mirror of https://github.com/jlizier/jidt
449 lines
462 KiB
Plaintext
449 lines
462 KiB
Plaintext
{
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"cells": [
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{
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"attachments": {},
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Module 1 - Uncertainty and Entropy I\n",
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"\n",
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"Author: Julio Correa, 2020; based on the original Matlab tutorials.<br/>\n",
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"Adaptations by: J. Lizier, 2023-\n",
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"\n",
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"The following block aims to import all the relevant libraries to analyse data"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"import numpy as np\n",
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"import matplotlib.pyplot as plt\n",
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"import math"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# 1. Coding Shannon information content\n",
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"\n",
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"During our Introduction to Information Theory block, we will alter several Python functions in order to compute information-theoretic quantities.\n",
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"\n",
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"Our first activity with these templates is to implement the Shannon information content:\n",
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"\n",
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"$h\\left(x\\right)=\\log_2{\\left( \\frac{1}{p(x)} \\right)}=-\\log_2 {p(x)}$\n",
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"\n",
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"1. Edit the Python function <code>infocontent(p)</code> below to return the Shannon information content for an outcome $x$ with probability $p(x)$. Make sure that you use the function <code>np.log2()</code> rather than <code>np.log()</code> to get your answers in bits rather than nats.\n",
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" 1. the value that we want is <code>-np.log2(p)</code>\n",
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" 1. and we can assign this to be returned from the function by calling this from the return line: <code>return -np.log2(p)</code>\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"\"\"\"function infocontent(p)\n",
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"Computes the Shannon information content for an outcome x of a random variable\n",
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"X with probability p.\n",
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"\n",
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"Inputs:\n",
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"- p - probability to compute the Shannon info content for\n",
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"\n",
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"Outputs:\n",
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"- result - Shannon info content of the probability p\n",
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"\n",
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"Copyright (C) 2020-, Julio Correa, Joseph T. Lizier\n",
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"Distributed under GNU General Public License v3\n",
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"\"\"\"\n",
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"\n",
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"def infocontent(p):\n",
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" \n",
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" # Alter the equation below to provide the correct Shannon information \n",
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" # content:\n",
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"\n",
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" return -np.log2(p)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"2. To evaluate a function in Python, we type it's name with an appropriate argument supplied in brackets. For example, to evaluate the Shannon information content with our function for an outcome with had probability 0.2, you would call:\n",
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"<code>infocontent(0.2)</code>\n",
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"If you want to see the output printed to the screen, then enclose this in a <code>print</code> function:\n",
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"<code>print(infocontent(0.2))</code>\n",
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"\n",
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" Compute the following using your function:\n",
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" - h(heads) for a fair coin?\n",
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" - h(1) for a 6-sided die? h(not 1) for a 6-sided die?\n",
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" - h(1) for a 20-sided die? h(not 1) for a 20-sided die?"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"1.0\n",
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"2.584962500721156\n",
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"0.2630344058337938\n",
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"4.321928094887363\n",
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"0.07400058144377693\n"
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]
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}
