{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "

\n", "Bandit Algorithms: epsilon-Greedy Algorithm

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A/B testing can be defined as a randomized controlled experiment that allows us to test if there is a causal relationship between a change to a website/app and the user behavior. The change can be visible such as location of a button on the homepage or invisible such as the ranking/recommendation algorithms and backend infrastructure.\n", "\n", "Web/Mobile developers and business stakeholders always face the following dilemma: Should we try out all ideas and explore all options continuously? Or should we exploit the best available option and stick to it?\n", "The answer is, as in most cases, will be a trade-off between the two extremes. If we explore all the time, we'll collect a lot of data and waste resources in testing inferior ideas and missing sales (e-commerce case). However, if we only exploit the available option and never try new ideas, we would be left behind and loose in the long-term with ever-changing markets.\n", "\n", "In this series, we'll explore solutions offered by **Multi-armed Bandit Algorithms** that have two main advantages over traditional A/B testing:\n", "- Smoothly decrease exploration over time instead of sudden jumps.\n", "- Focus resources on better options and not keep evaluating inferior options during the life of the experiment.\n", "\n", "What is **Bandit Algorithms**? Bandit Algorithms are algorithms that try to learn a rule of selecting a sequence of options that balance exploring available options and getting enough knowledge about each option and maximize profits by selecting the best option. Note that during the experiment, we only have knowledge about the options we tried. Therefore, every time we select an option that's not the best one, we incur an opportunity cost of not selecting the best option; however, we also gain a new knowledge (feedback) about the selected option. In other words, we need to have enough feedback about each option to learn the best option. As a result, the best strategy would be to explore more at the beginning of the experiment until we know the best option and then start exploiting that option." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

\n", "epsilon-Greedy Algorithm


\n", "In this notebook, we'll cover **epsilon-Greedy Algorithm**. Greedy Algorithm can be defined as the algorithm that picks the best currently available option without taking into consideration the long-term effect of that decision, which may happen to be a suboptimal decision. Given that, we can define epsilon-Greedy Algorithm as a Greedy Algorithm that adds some randomness when deciding between options: Instead of picking always the best available option, randomly explore other options with a probability = $\\epsilon$ or pick the best option with a probability = $1 - \\epsilon$. Therefore, we can add randomness to the algorithm by increasing $\\epsilon$, which will make the algorithm explores other options more frequently. Additionally, $\\epsilon$ is a hyper-parameter that needs to be tuned based on the experiment, i.e. there is no value that works best on all experiments.\n", "Let's explore how the algorithm works assuming we have two options: A and B (we can think of them as Control and Treatment groups). For each new user:\n", "- Assume we have a coin that has a probability of coming heads = $\\epsilon$ and a probability of coming tails = $1 - \\epsilon$. Therefore,\n", " - If it comes heads, explore randomly the available options (exploration).\n", " - The probability of selecting any option is $\\frac{1}{2}$.\n", " - If it comes tails, select the best option (exploitation).\n", " \n", "As a result, the probability of selecting any option randomly if we have $N$ options is $\\epsilon \\frac{1}{N}$; however, the probability of selecting the best option is $1 - \\epsilon$ (see figure 1)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

\n", "\n", "

Figure 1: epsilon-Greedy Algorithm
\n", "

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's import the needed packages and implement the algorithm." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Import packages\n", "import os\n", "import sys\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import seaborn as sns\n", "\n", "# Add module path to system path\n", "sys.path.append(os.path.abspath(\"../\"))\n", "from utils import plot_algorithm, compare_algorithms\n", "\n", "%matplotlib inline\n", "plt.style.use(\"fivethirtyeight\")\n", "sns.set_context(\"notebook\")" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "code_folding": [] }, "outputs": [], "source": [ "class EpsilonGreedy:\n", " def __init__(self, epsilon, counts=None, values=None):\n", " self.epsilon = epsilon\n", " self.counts = counts\n", " self.values = values\n", "\n", " def initialize(self, n_arms):\n", " self.counts = np.zeros(n_arms, dtype=int)\n", " self.values = np.zeros(n_arms, dtype=float)\n", "\n", " def select_arm(self):\n", " z = np.random.random()\n", " if z > self.epsilon:\n", " # Pick the best arm\n", " return np.argmax(self.values)\n", " # Randomly pick any arm with prob 1 / len(self.counts)\n", " return np.random.randint(0, len(self.values))\n", "\n", " def update(self, chosen_arm, reward):\n", " # Increment chosen arm's count by one\n", " self.counts[chosen_arm] += 1\n", " n = self.counts[chosen_arm]\n", "\n", " # Recompute the estimated value of chosen arm using new reward\n", " value = self.values[chosen_arm]\n", " new_value = value * ((n - 1) / n) + reward / n\n", " self.values[chosen_arm] = new_value" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Few things to note from the above implementation:\n", "- Initialization of values (rewards) affect the long term performance of the algorithm.\n", "- The larger the sample size (N), the less influential the rewards from the recent options since we are using the average of each option in the values array.\n", "- Values array will store the estimated values (average) of each option.\n", "- Counts is just an internal counter that keeps track of the number of times we selected each option." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

