Created
February 12, 2025 15:20
-
-
Save AustinRochford/31de10b81248334ddd0cdbec5bd8d34d to your computer and use it in GitHub Desktop.
The Exploration-Exploitation Tradeoff and Statistical Bias in Multi-Armed Bandits
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"id": "20b83e29-8b37-456a-88c3-107600999e99", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"%matplotlib inline\n", | |
"%config InlineBackend.figure_format = 'retina'" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"id": "04b92c4d-c4b7-4f7d-a9c4-554fe51545df", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from decorator import decorator\n", | |
"from fastprogress.fastprogress import progress_bar" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"id": "1a294562-2741-46fe-8f53-5c5a6acc97ec", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from matplotlib import pyplot as plt, ticker\n", | |
"import numpy as np\n", | |
"import seaborn as sns" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"id": "f66a1185-6c30-490a-9382-37476ccc6b81", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"sns.set(color_codes=True)\n", | |
"\n", | |
"pct_formatter = ticker.StrMethodFormatter(\"{x:.1%}\")" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "0bb678c4-4d2c-4d7f-9f7a-253e8a204833", | |
"metadata": {}, | |
"source": [ | |
"I have been working with [multi-armed bandit algorithms](https://en.wikipedia.org/wiki/Multi-armed_bandit) in the course of my [day job](https://monetate.com/) for almost a decade now. Through this experience, I have been surprised many times by the tradeoffs that arise in these systems, and plan to discuss a few of them in a series of posts. This post will explore the relationship between the [exploration-exploitation tradeoff](https://en.wikipedia.org/wiki/Exploration-exploitation_dilemma#Multi-armed_bandit_methods) and [statistical bias](https://en.wikipedia.org/wiki/Bias_(statistics)) in multi-armed bandits." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "2bac060f-bea0-45a3-8e71-27f3ad7b6c7f", | |
"metadata": {}, | |
"source": [ | |
"## A crash course in multi-armed bandits\n", | |
"\n", | |
"As this is the first post in the series, we being with an introduction to the multi-armed bandit problem.\n", | |
"\n", | |
"\n", | |
"\n", | |
"The archetypal description of the multi-armed bandit problem ([from which it takes its name](https://en.wikipedia.org/wiki/Multi-armed_bandit#:~:text=The%20name%20comes%20from%20imagining%20a%20gambler%20at%20a%20row%20of%20slot%20machines%20(sometimes%20known%20as%20%22one%2Darmed%20bandits%22)%2C%20who%20has%20to%20decide%20which%20machines%20to%20play%2C%20how%20many%20times%20to%20play%20each%20machine%20and%20in%20which%20order%20to%20play%20them%2C%20and%20whether%20to%20continue%20with%20the%20current%20machine%20or%20try%20a%20different%20machine)) is walking into a casino and being presented with a row of slot machines. You must decide which slot machine to play in order to maximize your winnings (or, realistically, to minimize your losses). The casino, however, does not post the payout rates of each machine. You must play each enough to estimate its payout rate and gain confidence in which is the best long-term choice. This need to take some actions that we know will be suboptimal in order to determine the optimal action is the exploration-exploitation tradeoff that multi-armed bandit algorithms attempt to address.\n", | |
"\n", | |
"There are many [variations](https://en.wikipedia.org/wiki/Multi-armed_bandit#Variations) on the multi-armed bandit problem laid out above, but for this post we focus on the following simple formulation. Assume there are $m$ actions, $a_1, a_2, \\ldots, a_m$ that we can take at any point in time $t$. Let $n_{i, t}$ be the number of times the $i$-th action has been played up to and including time $t$, and let $x_{i, t}$ be the total rewards received from playing the $i$-th action up to and including time $t$. Let $\\mathbf{n}_t = (n_{1, t}, n_{2, t}, \\ldots, n_{m, t})$ and $\\mathbf{x}_t = (x_{1, t}, x_{2, t}, \\ldots, x_{m, t})$. A policy, $f$, is a function that chooses the next action to play given the history of past actions and rewards,\n", | |
"\n", | |
"$$f(t, \\mathbf{n}_{t - 1}, \\mathbf{x}_{t - 1}) \\in \\{a_1, a_2, \\ldots, a_m\\}.$$" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "c5a12117-589f-4d63-b0b9-f5e37f2f1ea7", | |
"metadata": {}, | |
"source": [ | |
"### Simulating policy performance\n", | |
"\n", | |
