diff --git a/docs/Novelets_datasets/data01_Toy.mat b/docs/Novelets_datasets/data01_Toy.mat new file mode 100644 index 000000000..b2eebc9ff Binary files /dev/null and b/docs/Novelets_datasets/data01_Toy.mat differ diff --git a/docs/Tutorial_Novelets.ipynb b/docs/Tutorial_Novelets.ipynb new file mode 100644 index 000000000..765ee9c30 --- /dev/null +++ b/docs/Tutorial_Novelets.ipynb @@ -0,0 +1,663 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "6bd7ee6d", + "metadata": {}, + "source": [ + "# Finding \"emerging behaviors\" in a time series" + ] + }, + { + "cell_type": "markdown", + "id": "02d28a8c", + "metadata": {}, + "source": [ + "This notebook reproduces [Matrix Profile XXV: Novelets](https://static1.squarespace.com/static/56dca322f8baf30cf9752a85/t/631900e16f7b7e792701943a/1662583010347/Novelets_V029_CameraReady.pdf). The supporting webpage can be found [here](https://sites.google.com/view/novelets)\n", + "\n", + "This paper proposes an algorithm that can discover emerging behavior, named as **Novelets**, in a time series." + ] + }, + { + "cell_type": "markdown", + "id": "a637d1da", + "metadata": {}, + "source": [ + "## import libraries" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "97a8227f", + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "\n", + "import math\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import stumpy\n", + "from stumpy import stump, core, config\n", + "\n", + "from scipy.io import loadmat\n", + "\n", + "plt.style.use('https://raw.githubusercontent.com/TDAmeritrade/stumpy/main/docs/stumpy.mplstyle')" + ] + }, + { + "cell_type": "markdown", + "id": "7a91cf59", + "metadata": {}, + "source": [ + "## Toy data" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "b6b42583", + "metadata": {}, + "outputs": [], + "source": [ + "# Get data from supporting webapge\n", + "# link: https://drive.google.com/file/d/1XvZ9mPWiar8YIbxxFDCRPK8wctD0FjcV/view?usp=sharing\n", + "\n", + "data = loadmat('Novelets_datasets/data01_Toy.mat') \n", + "T = np.squeeze(data['pos'])" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "ed5474b8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "tags = np.arange(0, len(T), 25)\n", + "\n", + "# visualize data\n", + "plt.figure(figsize=(30, 3))\n", + "plt.plot(T)\n", + "plt.xticks(ticks=tags, labels=tags)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "0fd7cfaf", + "metadata": {}, + "source": [ + "Here, we can see that there is a new pattern that is starting around index `125`, and this emerging behavior is repeated at around index `275`. We call the first new subsequence the Novelet. (Note that if we eliminate the second occurance of this behavior, then we cannot call this an emerging behavior! Because, this is basically a unique event, or anomlay)\n", + "\n", + "---\n", + "\n", + "There are few things need to be clarified though (see [paper](https://static1.squarespace.com/static/56dca322f8baf30cf9752a85/t/631900e16f7b7e792701943a/1662583010347/Novelets_V029_CameraReady.pdf) for further details).\n", + "\n", + "**1) Why not motif?** \n", + "While novelets may be time series motifs, most motifs are not Novelets. For example, `Beat` in `BeatzBeatyBeatx` is a strong motif. In the incoming stream, we may have something like this: `BeatwBeatvBeatsPadaqBeatrPatajBeat`. If we look at it closely, we can see there is `Pada`/`Pata` pair, which can be seen as an emerging behavior. This may be overlooked by motif discovery.\n", + "\n", + "**2) Why not anomlay?**\n", + "An anomaly is typically a shape that occurs once, whereas a Novelet is the first instance of a repeated shape.\n", + "\n", + "**3) Why not chain?**\n", + "For one, a chain must be of at least length three, whereas a Novelet may be detected with just two occurences. For another, we can think of `chain` as a slowly changing behavior; however, novelet is a completely novel behavior.\n", + "\n", + "**4) Why not segementation/change detection?**\n", + "In a trivial case where there are two regimes, the outputs of segmentations and novelets may both point out to the start of each regime. However, in practice, segmentation usually works well when the data is highly periodic. However, Novelets only need to see two examples of a new behavior.\n", + "\n", + "\n", + "**5) Why not clustering?