\n", "Monte Carlo Simulations


\n", "In order to evaluate the algorithm, we will use Monte Carlo simulations. We'll use 5000 simulations to overcome the randomness generated from the random number generator. Also, we'll use Bernoulli distribution to get the reward from each option on each run. For each simulation:\n", "- Initialize the algorithm with no prior knowledge.\n", "- Loop over the time horizon:\n", " - Select the option.\n", " - Draw the reward for the selected option using Bernoulli distribution and the probability defined.\n", " - Update the counts and estimated values of selected arm.\n", "\n", "We'll define the % of reward (probability) of each option and test the performance of the algorithm using three different metrics:\n", "- Probability of selecting the best option.\n", "- Average rewards. This metric is a better approximation if the options are similar.\n", "- Cumulative rewards. The previous two metrics are not fair metrics for algorithms with large epsilon where they sacrifice by exploring more options; however, cumulative rewards is what we should care about.\n", "\n", "Moreover, we'll evaluate the algorithm using 5 different values of $\\epsilon$: $0.1, 0.2, 0.3, 0.4, 0.5$. Since in the literature they use *arm* instead of *option* for historical reasons, we'll be using *arm* and *option* interchangeably." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "code_folding": [ 0, 11 ] }, "outputs": [], "source": [ "class BernoulliArm:\n", " def __init__(self, p):\n", " self.p = p\n", "\n", " def draw(self):\n", " z = np.random.random()\n", " if z > self.p:\n", " return 0.0\n", " return 1.0\n", "\n", "\n", "def test_algorithm(algo, arms, num_simulations, horizon):\n", " # Initialize rewards and chosen_arms with zero 2d arrays\n", " chosen_arms = np.zeros((num_simulations, horizon))\n", " rewards = np.zeros((num_simulations, horizon))\n", "\n", " # Loop over all simulations\n", " for sim in range(num_simulations):\n", " # Re-initialize algorithm's counts and values arrays\n", " algo.initialize(len(arms))\n", "\n", " # Loop over all time horizon\n", " for t in range(horizon):\n", " # Select arm\n", " chosen_arm = algo.select_arm()\n", " chosen_arms[sim, t] = chosen_arm\n", "\n", " # Draw from Bernoulli distribution to get rewards\n", " reward = arms[chosen_arm].draw()\n", " rewards[sim, t] = reward\n", "\n", " # Update the algorithms' count and estimated values\n", " algo.update(chosen_arm, reward)\n", "\n", " # Average rewards across all sims and compute cumulative rewards\n", " average_rewards = np.mean(rewards, axis=0)\n", " cumulative_rewards = np.cumsum(average_rewards)\n", "\n", " return chosen_arms, average_rewards, cumulative_rewards" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "np.random.seed(1)\n", "# Average reward by arm\n", "means = [0.1, 0.1, 0.1, 0.1, 0.9]\n", "n_arms = len(means)\n", "# Shuffle the arms\n", "np.random.shuffle(means)\n", "# Each arm will follow and Bernoulli distribution\n", "arms = list(map(lambda mu: BernoulliArm(mu), means))\n", "# Get the index of the best arm to test if algorithm will be able to learn that\n", "best_arm_index = np.argmax(means)\n", "# Define epsilon value to check the performance of the algorithm using each one\n", "epsilon = [0.1, 0.2, 0.3, 0.4, 0.5]\n", "\n", "# Plot the epsilon-Greedy algorithm\n", "plot_algorithm(alg_name=\"epsilon-Greedy\", arms=arms, best_arm_index=best_arm_index,\n", " hyper_params=epsilon, num_simulations=5000, horizon=500, label=\"eps\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Few thing to note from the above graphs:\n", "- Regardless of the epsilon values, all algorithms learned the best option.\n", "- The algorithm picks options randomly; therefore, it's not guaranteed to always pick the best option even if it found that option. That's the main reason why none of the algorithms achieved a probability = 1 of selecting the best option or average rewards = % rewards of the best option even after they learned the best option.\n", "- As $\\epsilon$ increases $\\rightarrow$ increase the exploration $\\rightarrow$ increases the chance of picking options randomly instead of the best option.