"While many approaches to the multi-armed bandit problem are amenable to theoretical analysis, the mathematics involved are can be complex and present a barrier to understanding (I say this lovingly, as a former mathematician), so in this post we will examine the properties of various policies through simulation. For simplicity in this simulation, we will consider two arms with [i.i.d.](https://en.wikipedia.org/wiki/Independent_and_identically_distributed_random_variables) binary rewards, $r_i \\sim \\mathrm{Ber}(p_i)$. We fix the first arm's reward rate at 50% and the second at 60%." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"id": "27ad11a6-5944-4030-a9ce-66adf9ad132d", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"ARM_RATES = np.array([0.5, 0.6])\n", | |
"\n", | |
"ARM_LABELS = [f\"Arm {i} ({rate:.1%})\" for i, rate in enumerate(ARM_RATES)]" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "6ba962de-3fdd-4364-951c-0b21590b7570", | |
"metadata": {}, | |
"source": [ | |
"We will evaluate each policy across 2,000 time steps." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"id": "b218801e-1634-4dcc-b94e-a937385e6062", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"T = 2_000" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "3ca6db6e-92d7-4243-96fa-1bab4c33aff1", | |
"metadata": {}, | |
"source": [ | |
"To truly study the statistical properties of a policy one simulation is insufficient, so we will simulate the performance of each policy 3,001 times." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"id": "db19362d-6ecb-4fa1-9a4f-902ac21384f0", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"N_SIM = 3_001" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "f91e47cb-d5b2-4164-9d68-6c6110ce2082", | |
"metadata": {}, | |
"source": [ | |
"We now generate our simulated rewards." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"id": "62e505b2-6d77-4a1d-9d91-c16a3c87d311", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"SEED = 1234567890\n", | |
"\n", | |
"rng = np.random.default_rng(SEED)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"id": "fd32fa7f-fbaa-4cd1-b338-f42c1a152008", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"reward = rng.binomial(1, ARM_RATES[:, np.newaxis], size=(N_SIM, 2, T))" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "432bd3ef-f647-48a8-9418-71a9b83da33b", | |
"metadata": {}, | |
"source": [ | |
"Throughout this post, arrays related to our simulation will usually have their first axis correspond to a single simulation, their second axis correspond to an arm, and their third axis correspond to time.\n", | |
"\n", | |
"We see that our simulations are reasonable because the empirical arm reward rates (averaging over all simulations and times) are quite close to the true rates of 50% and 60%." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"id": "a3210913-ed61-47d9-8624-a5ea5152acb9", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"array([0.00024442, 0.00018477])" | |
] | |
}, | |
"execution_count": 10, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"ARM_RATES - reward.mean(axis=(0, 2))" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "e6cb5c5d-c97b-40a9-9f5f-668f8ee8a2d9", | |
"metadata": {}, | |
"source": [ | |
"With the above framework set, we are ready to start simulating the performance of various policies. Recall that, mathematically, a policy is a function\n", | |
"\n", | |
"$$f(t, \\mathbf{n}_{t - 1}, \\mathbf{x}_{t - 1}) \\in \\{a_1, a_2, \\ldots, a_m\\}.$$\n", | |
"\n", | |
"The signature of such a mathematical policy function is shown below in Python." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"id": "c69576d8-4320-44c9-a696-9dc1c809999c", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def policy(\n", | |
" t, # how many steps have in the simulation have\n", | |
" # already occurred\n", | |
" arm_ct, # how many times each arm has been shown in past,\n", | |
" # shape is (N_SIM, N_ARM)\n", | |
" arm_reward_ct, # how many times each arm has been shown and a\n", | |
" # reward recieved in the past, shape is (N_SIM, N_ARM),\n", | |
" rng=None, # random number generator, for reproducibility\n", | |
" **kwargs # some policies will take other parameters\n", | |
"):\n", | |
" # returns the index of the arm selected for the next step,\n", | |
" # shape is (N_SIM, 1)\n", | |
" raise NotImplementedError" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "48b18720-1b53-4904-90c7-585139b68f9a", | |
"metadata": {}, | |
"source": [ | |