**\n", + "They have different purposes. For instance, a novelet can detect when new ryhme schemes begin in a song lyric. However, a clustering process results in grouping all words belonging to a scheme." + ] + }, + { + "cell_type": "markdown", + "id": "6c15682c", + "metadata": {}, + "source": [ + "\n", + "**[Personal Opinion] Why not the anomaly twin-freak ???**\n", + "For instance, can we use [DAMP](https://www.cs.ucr.edu/~eamonn/DAMP_long_version.pdf) to discover anomaly, and then, if it repeats again, we just call it an emerging behavior (?!)" + ] + }, + { + "cell_type": "markdown", + "id": "1baf9847", + "metadata": {}, + "source": [ + "## Novelet\n", + " a Novelet is the **first** instance- of a new behavior- of a **repeated** shape. Note that we cannot say a subsequnce shows an emerging behavior in its first appearence. Because, that might be just a unique event (or anomaly). If this behavior is repeated again, then we can call it an emerging behavior. \n", + " \n", + "Therefore, if the novelet subsequence `S` appears later as `S'`, then we call `S` novelet. Therefore, to detect novelet, our aim is to find `S'`, a subsequence that has a close left nearest neigbor but is far from the regular patterns in the data. " + ] + }, + { + "cell_type": "markdown", + "id": "26d739a0", + "metadata": {}, + "source": [ + "We now demonstrate how this concept works. We first need to create `T_ref`, a time series that contains the patterns that cannot be considered as emerging behavior. For instance, in the previous figure, the sinusoidal curve can be considered as the background data. Hence, we would like to avoid choosing a pattern as an emerging behavior if it is similar to sinusoidal curve." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "ddb390e6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# plot T_ref\n", + "T_ref = np.squeeze(data['neg']) \n", + "\n", + "plt.figure(figsize=(30, 3))\n", + "plt.plot(T_ref)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "01cb5283", + "metadata": {}, + "source": [ + "This data contains the sinusoidal curve as well as noise. We can create this data synthetically. In the paper, the authors considered an equal length for sinusoidal curve and noise (see Fig. 3). However, they do not mention why \"equal\" length. I think it is not important since, as stated in the paper, it is possible to start with an empty `T_ref`." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "c9252fbc", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "tags = np.arange(0, len(T), 25)\n", + "\n", + "fig, axs = plt.subplots(2, 1, figsize=(30, 5), sharex=True)\n", + "axs[0].plot(T_ref, color='r')\n", + "axs[0].set_title('reference data', fontsize=15)\n", + "\n", + "axs[1].plot(T, color='b')\n", + "axs[1].set_title('original data', fontsize=15)\n", + "axs[1].set_xticks(tags)\n", + "axs[1].set_xticklabels(tags)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "cc0a27f5", + "metadata": {}, + "source": [ + "Recall that the novelet is at index 125. And, this behavior is new compared to the patterns in `T_ref` (top figure).\n", + "To find the emerging behavior, we first need to calculate the \"Emergence Profile\", `EP`:" + ] + }, + { + "cell_type": "markdown", + "id": "3d5d29a1", + "metadata": {}, + "source": [ + "\n", + "$$\n", + "\\begin{align}\n", + "EP ={}& MatrixProfile(T, T\\_ref) - LeftMatrixProfile(T)\n", + "\\end{align}\n", + "$$\n" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "2b3fdc62", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "T_A = T.copy()\n", + "T_B = T_ref.copy()\n", + "\n", + "m = 50\n", + "mp_AB = stumpy.stump(T_A, m, T_B, ignore_trivial=False)\n", + "P_AB = mp_AB[:, 0].astype(np.float64)\n", + "\n", + "mp_AA = stumpy.stump(T_A, m)\n", + "IL = mp_AA[:, 2].astype(np.int64) # left matrix profile indices\n", + "P_AA_left = stumpy.core._idx_to_mp(IL, T_A, m)\n", + "\n", + "EP = P_AB - P_AA_left\n", + "\n", + "# plot EP\n", + "\n", + "plt.plot(EP)\n", + "plt.title(\"Emergence Profile\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "f8f3a5ed", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "index with highest value in EP: 263\n" + ] + } + ], + "source": [ + "idx = np.argmax(ep)\n", + "print('index with highest value in EP: ', idx)" + ] + }, + { + "cell_type": "markdown", + "id": "2a17ca43", + "metadata": {}, + "source": [ + "Note that a high value at index `idx=263` means that the subsequence starting at this index has large distance to its NN in the reference time series `T_ref`, but it has a small distance to its left nearest neighbor in main data `T`. In other words, this is a new behavior that is not close to the (regular) patterns in reference, but it occured once before in the time series `T`." + ] + }, + { + "cell_type": "markdown", + "id": "9197ad96", + "metadata": {}, + "source": [ + "Now, we can use the left matrix profile `IL`, to find the first occurance of this behavior:" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "edc8fd51", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The Novelet start at index 113\n" + ] + } + ], + "source": [ + "idx_novelet = IL[idx]\n", + "print(f'The Novelet start at index {idx_novelet}')" + ] + }, + { + "cell_type": "markdown", + "id": "f56c79b8", + "metadata": {}, + "source": [ + "**Finally, let's plot the novelet and its second occurence**" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "8e37b741", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(T, color='b')\n", + "plt.plot(np.arange(idx_novelet, idx_novelet + m), T[idx_novelet:idx_novelet+m], color='r', linewidth=3, label='novelet')\n", + "plt.plot(np.arange(idx, idx + m), T[idx:idx+m], color='maroon', linewidth=3, label='second occurance of novelet')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "1dde0458", + "metadata": {}, + "source": [ + "## Clipping distances at $\\sqrt{2m}$" + ] + }, + { + "cell_type": "markdown", + "id": "2b10fd5b", + "metadata": {}, + "source": [ + "According to the paper, authors modified mass algorithm and clip distances at $\\sqrt{2m}$. As stated by the authors, the reason is that those values correspond to pairs of subsequences that are anti-correlated. This is done to make the greatest use of the normalized range **[Personal opinion: I do not think so! See below]**\n", + "\n", + "\n", + "\n", + "The z-normalized Euclidean distance is in range $[0, \\sqrt{4m}]$. However, for $\\rho < 0$, the distance becomes greater than $\\sqrt{2m}$. So, if we clip the distances at $\\sqrt{2m}$, as authors said, then all distances will be in $[0, \\sqrt{2m}]$, and if we normalize these distances according to the length of subsequence, i.e., dividing by $\\sqrt{2m}$, then the distances will be in range `[0, 1]`. So, we can use different length `m`, and choose the one that shows highest value in the emergence profile. So, we can find a better `m`. \n", + "\n", + "**[Personal Opinion:]** If we divide $\\sqrt{4m}$ by $\\sqrt{2m}$, the distances will be in range `[0, 2]`. Therefore, we can still use this independent-from-m range to compare emergence profiles of different `m`. I cannot find the need for clipping distances at $\\sqrt{2m}$." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2335e805", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "2e5cc229", + "metadata": {}, + "source": [ + "## Novelet algorithm\n", + "This implemnts Table 1 in the paper. STUMPY's modules are used here. So, there is a slight difference in our implementation as we do not clip distances at $\\sqrt{2m}$. To do that, one needs to modify the `stump` function by setting $\\rho=0$ whenever $\\rho$ becomes negative.\n", + "\n", + "**[Personal Opinion]** I think we need to use **class** instead of function as we just need to update some variables for each new incoming `t`. We need to create `__init__(self, T_A, m, T_B, d)` and `.update(self, t)`. We need to find a way to update T_B properly and set `d` accordingly.]**" + ] + }, + { + "cell_type": "code", + "execution_count": 124, + "id": "99780374", + "metadata": {}, + "outputs": [], + "source": [ + "class novelets:\n", + " \"\"\"\n", + " Find the novelets in time series T_A by using T_B as the reference for regular patterns.