{ "cells": [ { "cell_type": "markdown", "id": "0a474cf9", "metadata": { "toc": true }, "source": [ "

Dispersion Entropy

\n", "
" ] }, { "cell_type": "markdown", "id": "ecd49aeb", "metadata": {}, "source": [ "# Dispersion Entropy \n", "**Backgorund**\n", "Unlike usual entropy, Dispersion Entropy take the temporal dependency into accounts, same as Sample Entropy and Aproximate Entropy. It is Embeding Based Entropy function. The idea of Dispersion is almost same as Sample and Aproximate, which is to extract Embeddings, estimate their distribuation and compute entropy. However, there is a fine detail that make dispersion entropy more usuful.\n", "1. First, is to map the distribuation original signal to uniform (using CDF), then divide them into n-classes. This is same as done for quantization process of any normally distributed signal, such as speech. In quantization, this mapping helps to minimize the quantization error, by assiging small quantization steps for samples with high density and large for low. Think this in a way, if in a signal, large number of samples belongs to a range (-0.1, 0.1), near to zero, your almost all the embeddings will have at least one value that is in that range. CDF mapping will avoid that. In this python implimentation, we have included other mapping functions, which are commonly used in speech processing, i.e. A-Law, and µ-Law, with parameter A and µ to control the mapping.\n", "2. Second, it allows to extract Embedding with delay factor, i.e. if delay is 2, an embeding is continues samples skiping everu other sample. which is kind of decimation. This helps if your signal is sampled at very high sampling frequecy, i.e. super smooth in local region. Consider you hhave a signal with very high smapling rate, then many of the continues samples will have similar values, which will lead to have a very high number of contant embeddings.\n", "3. Third, actuall not so much of third, but an alternative to deal with signal with very high sampling rate, is by scale factor, which is nothing but a decimator." ] }, { "cell_type": "code", "execution_count": 1, "id": "2f8d743f", "metadata": { "ExecuteTime": { "end_time": "2022-01-15T13:20:57.191817Z", "start_time": "2022-01-15T13:20:52.792585Z" } }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import sys, scipy\n", "from scipy import linalg as LA\n", "import spkit as sp" ] }, { "cell_type": "markdown", "id": "a1611d64", "metadata": {}, "source": [ "# EEG Sample Signal" ] }, { "cell_type": "code", "execution_count": 3, "id": "ce571641", "metadata": { "ExecuteTime": { "end_time": "2022-01-15T13:21:01.006652Z", "start_time": "2022-01-15T13:21:00.963379Z" } }, "outputs": [ { "data": { "text/plain": [ "(2048, 14)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X,ch_names = sp.load_data.eegSample()\n", "fs=128\n", "X.shape" ] }, { "cell_type": "code", "execution_count": 4, "id": "83177ed0", "metadata": { "ExecuteTime": { "end_time": "2022-01-15T13:21:01.734851Z", "start_time": "2022-01-15T13:21:01.692964Z" } }, "outputs": [ { "data": { "text/plain": [ "(2048, 14)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Xf = sp.filter_X(X,band=[1,20],btype='bandpass',verbose=0)\n", "Xf.shape" ] }, { "cell_type": "code", "execution_count": 5, "id": "43e7ff93", "metadata": { "ExecuteTime": { "end_time": "2022-01-15T13:21:04.761579Z", "start_time": "2022-01-15T13:21:04.541086Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "t = np.arange(X.shape[0])/fs\n", "plt.figure(figsize=(15,5))\n", "plt.plot(t, Xf + np.arange(14)*200)\n", "plt.xlim([0,t[-1]])\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "8e70891b", "metadata": {}, "source": [ "# Dispersion Entropy" ] }, { "cell_type": "code", "execution_count": 6, "id": "59943663", "metadata": { "ExecuteTime": { "end_time": "2022-01-15T13:21:08.732320Z", "start_time": "2022-01-15T13:21:08.728331Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sp.dispersion_entropy" ] }, { "cell_type": "code", "execution_count": 7, "id": "07dccf05", "metadata": { "ExecuteTime": { "end_time": "2022-01-15T13:21:26.739366Z", "start_time": "2022-01-15T13:21:26.736373Z" } }, "outputs": [], "source": [ "Xi = Xf[:,0].copy() # only one channel" ] }, { "cell_type": "markdown", "id": "c3467bc9", "metadata": {}, "source": [ "## embeding diamension =2" ] }, { "cell_type": "code", "execution_count": 11, "id": "447ae5bf", "metadata": { "ExecuteTime": { "end_time": "2022-01-15T13:22:35.329176Z", "start_time": "2022-01-15T13:22:35.314054Z" } }, "outputs": [ { "data": { "text/plain": [ "2.271749287746759" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "de,prob,patterns_dict,_,_= sp.dispersion_entropy(Xi,classes=10, scale=1, emb_dim=2, delay=1,return_all=True)\n", "de" ] }, { "cell_type": "markdown", "id": "41a9c005", "metadata": {}, "source": [ "### Probability of all the patterns found" ] }, { "cell_type": "code", "execution_count": 14, "id": "153688ed", "metadata": { "ExecuteTime": { "end_time": "2022-01-15T13:23:13.898363Z", "start_time": "2022-01-15T13:23:13.739779Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.stem(prob)\n", "plt.xlabel('pattern #')\n", "plt.ylabel('probability')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "74780d87", "metadata": {}, "source": [ "### Pattern dictionary" ] }, { "cell_type": "code", "execution_count": 13, "id": "721931f6", "metadata": { "ExecuteTime": { "end_time": "2022-01-15T13:22:36.656441Z", "start_time": "2022-01-15T13:22:36.647468Z" } }, "outputs": [ { "data": { "text/plain": [ "{(1, 1): 18,\n", " (1, 2): 2,\n", " (1, 4): 1,\n", " (2, 1): 2,\n", " (2, 2): 23,\n", " (2, 3): 2,\n", " (2, 5): 1,\n", " (3, 1): 1,\n", " (3, 2): 2,\n", " (3, 3): 37,\n", " (3, 4): 14,\n", " (4, 2): 1,\n", " (4, 3): 14,\n", " (4, 4): 133,\n", " (4, 5): 44,\n", " (4, 9): 1,\n", " (5, 3): 1,\n", " (5, 4): 44,\n", " (5, 5): 586,\n", " (5, 6): 95,\n", " (5, 7): 2,\n", " (5, 8): 1,\n", " (6, 5): 97,\n", " (6, 6): 585,\n", " (6, 7): 41,\n", " (7, 5): 2,\n", " (7, 6): 42,\n", " (7, 7): 110,\n", " (7, 8): 12,\n", " (8, 4): 1,\n", " (8, 7): 13,\n", " (8, 8): 42,\n", " (8, 9): 3,\n", " (9, 8): 4,\n", " (9, 9): 14,\n", " (9, 10): 3,\n", " (10, 9): 3,\n", " (10, 10): 50}" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "patterns_dict" ] }, { "cell_type": "markdown", "id": "1aed5ebf", "metadata": {}, "source": [ "### top 10 patterns" ] }, { "cell_type": "code", "execution_count": 22, "id": "b38a468f", "metadata": { "ExecuteTime": { "end_time": "2022-01-15T13:25:26.497758Z", "start_time": "2022-01-15T13:25:26.492758Z" } }, "outputs": [ { "data": { "text/plain": [ "array([[ 5, 5],\n", " [ 6, 6],\n", " [ 4, 4],\n", " [ 7, 7],\n", " [ 6, 5],\n", " [ 5, 6],\n", " [10, 10],\n", " [ 4, 5],\n", " [ 5, 4],\n", " [ 8, 8]], dtype=int64)" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "PP = np.array([list(k)+[patterns_dict[k]] for k in patterns_dict])\n", "idx = np.argsort(PP[:,-1])[::-1]\n", "PP[idx[:10],:-1]" ] }, { "cell_type": "markdown", "id": "43dc7a46", "metadata": {}, "source": [ "## embedding diamension 4" ] }, { "cell_type": "code", "execution_count": 