"Given such a policy, the following function simulates its performance given simulated reward data." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"id": "adf3c0b3-a3dc-48fb-9029-99443285bde8", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def simulate_policy(policy, reward, progress=False, **policy_kwargs):\n", | |
" *_, T = reward.shape\n", | |
"\n", | |
" # record of when each arm was chosen\n", | |
" arm = np.full_like(reward, False, dtype=np.bool_)\n", | |
" \n", | |
" # record of how often each arm has been chosen prior to the current step\n", | |
" arm_ct = np.zeros_like(reward[..., 0], dtype=np.int64)\n", | |
" \n", | |
" # record of how often each arm has been chosen and generate a reward\n", | |
" # prior to the current step\n", | |
" arm_reward_ct = np.zeros_like(reward[..., 0], dtype=np.int64)\n", | |
" \n", | |
" steps = range(T)\n", | |
" \n", | |
" if progress:\n", | |
" steps = progress_bar(steps)\n", | |
"\n", | |
" for t in steps:\n", | |
" # get the next arm chosen by the policy\n", | |
" next_arm = policy(t, arm_ct, arm_reward_ct, **policy_kwargs)\n", | |
"\n", | |
" # update our records of arms and rewards\n", | |
" np.put_along_axis(arm[..., t], next_arm, True, axis=1)\n", | |
" arm_ct += arm[..., t]\n", | |
" arm_reward_ct += reward[..., t] * arm[..., t]\n", | |
" \n", | |
" return np.ma.masked_array(reward, mask=~arm)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "6122b0e5-1093-4c48-8a98-13526e712729", | |
"metadata": {}, | |
"source": [ | |
"### A simple, illustrative policy\n", | |
"\n", | |
"The following simple policy that always chooses the first arm illustrates the output of this function and the various quantities we will be interested in when studying policy performance." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"id": "ba5f4f15-176e-46a6-b35d-23453857705f", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def first(_, arm_ct, *__, **___):\n", | |
" return np.zeros_like(arm_ct)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"id": "03db4cee-b3bd-4135-bc07-93567b84bd1b", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"\n", | |
"<style>\n", | |
" /* Turns off some styling */\n", | |
" progress {\n", | |
" /* gets rid of default border in Firefox and Opera. */\n", | |
" border: none;\n", | |
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n", | |
" background-size: auto;\n", | |
" }\n", | |
" progress:not([value]), progress:not([value])::-webkit-progress-bar {\n", | |
" background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n", | |
" }\n", | |
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n", | |
" background: #F44336;\n", | |
" }\n", | |
"</style>\n" | |
], | |
"text/plain": [ | |
"<IPython.core.display.HTML object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/html": [ | |
"\n", | |
" <div>\n", | |
" <progress value='2000' class='' max='2000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n", | |
" 100.00% [2000/2000 00:00<00:00]\n", | |
" </div>\n", | |
" " | |
], | |
"text/plain": [ | |
"<IPython.core.display.HTML object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"first_reward = simulate_policy(first, reward, progress=True)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "5a94fdb7-c46d-4a5c-9a4a-cbcc0805c178", | |
"metadata": {}, | |
"source": [ | |
"We see that `first_reward` has the same shape as `reward`, and its axes have the same meaning." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"id": "5afd8029-ee0e-40fb-b94a-72ad1f1fabb4", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"(3001, 2, 2000)" | |
] | |
}, | |
"execution_count": 15, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"first_reward.shape" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "0adcabb2-bccc-4925-8e70-c830f4717fbb", | |
"metadata": {}, | |
"source": [ | |
"Examining a the first five time steps of the first simulation in `first_reward`, we see that it is a [masked array](https://numpy.org/doc/stable/reference/maskedarray.generic.html), indicating which rewards from `reward` where actually observed by the policy." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"id": "f6f656de-6832-4b0b-99d4-ff0f3cc1880b", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"masked_array(\n", | |
" data=[[1, 0, 1, 1, 1],\n", | |
" [--, --, --, --, --]],\n", | |
" mask=[[False, False, False, False, False],\n", | |
" [ True, True, True, True, True]],\n", | |
" fill_value=999999)" | |
] | |
}, | |
"execution_count": 16, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"first_reward[0, :, :5]" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "76b6d65e-5e46-48f8-80dc-3d25a1b75d0d", | |
"metadata": {}, | |
"source": [ | |