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],
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"source": [
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"# h(heads) for a fair coin?\n",
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"print(infocontent(0.5))\n",
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"# h(1) for a 6-sided die?\n",
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"print(infocontent(1/6))\n",
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"# h(not 1) for a 6-sided die?\n",
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"print(infocontent(5/6))\n",
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"# h(1) for a 20-sided die?\n",
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"print(infocontent(1/20))\n",
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"# h(not 1) for a 20-sided die?\n",
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"print(infocontent(19/20))"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"3. Reproduce the plot below of $h(x)$ versus $p(x)$ using the matlibplot <code>plot()</code> function.\n",
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"\n",
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" Hints:\n",
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" 1. Input <code>p</code> to <code>infocontent(p)</code> as a vector across the range <code>p = np.arange(0.01,1.001,0.01)</code>.\n",
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" 2. Make an inline plot with matplotlib by calling <code>plt.plot(x, y)</code>, with <code>p</code> and <code>infocontent(p)</code>"
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]
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},
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{
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"attachments": {
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"image.png": {
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"
|
||
}
|
||
},
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"<div>\n",
|
||
"<img src=\"attachment:image.png\" width=\"400\"/>\n",
|
||
"</div>\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 4,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Define the array for p\n",
|
||
"p = np.arange(0.01,1.001,0.01);\n",
|
||
"# Compute the infocontent() of the array p\n",
|
||
"# Make the plot and don't forget to label axes\n",
|
||
"plt.plot(p, infocontent(p))\n",
|
||
"plt.xlabel('p(x)');\n",
|
||
"plt.ylabel('h(x)');"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"4. Have a look at the characters that we could play Guess Who? with on the [Kooky characters sheet](https://web.archive.org/web/20170215034006/http://www.hasbro.com/upload/guesswho/GWc_Kooky-en_GB.pdf). Assuming that your partner selects one of these characters at random, compute the probability and then the Shannon information content of their character:\n",
|
||
" 1. being Jason?\n",
|
||
" 2. having one eye?\n",
|
||
" 3. having more than one eye?"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 5,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"4.584962500721156\n",
|
||
"2.263034405833794\n",
|
||
"0.33703498727757075\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# h(Jason)?\n",
|
||
"print(infocontent(1/24))\n",
|
||
"# h(one eye)?\n",
|
||
"print(infocontent(5/24))\n",
|
||
"# h(more than one eye)?\n",
|
||
"print(infocontent(19/24))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"5. Based on those answers, reflect on the following:\n",
|
||
" 1. Would a good first question be \"does your character have one eye?\" ? Why / why not?\n",
|
||
" 2. Would a good first question be \"are you Jason?\" ? Why / why not?"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# 2. Coding Shannon entropy\n",
|
||
"\n",
|
||
"In this exercise we continue to generate Python code to measure the Shannon entropy for a distribution $p(x)$:\n",
|
||
"\n",
|
||
"$H(X)=-\\sum_xp\\left(x\\right)\\log_2p\\left(x\\right)$\n",
|
||
"\n",
|
||
"Your task is to edit the Python function <code>entropy(p)</code> in the next cell to return the Shannon entropy for the given distribution $p(x)$ over outcomes $x$ of $X$.\n",
|
||
"\n",
|
||
"Note the input argument to the function is a vector <code>p</code>, representing the probability mass for each outcome of $x$. That is, <code>p</code> is a vector with the $n$th entry in the vector giving the probability for the $n$th value that $x$ may take. The sum of the items in the vector <code>p</code> must be 1.\n",
|
||
"\n",
|
||
"For example, for a binary $x$ we could have <b>p = np.array([0.25, 0.75])</b> where $p(x=0) = 0.25$ and $p(x=1) = 0.75$.\n",
|
||
"\n",
|
||
" - If we knew x was a binary variable, and we only took one argument, $p = p(x=1)$, how could you write one line of code to compute H(X) from p? (_Hint_: what would $\\log_2(p(x=1))$ be as a function of $p$? What would $\\log_2(p(x=0))$ be as a function of $p$? Can you combine these to give $H(X)$ ?) \n",
|
||
"\n",
|
||
"Let's assume that we don't know how many values $x$ could take, and write the code for an arbitrary length vector $p$.\n",
|
||
"\n",
|
||
"1. Can you think of two ways to write the code to sum up the contribution for each item $p(x)$ in the vector $x$, being:\n",
|
||
" 1. for loop over the items of p, or<br>\n",
|
||
" 1. the sum of a vector multiplication or dot product in Python?\n",
|
||
"\n",
|
||
" Implement one of these in <code>entropy(p)</code>. (Usually the latter is faster)\n",
|
||
"\n",
|
||
"2. Think of possible error conditions here, and how you can handle these in your code."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 6,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"\"\"\"function entropy(p)\n",
|
||
