y)\n", " dm = np.zeros((x_s[0], y_s[0])) \n", " dm_size = x_s[0]*y_s[0]\n", " \n", " p = ProgressBar(dm_size)\n", " \n", " for i in xrange(0, x_s[0]):\n", " for j in xrange(0, y_s[0]):\n", " dm[i, j] = self._dtw_distance(x[i, ::self.subsample_step],\n", " y[j, ::self.subsample_step])\n", " # Update progress bar\n", " dm_count += 1\n", " p.animate(dm_count)\n", " \n", " return dm\n", " \n", " def predict(self, x):\n", " \"\"\"Predict the class labels or probability estimates for \n", " the provided data\n", "\n", " Arguments\n", " ---------\n", " x : array of shape [n_samples, n_timepoints]\n", " Array containing the testing data set to be classified\n", " \n", " Returns\n", " -------\n", " 2 arrays representing:\n", " (1) the predicted class labels \n", " (2) the knn label count probability\n", " \"\"\"\n", " \n", " dm = self._dist_matrix(x, self.x)\n", "\n", " # Identify the k nearest neighbors\n", " knn_idx = dm.argsort()[:, :self.n_neighbors]\n", "\n", " # Identify k nearest labels\n", " knn_labels = self.l[knn_idx]\n", " \n", " # Model Label\n", " mode_data = mode(knn_labels, axis=1)\n", " mode_label = mode_data[0]\n", " mode_proba = mode_data[1]/self.n_neighbors\n", "\n", " return mode_label.ravel(), mode_proba.ravel()\n", "\n", "class ProgressBar:\n", " \"\"\"This progress bar was taken from PYMC\n", " \"\"\"\n", " def __init__(self, iterations):\n", " self.iterations = iterations\n", " self.prog_bar = '[]'\n", " self.fill_char = '*'\n", " self.width = 40\n", " self.__update_amount(0)\n", " if have_ipython:\n", " self.animate = self.animate_ipython\n", " else:\n", " self.animate = self.animate_noipython\n", "\n", " def animate_ipython(self, iter):\n", " print '\\r', self,\n", " sys.stdout.flush()\n", " self.update_iteration(iter + 1)\n", "\n", " def update_iteration(self, elapsed_iter):\n", " self.__update_amount((elapsed_iter / float(self.iterations)) * 100.0)\n", " self.prog_bar += ' %d of %s complete' % (elapsed_iter, self.iterations)\n", "\n", " def __update_amount(self, new_amount):\n", " percent_done = int(round((new_amount / 100.0) * 100.0))\n", " all_full = self.width - 2\n", " num_hashes = int(round((percent_done / 100.0) * all_full))\n", " self.prog_bar = '[' + self.fill_char * num_hashes + ' ' * (all_full - num_hashes) + ']'\n", " pct_place = (len(self.prog_bar) // 2) - len(str(percent_done))\n", " pct_string = '%d%%' % percent_done\n", " self.prog_bar = self.prog_bar[0:pct_place] + \\\n", " (pct_string + self.prog_bar[pct_place + len(pct_string):])\n", "\n", " def __str__(self):\n", " return str(self.prog_bar)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Measuring the DTW distance\n", "The DTW distance between two sequences can be calculated using the `_dtw_distance()` method" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA/EAAAGMCAYAAACS4iKjAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkngRERERERGRKPG/AeYg6681VbMAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "time = np.linspace(0,20,1000)\n", "amplitude_a = 5*np.sin(time)\n", "amplitude_b = 3*np.sin(time + 1)\n", "\n", "m = KnnDtw()\n", "distance = m._dtw_distance(amplitude_a, amplitude_b)\n", "\n", "fig = plt.figure(figsize=(12,4))\n", "_ = plt.plot(time, amplitude_a, label='A')\n", "_ = plt.plot(time, amplitude_b, label='B')\n", "_ = plt.title('DTW distance between A and B is %.2f' % distance)\n", "_ = plt.ylabel('Amplitude')\n", "_ = plt.xlabel('Time')\n", "_ = plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is also possible to compute the distance between each pair of two collections of inputs by using the `_dist_matrix()` method. These are the two methods which underpin the KnnDtw() classification algorithm. In the next section we will use the `fit()` and `predict()` method to train our classifier and predict class labels forunseen data." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[****************100%******************] 16 of 16 complete" ] }, { "data": { "text/plain": [ "array([[ 8.23266932, 10.69306752, 8.64633783, 9.32063527],\n", " [ 8.10594233, 8.28282499, 8.32599861, 10.05961871],\n", " [ 7.85953015, 8.71231086, 9.12059861, 8.74224623],\n", " [ 10.10324773, 10.13287959, 8.98606925, 11.63278765]])" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "m._dist_matrix(np.random.random((4,50)), np.random.random((4,50)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Human Activity Recognition Dataset\n", "The Human Activity Recognition Dataset (HAR) dataset is chosen to test the classification performance of DTW & KNN [3]." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/jpeg": "/9j/4AAQSkZJRgABAQEAYABgAAD/4gxYSUNDX1BST0ZJTEUAAQEAAAxITGlubwIQAABtbnRyUkdC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\nBRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQB//2Q==\n", "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image('images/stand-sit-run.jpg')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> The experiments were carried out with a group of 30 volunteers within an age bracket of 19-48 years. Each person performed six activities (walking, walking upstairs, walking downstairs, sitting, standing and laying) wearing a smartphone (Samsung Galaxy S II) on the waist. Using its embedded accelerometer and gyroscope, we captured 3-axial linear acceleration and 3-axial angular velocity at a constant rate of 50Hz. The experiments have been video-recorded to label the data manually.\n", "\n", "The remainder of this analysis uses a training and test dataset provided by the authors. They have combined the above timeseries signals and created a single timeseries feature vector. Unfortunately, their methodology is not described.\n", "\n", "####Import the HAR dataset" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Import the HAR dataset\n", "x_train_file = open('data/UCI-HAR-Dataset/train/X_train.txt', 'r')\n", "y_train_file = open('data/UCI-HAR-Dataset/train/y_train.txt', 'r')\n", "\n", "x_test_file = open('data/UCI-HAR-Dataset/test/X_test.txt', 'r')\n", "y_test_file = open('data/UCI-HAR-Dataset/test/y_test.txt', 'r')\n", "\n", "# Create empty lists\n", "x_train = []\n", "y_train = []\n", "x_test = []\n", "y_test = []\n", "\n", "# Mapping table for classes\n", "labels = {1:'WALKING', 2:'WALKING UPSTAIRS', 3:'WALKING DOWNSTAIRS',\n", " 4:'SITTING', 5:'STANDING', 6:'LAYING'}\n", "\n", "# Loop through datasets\n", "for x in x_train_file:\n", " x_train.append([float(ts) for ts in x.split()])\n", " \n", "for y in y_train_file:\n", " y_train.append(int(y.rstrip('\\n')))\n", " \n", "for x in x_test_file:\n", " x_test.append([float(ts) for ts in x.split()])\n", " \n", "for y in y_test_file:\n", " y_test.append(int(y.rstrip('\\n')))\n", " \n", "# Convert to numpy for efficiency\n", "x_train = np.array(x_train)\n", "y_train = np.array(y_train)\n", "x_test = np.array(x_test)\n", "y_test = np.array(y_test)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Visualizing sample observations from the HAR dataset" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABEEAAAKyCAYAAAA6t8BZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\niIiIiIiIiEhW+P9PybHktvpZAgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(11,7))\n", "colors = ['#D62728','#2C9F2C','#FD7F23','#1F77B4','#9467BD',\n", " '#8C564A','#7F7F7F','#1FBECF','#E377C2','#BCBD27']\n", "\n", "for i, r in enumerate([0,27,65,100,145,172]):\n", " plt.subplot(3,2,i+1)\n", " plt.plot(x_train[r][:100], label=labels[y_train[r]], color=colors[i], linewidth=2)\n", " plt.xlabel('Samples @50Hz')\n", " plt.legend(loc='upper left')\n", " plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Model Performance\n", "The performance of the KNN & DTW classifier is measured by comparing the class labels from the holdout dataset against predictions made by the classifier. The HAR dataset was pre-split into 70% training and 30% test. Cross validation was not performed." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[****************100%******************] 217120 of 217120 complete\n" ] } ], "source": [ "m = KnnDtw(n_neighbors=1, max_warping_window=10)\n", "m.fit(x_train[::10], y_train[::10])\n", "label, proba = m.predict(x_test[::10])" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " precision recall f1-score support\n", "\n", " WALKING 0.96 0.80 0.87 60\n", " WALKING UPSTAIRS 0.85 0.80 0.83 51\n", "WALKING DOWNSTAIRS 0.68 0.97 0.80 31\n", " SITTING 0.78 0.78 0.78 51\n", " STANDING 0.84 0.76 0.80 55\n", " LAYING 0.90 1.00 0.95 47\n", "\n", " avg / total 0.85 0.84 0.84 295\n", "\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAncAAAJgCAYAAADoGUVBAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.metrics import classification_report, confusion_matrix\n", "print classification_report(label, y_test[::10],\n", " target_names=[l for l in labels.values()])\n", "\n", "conf_mat = confusion_matrix(label, y_test[::10])\n", "\n", "fig = plt.figure(figsize=(6,6))\n", "width = np.shape(conf_mat)[1]\n", "height = np.shape(conf_mat)[0]\n", "\n", "res = plt.imshow(np.array(conf_mat), cmap=plt.cm.summer, interpolation='nearest')\n", "for i, row in enumerate(conf_mat):\n", " for j, c in enumerate(row):\n", " if c>0:\n", " plt.text(j-.2, i+.1, c, fontsize=16)\n", " \n", "cb = fig.colorbar(res)\n", "plt.title('Confusion Matrix')\n", "_ = plt.xticks(range(6), [l for l in labels.values()], rotation=90)\n", "_ = plt.yticks(range(6), [l for l in labels.values()])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The KNN & DTW classifier performed very well across each of the 6 classes. It even beats the best classification rate published by the authors of the HAR paper.\n", "\n", "However, this performance comes at a cost. The KNN algorithm is implemented using brute force. So, comparing 500 training observations to 500 test observations results in 250,000 DTW distances to be computed. And each (unconstrained) DTW distance calculation takes over 65K calculations each (256 x 256). This results in 16.3 billion calculations for just 500 x 500 observations.. Clearly not a scalable classification technique!\n", "\n", "Performance improvements can be achieved by reducing the `max_warping_window` parameter. However, these gains will not be sufficient to make KNN & DTW a viable classification technique for large or medium sized datasets." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[****************100%******************] 400 of 400 complete\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA/cAAAH1CAYAAACz0Q7tAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import time\n", "\n", "time_taken = []\n", "windows = [1,2,5,10,50,100,500,1000,5000]\n", "\n", "for w in windows:\n", " begin = time.time()\n", " \n", " t = KnnDtw(n_neighbors=1, max_warping_window=w)\n", " t.fit(x_train[:20], y_train[:20])\n", " label, proba = t.predict(x_test[:20])\n", " \n", " end = time.time()\n", " time_taken.append(end - begin)\n", "\n", "fig = plt.figure(figsize=(12,5))\n", "_ = plt.plot(windows, [t/400. for t in time_taken], lw=4)\n", "plt.title('DTW Execution Time with \\nvarying Max Warping Window')\n", "plt.ylabel('Execution Time (seconds)')\n", "plt.xlabel('Max Warping Window')\n", "plt.xscale('log')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "#### Final thoughts\n", "There are many improvements that could be made to this python implementation of KNN & DTW (eg. rewrite in C++ or explore parallel processing). However, the objective of this project was learning related. I've gained a deeper insight into the underlying mechanics of DTW by implementing it in python using dynamic programming techniques.\n", "\n", "#### References\n", "1. Mitsa (2010). Temporal Data Mining (Chapter on Temporal Classification).\n", "2. Xi (2006). Fast Time Series Classification Using Numerosity Reduction.\n", "3. Davide Anguita, Alessandro Ghio, Luca Oneto, Xavier Parra and Jorge L. Reyes-Ortiz. Human Activity Recognition on Smartphones using a Multiclass Hardware-Friendly Support Vector Machine. International Workshop of Ambient Assisted Living (IWAAL 2012). Vitoria-Gasteiz, Spain. Dec 2012. [Read Paper](http://arxiv.org/pdf/1401.8212.pdf)\n", "\n", "#### Credit\n", "- The progressbar used in the `DtwKnn()` class was taken from PYMC\n", "- The matplotlib style and IPython notebook was taken from Cameron Davidson-Pilon's excelent [\"Bayesian Methods for Hackers\"](https://github.com/CamDavidsonPilon/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.core.display import HTML\n", "\n", "def css_styling():\n", " styles = open(\"styles/custom.css\", \"r\").read()\n", " return HTML(styles)\n", "css_styling()" ] } ], "metadata": { "kernelspec": { "display_name": "Python [default]", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.12" } }, "nbformat": 4, "nbformat_minor": 0 }