"Here all the entries corresponding to the first arm are unmasked and all those corresponding to the second are masked, because our simple policy always chooses the first arm. We will soon see the result of more complex policies." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "f5f865d9-ffaa-4bae-a661-670c79d11cea", | |
"metadata": {}, | |
"source": [ | |
"### A/B test (randomized control trial)\n", | |
"\n", | |
"Another simple policy that will nevertheless be instructive to analyze is what is known in digitial marketing as [A/B testing](https://en.wikipedia.org/wiki/A/B_testing) and in more scientific circles as a [randomized control trial](https://en.wikipedia.org/wiki/Randomized_controlled_trial) (RCT). Since I work at a digital marketing SaaS company I will use the term \"A/B testing\" for convenience.\n", | |
"\n", | |
"At each step, this policy chooses each arm with a fixed probability (50% for simplicity in this example), regardless of past performance." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 17, | |
"id": "923ab2ec-db62-49f4-aa33-b67eb0134a95", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def ab_test(_, arm_ct, *__, rng=None, **___):\n", | |
" if rng is None:\n", | |
" rng = np.random.default_rng()\n", | |
"\n", | |
" n_sim, n_arm = arm_ct.shape\n", | |
"\n", | |
" return rng.choice(n_arm, size=(n_sim, 1))" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "9bbed64d-bf81-4eb6-b12c-f172d5596e8b", | |
"metadata": {}, | |
"source": [ | |
"We now simulate the performance of this policy." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 18, | |
"id": "6c2e69a0-fecd-4ab4-9ec5-d623e1b5eb17", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"\n", | |
"<style>\n", | |
" /* Turns off some styling */\n", | |
" progress {\n", | |
" /* gets rid of default border in Firefox and Opera. */\n", | |
" border: none;\n", | |
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n", | |
" background-size: auto;\n", | |
" }\n", | |
" progress:not([value]), progress:not([value])::-webkit-progress-bar {\n", | |
" background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n", | |
" }\n", | |
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n", | |
" background: #F44336;\n", | |
" }\n", | |
"</style>\n" | |
], | |
"text/plain": [ | |
"<IPython.core.display.HTML object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/html": [ | |
"\n", | |
" <div>\n", | |
" <progress value='2000' class='' max='2000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n", | |
" 100.00% [2000/2000 00:00<00:00]\n", | |
" </div>\n", | |
" " | |
], | |
"text/plain": [ | |
"<IPython.core.display.HTML object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"ab_test_reward = simulate_policy(ab_test, reward, progress=True, rng=rng)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "05868d51-02b3-4e2d-b0c1-ce567c435e52", | |
"metadata": {}, | |
"source": [ | |
"We see that, unlike with the previous policy, there are unmasked entries for both arms." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 19, | |
"id": "3405fc5a-d0ba-4825-b041-438999e6c1d2", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"masked_array(\n", | |
" data=[[1, 0, 1, --, 1],\n", | |
" [--, --, --, 1, --]],\n", | |
" mask=[[False, False, False, True, False],\n", | |
" [ True, True, True, False, True]],\n", | |
" fill_value=999999)" | |
] | |
}, | |
"execution_count": 19, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"ab_test_reward[0, :, :5]" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "d4b703ac-e2dc-42f6-88b5-82ee352b7112", | |
"metadata": {}, | |
"source": [ | |
"The following functions calculate the number of times and percentage of the time each arm has been chosen as the simulation advances using the mask on `ab_test_reward`." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 20, | |
"id": "d06c6417-1aa8-4462-a07c-92d94d1481a7", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def get_time(reward):\n", | |
" *_, t_max = reward.shape\n", | |
"\n", | |
" return 1 + np.arange(t_max)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 21, | |
"id": "dd3f3654-8e9f-4b03-a893-fdb21ab28f3e", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def cum_arm_ct(reward):\n", | |
" return np.logical_not(reward.mask).cumsum(axis=-1)\n", | |
"\n", | |
"def cum_arm_pct(reward):\n", | |
" return cum_arm_ct(reward) / get_time(reward)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "6a3960f8-a9cd-4bd2-9c25-260ffc1d83a0", | |
"metadata": {}, | |
"source": [ | |