23, "id": "0357fe5e", "metadata": { "ExecuteTime": { "end_time": "2022-01-15T13:25:55.896132Z", "start_time": "2022-01-15T13:25:55.879783Z" } }, "outputs": [ { "data": { "text/plain": [ "4.866373893367994" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "de,prob,patterns_dict,_,_= sp.dispersion_entropy(Xi,classes=20, scale=1, emb_dim=4, delay=1,return_all=True)\n", "de" ] }, { "cell_type": "code", "execution_count": 24, "id": "01e91230", "metadata": { "ExecuteTime": { "end_time": "2022-01-15T13:26:15.318876Z", "start_time": "2022-01-15T13:26:15.312891Z" } }, "outputs": [ { "data": { "text/plain": [ "array([[10, 10, 10, 10],\n", " [11, 11, 11, 11],\n", " [12, 12, 12, 12],\n", " [ 9, 9, 9, 9],\n", " [11, 11, 10, 10],\n", " [10, 10, 11, 11],\n", " [11, 11, 11, 10],\n", " [10, 10, 10, 11],\n", " [10, 11, 11, 11],\n", " [11, 10, 10, 10]], dtype=int64)" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "PP = np.array([list(k)+[patterns_dict[k]] for k in patterns_dict])\n", "idx = np.argsort(PP[:,-1])[::-1]\n", "PP[idx[:10],:-1]" ] }, { "cell_type": "markdown", "id": "07674323", "metadata": {}, "source": [ "### top-10, non-constant pattern" ] }, { "cell_type": "code", "execution_count": 27, "id": "f52c0684", "metadata": { "ExecuteTime": { "end_time": "2022-01-15T13:27:41.847070Z", "start_time": "2022-01-15T13:27:41.658998Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "Ptop = np.array(list(PP[idx,:-1]))\n", "idx2 = np.where(np.sum(np.abs(Ptop-Ptop.mean(1)[:,None]),1)>0)[0]\n", "plt.plot(Ptop[idx2[:10]].T,'--o')\n", "plt.xticks([0,1,2,3])\n", "plt.grid()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 28, "id": "83d2c447", "metadata": { "ExecuteTime": { "end_time": "2022-01-15T13:28:07.505573Z", "start_time": "2022-01-15T13:28:06.791831Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15,5))\n", "for i in range(10):\n", " plt.subplot(2,5,i+1)\n", " plt.plot(Ptop[idx2[i]])\n", " plt.grid()\n", " #plt.yticks([])" ] }, { "cell_type": "markdown", "id": "f0983c2b", "metadata": {}, "source": [ "# Dispersion Entropy with sliding window" ] }, { "cell_type": "code", "execution_count": 29, "id": "de816883", "metadata": { "ExecuteTime": { "end_time": "2022-01-15T13:28:19.678796Z", "start_time": "2022-01-15T13:28:19.505502Z" } }, "outputs": [], "source": [ "de_temporal = []\n", "win = np.arange(128)\n", "while win[-1]" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,3))\n", "plt.plot(de_temporal)\n", "plt.xlim([0,len(de_temporal)])\n", "plt.xlabel('window')\n", "plt.ylabel('Dispersion Entropy')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "03bc1154", "metadata": {}, "source": [ "# Dispersion Entropy multiscale" ] }, { "cell_type": "code", "execution_count": 32, "id": "bd61a6e6", "metadata": { "ExecuteTime": { "end_time": "2022-01-15T13:28:52.648089Z", "start_time": "2022-01-15T13:28:52.596656Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sacle: 1, \t: DE: 2.271749287746759\n", "Sacle: 2, \t: DE: 2.5456280627759336\n", "Sacle: 3, \t: DE: 2.6984938704051236\n", "Sacle: 5, \t: DE: 2.682837351130069\n", "Sacle: 10, \t: DE: 2.5585556625642476\n", "Sacle: 20, \t: DE: 2.7480275694000103\n", "Sacle: 30, \t: DE: 2.4767472897625806\n" ] } ], "source": [ "for scl in [1,2,3,5,10,20,30]:\n", " de,_ = sp.dispersion_entropy(Xi,classes=10, scale=scl, emb_dim=2, delay=1,return_all=False)\n", " print(f'Sacle: {scl}, \\t: DE: {de}')" ] }, { "cell_type": "markdown", "id": "ed707e5b", "metadata": {}, "source": [ "# Dispersion Entropy multiscale-refined" ] }, { "cell_type": "code", "execution_count": 33, "id": "5e1e8741", "metadata": { "ExecuteTime": { "end_time": "2022-01-15T13:28:55.037358Z", "start_time": "2022-01-15T13:28:54.982466Z" } }, "outputs": [ { "data": { "text/plain": [ "2.543855087400606" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "de,_ = sp.dispersion_entropy_multiscale_refined(Xi,classes=10, scales=[1, 2, 3, 4, 5], emb_dim=2, delay=1)\n", "de" ] }, { "cell_type": "markdown", "id": "e54d8bfe", "metadata": {}, "source": [ "# Documentation" ] }, { "cell_type": "code", "execution_count": 34, "id": "47c762c7", "metadata": { "ExecuteTime": { "end_time": "2022-01-15T13:28:59.391840Z", "start_time": "2022-01-15T13:28:59.387547Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Help on function dispersion_entropy in module core.infomation_theory_advance:\n", "\n", "dispersion_entropy(x, classes=10, scale=1, emb_dim=2, delay=1, mapping_type='cdf', de_normalize=False, A=100, Mu=100, return_all=False, warns=True)\n", " Calculate dispersion entropy of signal x (multiscale)\n", " ----------------------------------------\n", " input:\n", " -----\n", " x : input signal x - 1d-array of shape=(n,)\n", " classes: number of classes - (levels of quantization of amplitude) (default=10)\n", " emb_dim: embedding dimension,\n", " delay : time delay (default=1)\n", " scale : downsampled signal with low resolution (default=1) - for multipscale dispersion entropy\n", " mapping_type: mapping method to discretizing signal (default='cdf')\n", " : options = {'cdf','a-law','mu-law','fd'}\n", " A : factor for A-Law- if mapping_type = 'a-law'\n", " Mu : factor for μ-Law- if mapping_type = 'mu-law'\n", " \n", " de_normalize: (bool) if to normalize the entropy, to make it comparable with different signal with different\n", " number of classes and embeding dimensions. default=0 (False) - no normalizations\n", " \n", " if de_normalize=1:\n", " - dispersion entropy is normalized by log(Npp); Npp=total possible patterns. This is classical\n", " way to normalize entropy since max{H(x)}<=np.log(N) for possible outcomes. However, in case of\n", " limited length of signal (sequence), it would be not be possible to get all the possible patterns\n", " and might be incorrect to normalize by log(Npp), when len(x) len(x)/scale)\n", " - dispersion entropy is normalized by log(Npf); Npf [= (len(x)-(emb_dim - 1) * delay)]\n", " the total number of patterns founds in given sequence. This is much better normalizing factor.\n", " In worst case (lack of better word) - for a very random signal, all Npf patterns could be different\n", " and unique, achieving the maximum entropy and for a constant signal, all Npf will be same achieving to\n", " zero entropy\n", " - select this when classes**emb_dim > (N-(emb_dim-1)*delay)\n", " \n", " de_normalize=3:\n", " - dispersion entropy is normalized by log(Nup); number of total unique patterns (NOT RECOMMENDED)\n", " - it does not make sense (not to me, at least)\n", " \n", " de_normalize=4:\n", " - auto select normalizing factor\n", " - if classes**emb_dim > (N-(emb_dim-1)*delay), then de_normalize=2\n", " - if classes**emb_dim > (N-(emb_dim-1)*delay), then de_normalize=2\n", " \n", " output\n", " ------\n", " disp_entr : dispersion entropy of the signal\n", " prob : probability distribution of patterns\n", " \n", " if return_all True - also returns\n", " \n", " patterns_dict: disctionary of patterns and respective frequencies\n", " x_discrete : discretized signal x\n", " (Npf,Npp,Nup): Npf - total_patterns_found, Npp - total_patterns_possible) and Nup - total unique patterns found\n", " : Npf number of total patterns in discretized signal (not total unique patterns)\n", "\n" ] } ], "source": [ "help(sp.dispersion_entropy)" ] }, { "cell_type": "code", "execution_count": 35, "id": "6df081f7", "metadata": { "ExecuteTime": { "end_time": "2022-01-15T13:29:03.291774Z", "start_time": "2022-01-15T13:29:03.286782Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Help on function dispersion_entropy_multiscale_refined in module core.infomation_theory_advance:\n", "\n", "dispersion_entropy_multiscale_refined(x, classes=10, scales=[1, 2, 3, 4, 5], emb_dim=2, delay=1, mapping_type='cdf', de_normalize=False, A=100, Mu=100, return_all=False, warns=True)\n", " Calculate multiscale refined dispersion entropy of signal x\n", " -----------------------------------------------------------\n", " \n", " compute dispersion entropy at different scales (defined by argument - 'scales') and combining the patterns\n", " found at different scales to compute final dispersion entropy\n", " \n", " input:\n", " -----\n", " x : input signal x - 1d-array of shape=(n,)\n", " classes : number of classes - (levels of quantization of amplitude) (default=10)\n", " emb_dim : embedding dimension,\n", " delay : time delay (default=1)\n", " scales : list or 1d array of scales to be considered to refine the dispersion entropy\n", " \n", " mapping_type: mapping method to discretizing signal (default='cdf')\n", " : options = {'cdf','a-law','mu-law','fd'}\n", " A : factor for A-Law- if mapping_type = 'a-law'\n", " Mu : factor for μ-Law- if mapping_type = 'mu-law'\n", " \n", " de_normalize: (bool) if to normalize the entropy, to make it comparable with different signal with different\n", " number of classes and embeding dimensions. default=0 (False) - no normalizations\n", " \n", " if de_normalize=1:\n", " - dispersion entropy is normalized by log(Npp); Npp=total possible patterns. This is classical\n", " way to normalize entropy since max{H(x)}<=np.log(N) for possible outcomes. However, in case of\n", " limited length of signal (sequence), it would be not be possible to get all the possible patterns\n", " and might be incorrect to normalize by log(Npp), when len(x) len(x)/scale)\n", " - dispersion entropy is normalized by log(Npf); Npf [= (len(x)-(emb_dim - 1) * delay)]\n", " the total number of patterns founds in given sequence. This is much better normalizing factor.\n", " In worst case (lack of better word) - for a very random signal, all Npf patterns could be different\n", " and unique, achieving the maximum entropy and for a constant signal, all Npf will be same achieving to\n", " zero entropy\n", " de_normalize=3:\n", " - dispersion entropy is normalized by log(Nup); number of total unique patterns (NOT RECOMMENDED)\n", " - it does not make sense (not to me, at least)\n", " \n", " output\n", " ------\n", " disp_entr : dispersion entropy of the signal\n", " prob : probability distribution of patterns\n", " \n", " if return_all True - also returns\n", " \n", " patterns_dict: disctionary of patterns and respective frequencies\n", " x_discrete : discretized signal x\n", " (Npf,Npp,Nup): Npf - total_patterns_found, Npp - total_patterns_possible) and Nup - total unique patterns found\n", " : Npf number of total patterns in discretized signal (not total unique patterns)\n", "\n" ] } ], "source": [ "help(sp.dispersion_entropy_multiscale_refined)" ] }, { "cell_type": "code", "execution_count": null, "id": "79b121f7", "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": "3.8.8" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Dispersion Entropy", "title_sidebar": "Contents", "toc_cell": true, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 5 }