\n", "- Algorithms with higher epsilon learn quicker but don't use that knowledge in exploiting the best option.\n", "- Using accuracy in picking the best option and average rewards metrics, the algorithm $\\epsilon = 0.1$ outperforms the rest; however, cumulative rewards metric shows that it takes that algorithm long time to outperform the algorithm with $\\epsilon = 0.2$.\n", "- Depends on time planned to run the experiment, different values of epsilons may be more optimal. For example, $\\epsilon = 0.2$ is the best value for almost anything at or below 400.\n", "\n", "Let's run the experiment again to see how would the algorithm behave under the following settings:\n", "- Only two options.\n", "- 50 options.\n", "- 5 option that are very similar." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "np.random.seed(1)\n", "# Average reward by arm\n", "means = [0.1, 0.9]\n", "n_arms = len(means)\n", "# Shuffle the arms\n", "np.random.shuffle(means)\n", "# Each arm will follow and Bernoulli distribution\n", "arms = list(map(lambda mu: BernoulliArm(mu), means))\n", "# Get the index of the best arm to test if algorithm will be able to learn that\n", "best_arm_index = np.argmax(means)\n", "# Define epsilon value to check the performance of the algorithm using each one\n", "epsilon = [0.1, 0.2, 0.3, 0.4, 0.5]\n", "\n", "# Plot the epsilon-Greedy algorithm\n", "plot_algorithm(alg_name=\"epsilon-Greedy\", arms=arms, best_arm_index=best_arm_index,\n", " hyper_params=epsilon, num_simulations=5000, horizon=500, label=\"eps\")" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "np.random.seed(1)\n", "# Average reward by arm\n", "means = [i for i in np.random.random(50)]\n", "n_arms = len(means)\n", "# Shuffle the arms\n", "np.random.shuffle(means)\n", "# Each arm will follow and Bernoulli distribution\n", "arms = list(map(lambda mu: BernoulliArm(mu), means))\n", "# Get the index of the best arm to test if algorithm will be able to learn that\n", "best_arm_index = np.argmax(means)\n", "# Define epsilon value to check the performance of the algorithm using each one\n", "epsilon = [0.1, 0.2, 0.3, 0.4, 0.5]\n", "\n", "# Plot the epsilon-Greedy algorithm\n", "plot_algorithm(alg_name=\"epsilon-Greedy\", arms=arms, best_arm_index=best_arm_index,\n", " hyper_params=epsilon, num_simulations=5000, horizon=250, label=\"eps\")" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "np.random.seed(1)\n", "# Average reward by arm\n", "means = [0.2, 0.18, 0.22, 0.19, 0.21]\n", "n_arms = len(means)\n", "# Shuffle the arms\n", "np.random.shuffle(means)\n", "# Each arm will follow and Bernoulli distribution\n", "arms = list(map(lambda mu: BernoulliArm(mu), means))\n", "# Get the index of the best arm to test if algorithm will be able to learn that\n", "best_arm_index = np.argmax(means)\n", "# Define epsilon value to check the performance of the algorithm using each one\n", "epsilon = [0.1, 0.2, 0.3, 0.4, 0.5]\n", "\n", "# Plot the epsilon-Greedy algorithm\n", "plot_algorithm(alg_name=\"epsilon-Greedy\", arms=arms, best_arm_index=best_arm_index,\n", " hyper_params=epsilon, num_simulations=5000, horizon=500, label=\"eps\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- When we had lower number of options, all algorithms were faster at learning the best option which can be seen by the steepness of all curves of the first two graphs when time < 100. As a result, all algorithms had higher cumulative rewards than when we had 5 options.\n", "- Having large number of options made it hard on all algorithms to learn the best option and may need a lot more time to figure it out.\n", "- Lastly, when options are very similar (in terms of rewards), the probability of selecting the best option by all algorithms decreases over time. Let's take the algorithm with $\\epsilon = 0.1$ and see why is this the case. After some investigation, the algorithm was struggling in differentiating between the best option and the second best option since the difference between the % rewards is 1%. Therefore, the probability of selecting the best arm was around 50%." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