"As expected, we see that each arm is chosen about 50% of the time. " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 22, | |
"id": "71a52d53-11f7-43f0-9900-954321bf80b1", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def make_pct_axis(ax, *, label=None, full=True, which=\"y\"):\n", | |
" if full:\n", | |
" getattr(ax, f\"set_{which}lim\")(0, 1)\n", | |
" getattr(ax, f\"set_{which}ticks\")(np.linspace(0, 1, 5))\n", | |
" \n", | |
" getattr(ax, f\"{which}axis\").set_major_formatter(pct_formatter)\n", | |
" \n", | |
" if label is not None:\n", | |
" getattr(ax, f\"set_{which}label\")(label)\n", | |
"\n", | |
"def make_time_axis(ax, t_max=T):\n", | |
" ax.set_xlim(0, t_max)\n", | |
" ax.set_xlabel(\"Time\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 23, | |
"id": "a3d3b9c5-129f-4d8d-b15f-fa8e32f95730", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def plot_arm_allocation(reward, label=None, ax=None):\n", | |
" if ax is None:\n", | |
" _, ax = plt.subplots()\n", | |
"\n", | |
" ax.plot(cum_arm_pct(reward).mean(axis=0).T, label=label)\n", | |
"\n", | |
" make_time_axis(ax)\n", | |
" make_pct_axis(ax, label=\"Arm allocation\")\n", | |
" \n", | |
" return ax" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 24, | |
"id": "90586d3b-839d-4c1f-be55-30b13bd3484f", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": "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", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"image/png": { | |
"height": 444, | |
"width": 619 | |
} | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plot_arm_allocation(ab_test_reward);" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "59397a18-3bd7-4e23-9e6f-faa2a3a389d6", | |
"metadata": {}, | |
"source": [ | |
"As stated in the introduction, the fundamental of the multi-armed bandit algorithms is to maximize the reward realized. In the research literature on mulit-armed bandits, this is typically rephrased as minimizing the [regret](https://en.wikipedia.org/wiki/Regret_(decision_theory)), which is the difference between the theoretical maximum reward possible (if reward rates were known a priori) and the realized reward. The following functions compute the regret for our simulation results." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 25, | |
"id": "fbe0ecb0-676d-4c5d-9b7d-7c1b5afdf3a0", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def cum_reward(reward):\n", | |
" return reward.filled(0).cumsum(axis=-1)\n", | |
"\n", | |
"def cum_regret(reward, arm_rates=ARM_RATES):\n", | |
" return arm_rates.max() * get_time(reward) - cum_reward(reward)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "5516838c-b476-4868-87df-90b7e3876214", | |
"metadata": {}, | |
"source": [ | |
"The regret for our A/B testing policy is shown below." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 26, | |
"id": "587046f7-9a8f-42b1-a790-f71a4334e4ea", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": "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", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"image/png": { | |
"height": 438, | |
"width": 592 | |
} | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig, ax = plt.subplots()\n", | |
"\n", | |
"ax.plot(cum_regret(ab_test_reward.sum(axis=1)).mean(axis=0));\n", | |
"\n", | |
"make_time_axis(ax)\n", | |
"\n", | |
"ax.set_ylim(bottom=0);\n", | |
"ax.set_ylabel(\"Regret\");" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "f254f162-47ec-49fb-9a3f-333fbdfb9f62", | |
"metadata": {}, | |
"source": [ | |
"The simplicity of the A/B testing polic allows us to confirm this result theoretically. Since it chooses each arm with a 50% probability, its reward rate should be the average of the arm reward rates. We do in fact see that these quantities are quite close." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 27, | |
"id": "d824c67f-f5b9-4a46-9a8d-fd433639e50b", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"-0.0003065644785071875" | |
] | |
}, | |
"execution_count": 27, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"ab_test_reward.mean() - ARM_RATES.mean()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "4da79c20-a350-4468-bb82-ee410b662016", | |
"metadata": {}, | |
"source": [ | |
"That means that the regret should increase at the rate of" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 28, | |
"id": "3256fe9d-9da5-407d-ae45-9cc919bb925c", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"0.04999999999999993" | |
] | |
}, | |