"Computes the Shannon entropy for a probability distribution p.\n",
|
||
"\n",
|
||
"Inputs:\n",
|
||
"- p - (array which much sum to 1) - a probability distribution to compute the Shannon info content for\n",
|
||
"\n",
|
||
"Outputs:\n",
|
||
"- result - Shannon entropy of the probability distribution p\n",
|
||
" \n",
|
||
"Copyright (C) 2020-, Julio Correa, Joseph T. Lizier\n",
|
||
"Distributed under GNU General Public License v3\n",
|
||
"\"\"\"\n",
|
||
"def entropy(p): \n",
|
||
" # First make sure the array is now a numpy array\n",
|
||
" if type(p) != np.array:\n",
|
||
" p = np.array(p)\n",
|
||
"\n",
|
||
" # Should we check any potential error conditions on the input?\n",
|
||
" if (abs(np.sum(p) - 1) > 0.00001):\n",
|
||
" raise Exception(\"Probability distribution must sum to 1: sum is %.4f\" % np.sum(p))\n",
|
||
" if (np.any(p > 1)):\n",
|
||
" raise Exception(\"Probability distribution must have all entries <= 1\")\n",
|
||
" if (np.any(p < 0)):\n",
|
||
" raise Exception(\"Probability distribution must have all entries >= 0\")\n",
|
||
" \n",
|
||
" # We need to take the expectation value over the Shannon info content at\n",
|
||
" # p(x) for each outcome x:\n",
|
||
" weightedShannonInfos = p*(infocontent(p))\n",
|
||
" # nansum ignores the nans from calling infocontent(0), but we still get the warning if an entry in p is zero\n",
|
||
" return np.nansum(weightedShannonInfos)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"3. Write down the answer you expect, and test that your code gives answers you expect for:\n",
|
||
" 1. <code>entropy([0.5, 0.5])</code>\n",
|
||
" 2. <code>entropy([0.25, 0.25, 0.25, 0.25])</code>\n",
|
||
" 3. <code>entropy([1, 0])</code>"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 7,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"1.0\n",
|
||
"2.0\n",
|
||
"0.0\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"/tmp/ipykernel_617811/3406804068.py:20: RuntimeWarning: divide by zero encountered in log2\n",
|
||
" return -np.log2(p)\n",
|
||
"/tmp/ipykernel_617811/1887577405.py:28: RuntimeWarning: invalid value encountered in multiply\n",
|
||
" weightedShannonInfos = p*(infocontent(p))\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# entropy([0.5, 0.5]) ?\n",
|
||
"print(entropy([0.5, 0.5]))\n",
|
||
"# entropy([0.25, 0.25, 0.25, 0.25]) ?\n",
|
||
"print(entropy([0.25, 0.25, 0.25, 0.25]))\n",
|
||
"# entropy([1, 0]) ?\n",
|
||
"print(entropy([1, 0]))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"4. _Challenge_: Plot $H(X)$ as a function of $p(x=1)$ for binary $X$. (See the plot we expect on the figure below). This will involve a loop over values of $p = p(x=1)$ to call the <code>entropy(p)</code> function with a vector corresponding to each $\\{p(x=1), p(x=0)\\}$ pair."
|
||
]
|
||
},
|
||
{
|
||
"attachments": {
|
||
"Captura%20de%20Pantalla%202021-01-25%20a%20la%28s%29%2017.16.58.png": {
|
||
"image/png": 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"
|
||
}
|
||
},
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"<div>\n",
|
||
"<img src=\"attachment:Captura%20de%20Pantalla%202021-01-25%20a%20la%28s%29%2017.16.58.png\" width=\"400\"/>\n",
|
||
"</div>\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"/tmp/ipykernel_617811/3406804068.py:20: RuntimeWarning: divide by zero encountered in log2\n",
|
||
" return -np.log2(p)\n",
|
||
"/tmp/ipykernel_617811/1887577405.py:28: RuntimeWarning: invalid value encountered in multiply\n",
|
||
" weightedShannonInfos = p*(infocontent(p))\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Add your code to plot H(X) vs p(x=1) below\n",
|
||
"pInterval = 0.001;\n",
|
||
"numPs = (int) (1/0.001)+1;\n",
|
||
"p = np.linspace(0,1,numPs)\n",
|
||
"H = np.zeros(numPs);\n",
|
||
"\n",
|
||
"for ix in np.arange(0,numPs):\n",
|
||
" H[ix] = entropy(np.array([p[ix], 1-p[ix]]))\n",
|
||
"\n",
|
||
"plt.plot(p,H)\n",
|
||
"plt.xlabel('p(X=1)');\n",
|
||
"plt.ylabel('H(X)');"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"5. Coming back to the characters that we could play Guess Who? with on the [Kooky characters sheet](https://web.archive.org/web/20170215034006/http://www.hasbro.com/upload/guesswho/GWc_Kooky-en_GB.pdf), validate that (using your <code>entropy</code> function):\n",
|
||
" 1. $H(who) = 4.585$ bits (entropy of the character's identity)\n",
|
||
" 1. $H(one\\ eye?) = 0.738$ bits (entropy of whether the character has one eye or more than one eye)\n",
|
||
" 1. $H(Jason) = 0.2499$ bits (entropy of whether the character is Jason or not)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 9,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"4.584962500721156\n",
|
||
"0.7382848661434506\n",
|
||
"0.24988229283318544\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# Add your code here to validate the entropies as above:\n",
|
||
"print(entropy(np.ones(24)*1/24))\n",
|
||
"print(entropy([5/24, 19/24]))\n",
|
||
"print(entropy([1/24, 23/24]))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"6. Based on those answers and in comparison to your responses on the earlier exercise, reflect on the following:\n",
|
||
" 1. Would a good first question be _\"does your character have one eye?\"_ ? Why / why not?\n",
|
||
" 1. Would a good first question be _\"are you Jason?\"_ ? Why / why not?\n",
|
||
" 1. What is the best question to ask first that you can think of, and why? (as an optional tangent, you could watch [a video](https://youtu.be/FRlbNOno5VA) which goes into some detail about what the best questions might be -- again, think about the information-theoretic view on what is being said there)"
|
||
]
|
||
}
|
||
],
|
||
"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": "3.10.12"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 4
|
||
}
|