\n", + " \n", + " Parameters\n", + " ----------\n", + " T_A : numpy.ndarray\n", + " The time series or sequence containing the main data\n", + " \n", + " m : int\n", + " Window size\n", + " \n", + " T_B : numpy.ndarray\n", + " The time series or sequence containing the regular patterns \n", + " \n", + " d : float\n", + " The minimum threshold to accept a subsequence for novelet discovery\n", + " \"\"\"\n", + " def __init__(self, T_A, m, T_B, d):\n", + " self._T_A = T_A\n", + " self._T_B = T_B\n", + " self._m = m\n", + " self._d = d\n", + " \n", + " self._novelets = np.empty((0, 2), dtype=np.int64)\n", + " self._excl_zone = int(np.ceil(self._m / config.STUMPY_EXCL_ZONE_DENOM))\n", + " \n", + " mp = stumpy.stump(self._T_A, self._m)\n", + " IL = mp[:, 2].astype(np.int64)\n", + " self._PL_AA = stumpy.core._idx_to_mp(IL, T_A, m)\n", + " \n", + " mp_AB = stumpy.stump(self._T_A, m, self._T_B, ignore_trivial=False)\n", + " self._P_AB = mp_AB[:, 0].astype(np.float64)\n", + " \n", + " self._EP = self._P_AB - self._PL_AA \n", + " self._EP[:] = self._EP / np.sqrt(2 * m)\n", + " \n", + " def update(self, t):\n", + " \"\"\"\n", + " `t` is the newly-added value from incoming data. \n", + " \"\"\"\n", + " self._T_A = np.append(self._T_A, t)\n", + " \n", + " idx = len(self._T_A) - m + 1 - 1 # start idx of last subseq\n", + " S = self._T_A[idx:] \n", + " \n", + " D_SA = stumpy.core.mass(S, self._T_A)\n", + " stumpy.core.apply_exclusion_zone(D_SA, idx, self._excl_zone, np.inf)\n", + " candidate_idx = np.argmin(D_SA)\n", + " PL_AA_new = D_SA[candidate_idx] \n", + " self._PL_AA = np.append(self._PL_AA, PL_AA_new)\n", + " \n", + " D_SB = stumpy.core.mass(S, self._T_B) # try to use updated M_T and Σ_T to reduce computing time\n", + " P_AB_new = np.min(D_SB)\n", + " self._P_AB = np.append(self._P_AB, P_AB_new)\n", + " \n", + " EP_new = (self._P_AB[-1] - self._PL_AA[-1]) / np.sqrt(2 * m)\n", + " self._EP = np.append(self._EP, EP_new) # I think we can move this to the if-block below.\n", + " \n", + " if EP_new >= self._d:\n", + " self._novelets = np.r_[self._novelets, [[candidate_idx, idx]]]\n", + " self._T_B = np.append(self._T_B, self._T_B[candidate_idx : candidate_idx + m])\n", + " \n", + " \n", + " @property\n", + " def novelets_indices(self):\n", + " return self._novelets" + ] + }, + { + "cell_type": "markdown", + "id": "f0c6252b", + "metadata": {}, + "source": [ + "**Let's try it out:**" + ] + }, + { + "cell_type": "code", + "execution_count": 125, + "id": "3f091659", + "metadata": {}, + "outputs": [], + "source": [ + "T = np.squeeze(data['pos'])\n", + "T_ref = np.squeeze(data['neg'])\n", + "\n", + "T_A = T[:250]\n", + "T_B = T_ref.copy()\n", + "\n", + "t_values = T[250:300]" + ] + }, + { + "cell_type": "markdown", + "id": "2680d8ba", + "metadata": {}, + "source": [ + "Now, we start to appending a `t` value to T_A, and return the novelets." + ] + }, + { + "cell_type": "code", + "execution_count": 126, + "id": "eedd900d", + "metadata": {}, + "outputs": [], + "source": [ + "m = 50\n", + "nov = novelets(T_A, m, T_B, d = 0.2) # d=0.5 corresponds to pearon=0.5" + ] + }, + { + "cell_type": "code", + "execution_count": 127, + "id": "a1bba8f6", + "metadata": {}, + "outputs": [], + "source": [ + "for t in t_values:\n", + " nov.update(t)" + ] + }, + { + "cell_type": "code", + "execution_count": 128, + "id": "11ac3337", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 83, 233],\n", + " [ 95, 245],\n", + " [ 96, 246],\n", + " [ 97, 247],\n", + " [ 98, 248],\n", + " [ 99, 249],\n", + " [100, 250]], dtype=int64)" + ] + }, + "execution_count": 128, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 135, + "id": "7fea2fa5", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "novel_idx: 99\n" + ] + } + ], + "source": [ + "# filtering\n", + "IDX = nov.novelets_indices[:, 0]\n", + "pos = np.argmax(nov._EP[IDX])\n", + "\n", + "novel_idx = nov.novelets_indices[pos, 0]\n", + "novel_idx_pair = nov.novelets_indices[pos, 1]\n", + "\n", + "print('novel_idx: ', novel_idx)" + ] + }, + { + "cell_type": "code", + "execution_count": 134, + "id": "866d9a1b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Let's plot it:\n", + "plt.plot(nov._T_A, label='up-to-date data')\n", + "plt.plot(\n", + " np.arange(novel_idx, novel_idx + m), nov._T_A[novel_idx : novel_idx + m], color='r', label='novelet'\n", + ")\n", + "\n", + "plt.plot(\n", + " np.arange(novel_idx_pair, novel_idx_pair + m), nov._T_A[novel_idx_pair : novel_idx_pair + m], color='maroon', label='novelet pair'\n", + ")\n", + "\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c9d32b2d", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.8.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}