"execution_count": 28, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"ARM_RATES.max() - ARM_RATES.mean()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "a371390e-6422-41ec-a8f2-b6194adc2ba7", | |
"metadata": {}, | |
"source": [ | |
"per unit of time. We see that this theory does agree with our simulations, which is a good sanity check on our code." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 29, | |
"id": "57fcca9f-707e-460d-916a-f78ecd5cf235", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": "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", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"image/png": { | |
"height": 438, | |
"width": 592 | |
} | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig, ax = plt.subplots()\n", | |
"\n", | |
"ax.plot(cum_regret(ab_test_reward.sum(axis=1)).mean(axis=0),\n", | |
" label=\"Empirical\");\n", | |
"\n", | |
"ax.axline((0, 0), slope=ARM_RATES.max() - ARM_RATES.mean(),\n", | |
" c=\"k\", ls=\"--\", alpha=0.75,\n", | |
" label=\"Theoretical\");\n", | |
"\n", | |
"make_time_axis(ax)\n", | |
"\n", | |
"ax.set_ylim(bottom=0);\n", | |
"ax.set_ylabel(\"Regret\");\n", | |
"\n", | |
"ax.legend();" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "a06a84fd-b279-400f-865a-086af217e530", | |
"metadata": {}, | |
"source": [ | |
"While the multi-armed bandit problem is typically phrased in terms of absolute regret, it will be useful in this post to use the equivalent lens of regret rate, which is just the regret divided by the amount of time passed." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 30, | |
"id": "9cde5783-ef68-4a6e-87eb-fa06f9751c7e", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def cum_reward_rate(reward):\n", | |
" return cum_reward(reward) / get_time(reward)\n", | |
" \n", | |
"def cum_regret_rate(reward, arm_rates=ARM_RATES):\n", | |
" return arm_rates.max() - cum_reward_rate(reward)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 31, | |
"id": "39059ae3-af3c-4eff-80b0-845b00c543f9", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def plot_cum_regret_rate(reward, label=None, ax=None):\n", | |
" if ax is None:\n", | |
" _, ax = plt.subplots()\n", | |
"\n", | |
" ax.plot(cum_regret_rate(reward.sum(axis=1)).mean(axis=0), label=label)\n", | |
"\n", | |
" make_time_axis(ax)\n", | |
" \n", | |
" make_pct_axis(ax, label=\"Regret rate\", full=False)\n", | |
" ax.set_ylim(bottom=0)\n", | |
" \n", | |
" return ax" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 32, | |
"id": "7162fe51-d2e7-4c54-ac45-9e1fb64fdd5c", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": "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", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"image/png": { | |
"height": 438, | |
"width": 602 | |
} | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"ax = plot_cum_regret_rate(ab_test_reward, label=\"Empirical\")\n", | |
"\n", | |
"ax.axhline(ARM_RATES.ptp() / 2, c=\"k\", ls=\"--\", label=\"Theoretical\")\n", | |
"\n", | |
"ax.legend();" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "25932c93-f051-4fb6-a973-7f75619dcaa9", | |
"metadata": {}, | |
"source": [ | |
"The bias-variance tradeoff will become apparent when we consider one more set of statistics related to the mulit-armed bandit's performance. These are the empirical estimators of the **per-arm** reward rates. These statistics are especially important in my line of work, where we are providing access to such algorithms to nontechnical marketers who are accustomed to detailed performance reports on all of their [campaigns](https://en.wikipedia.org/wiki/Advertising_campaign). The following functions calculate these empirical estimators,\n", | |
"\n", | |
"$$\\hat{r}_{i, t} = \\frac{x_{i, t}}{n_{i, t}}.$$" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 33, | |
"id": "95b02a99-cc87-495f-9e61-05b161a5b710", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def cum_arm_reward_rate(reward):\n", | |
" return cum_reward(reward) / np.maximum(1, cum_arm_ct(reward))" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "c043b3c8-4b8f-4c76-8ec9-66988f7420d7", | |
"metadata": {}, | |
"source": [ | |
"The following plot shows that the empirical reward rate for samples generated by A/B testing are [unbiased](https://en.wikipedia.org/wiki/Bias_(statistics)) estimators of the actual arm reward rates. Here we are using the word _unbiased_ in the [statistical sense](https://en.wikipedia.org/wiki/Bias_(statistics)): an estimator is unbiased if its expected value is the true value of the parameter in question." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 34, | |