\n", "Annealed epsilon-Greedy Algorithm


\n", "Epsilon value plays a major role in the performance of epsilon-Greedy algorithm and has to be tuned to the best of our knowledge in terms of the expectations of the estimated rewards of each option. Nonetheless, this estimation suffers from high uncertainty since most of the times either we have no clue what might work or the results would be against our intuition as user experience research has shown in multiple studies. Therefore, isn't it nice if we can avoid setting up the epsilon values and make the algorithm parameter-free? That's what **Annealed epsilon-Greedy Algorithm** does. We specify the rule of decaying epsilon with time and let the algorithm runs with no hyper-parameter configurations. The rule of we will use here is: $\\epsilon = \\frac{1}{log(time + 0.0000001)}$. As we can see, at the beginning of the experiment, $\\epsilon$ would be close to Inf and that means a lot of exploration; however, as time goes, $\\epsilon$ start approaching zero and the algorithm would exploit more and more by selecting the best option.\n", "\n", "We will evaluate the Annealed version using the same settings as before and compare it to standard version." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "code_folding": [ 0 ] }, "outputs": [], "source": [ "class AnnealingEpsilonGreedy(EpsilonGreedy):\n", " def __init__(self, counts=None, values=None):\n", " self.counts = counts\n", " self.values = values\n", "\n", " def select_arm(self):\n", " # Epsilon decay schedule\n", " t = np.sum(self.counts) + 1\n", " epsilon = 1 / np.log(t + 0.0000001)\n", "\n", " z = np.random.random()\n", " if z > epsilon:\n", " # Pick the best arm\n", " return np.argmax(self.values)\n", " # Randomly pick any arm with prob 1 / len(self.counts)\n", " return np.random.randint(0, len(self.values))" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "np.random.seed(1)\n", "# Average reward by arm\n", "means = [0.1, 0.1, 0.1, 0.1, 0.9]\n", "n_arms = len(means)\n", "# Shuffle the arms\n", "np.random.shuffle(means)\n", "# Each arm will follow and Bernoulli distribution\n", "arms = list(map(lambda mu: BernoulliArm(mu), means))\n", "# Get the index of the best arm to test if algorithm will be able to learn that\n", "best_arm_index = np.argmax(means)\n", "\n", "# Plot the epsilon-Greedy algorithm\n", "plot_algorithm(alg_name=\"Annealing epsilon-Greedy\", arms=arms, best_arm_index=best_arm_index,\n", " num_simulations=5000, horizon=500)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Even though the accuracy of selecting the best option and the average rewards of the annealing epsilon-Greedy Algorithm is lower than the standard version, it has higher cumulative rewards. Also, since the real world is uncertain and we may not have any clue about the designed options, it may be preferred to use the annealing version under some scenarios." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

\n", "Conclusion


\n", "epsilon-Greedy Algorithm works by going back and forth between exploration with probability = $\\epsilon$ and exploitation with probability $1 - \\epsilon$. Below are some takeaways:\n", "- Setting the value of epsilon:\n", " - If we set $\\epsilon = 1$, we would only explore the available options with a probability = $\\frac{1}{N}$ of selecting any option. This will enable us to explore a lot of ideas at the expense of wasting resources by evaluating inferior options.\n", " - If we set $\\epsilon = 0$, we would exploit the best option and never explore any new idea. This strategy would leave up behind our competitors given that the markets are so volatile.\n", "- Exploration should be high at the beginning of the experiment to gain the knowledge about all the available options. It should decrease as a function of time where at some point after having enough data about all options, the algorithm should focus on exploiting the best option.\n", "- All algorithms with different epsilon values learned the best option; however, they differ by the level of randomness of each algorithm in keep randomly exploring available options.\n", "- To get the best results of any Bandit algorithm, we should have a lot of data, which means to run the experiment longer in most cases.\n", "- For experiments that run for short period of time, traditional A/B testing may be better.\n", "- Initialization of estimated rewards can affect the long-term performance of the algorithm. As a result, we may need to use previous experience and intuition to guide our initial values." ] } ], "metadata": { "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": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 }