"id": "240661e1-5583-4ace-b9e3-606b7f705ef0", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"CI_WIDTH = 0.95" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 35, | |
"id": "8cc34a70-c655-4504-bb35-6ac1fa578f34", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def plot_cum_arm_reward_rate(reward, ci_width=CI_WIDTH, ax=None):\n", | |
" if ax is None:\n", | |
" _, ax = plt.subplots()\n", | |
"\n", | |
" cum_arm_reward_rate_ = cum_arm_reward_rate(reward)\n", | |
"\n", | |
" ax.plot(cum_arm_reward_rate_[:, 0].mean(axis=0),\n", | |
" alpha=0.9, label=\"Empirical mean\");\n", | |
" ax.plot(cum_arm_reward_rate_[:, 1].mean(axis=0),\n", | |
" alpha=0.9);\n", | |
" \n", | |
" if ci_width is not None:\n", | |
" alpha = 1 - ci_width\n", | |
" q = [100 * alpha / 2, 100 * (1 - alpha / 2)]\n", | |
" t = get_time(reward)\n", | |
"\n", | |
" ax.fill_between(\n", | |
" t, *np.percentile(cum_arm_reward_rate_[:, 0], q, axis=0),\n", | |
" alpha=0.5, color=\"C0\", label=\"95% CI\"\n", | |
" )\n", | |
" ax.fill_between(\n", | |
" t, *np.percentile(cum_arm_reward_rate_[:, 1], [2.5, 97.5], axis=0),\n", | |
" alpha=0.5, color=\"C1\"\n", | |
" )\n", | |
"\n", | |
" ax.axhline(ARM_RATES[0], c=\"C0\", ls=\"--\", label=\"Actual\");\n", | |
" ax.axhline(ARM_RATES[1], c=\"C1\", ls=\"--\");\n", | |
"\n", | |
" make_time_axis(ax)\n", | |
"\n", | |
" make_pct_axis(ax, full=False)\n", | |
" ax.set_ylim(0.9 * ARM_RATES.min(), 1.1 * ARM_RATES.max());\n", | |
" ax.set_ylabel(\"Reward rate\");\n", | |
"\n", | |
" ax.legend()\n", | |
" \n", | |
" return ax" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 36, | |
"id": "370fad41-7ddb-4e40-ac17-66b9f7400990", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": "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", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"image/png": { | |
"height": 438, | |
"width": 610 | |
} | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plot_cum_arm_reward_rate(ab_test_reward);" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "40560d62-e0a7-4044-88dc-6a4389ebf450", | |
"metadata": {}, | |
"source": [ | |
"A/B testing produces unbiased estimators of the true arm reward rates because it does not use information about past performance to decide on the next action to take.\n", | |
"\n", | |
"The bias-variance tradeoff appears in multi-armed bandits when we start to reduce regret by incorporating past rewards into future decisions. The rest of this post will explore the implications of this seemingly simple, reasonable, and quite often desireable choice." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 37, | |
"id": "612059e5-39ec-4e10-ae3a-7c8779195dc8", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def plot_policy(reward):\n", | |
" fig, axes = plt.subplots(figsize=(15, 4), ncols=3, sharex=True)\n", | |
" \n", | |
" plot_arm_allocation(reward, ax=axes[0])\n", | |
" plot_cum_regret_rate(reward, ax=axes[1])\n", | |
" plot_cum_arm_reward_rate(reward, ax=axes[2])\n", | |
" \n", | |
" return fig" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 38, | |
"id": "634bee84-057a-45a4-9a96-e6c96b950707", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": "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", | |
"text/plain": [ | |
"<Figure size 1500x400 with 3 Axes>" | |
] | |
}, | |
"metadata": { | |
"image/png": { | |
"height": 394, | |
"width": 1484 | |
} | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig = plot_policy(ab_test_reward)\n", | |
"\n", | |
"fig.suptitle(\"A/B testing\");\n", | |
"fig.tight_layout();" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "2873116b-6370-4907-98ce-f81384239393", | |
"metadata": {}, | |
"source": [ | |
"### $\\varepsilon$-greedy\n", | |
"\n", | |
"We now turn to policies that attempt to reduce regret, starting with the [$\\varepsilon$-greedy algorithm](https://en.wikipedia.org/wiki/Multi-armed_bandit#Semi-uniform_strategies). This policy acts like an A/B test for a fixed proportion ($\\varepsilon$) of samples, and [greedily](https://en.wikipedia.org/wiki/Greedy_algorithm) chooses the arm with the highest empirical reward rate for the remaining $1 - \\varepsilon$ proportion of samples. The actions taken due to random sampling serve to improve the estimate of the reward rates of each arm (exploring) and the actions taken due to greediness attempt to maximize the rewards received (exploiting).\n", | |
"\n", | |
"Before implementing the $\\varepsilon$-greedy strategy itself, we define two decorators that will be useful throughout the rest of the post. The first decorator, `initial_explore`, tries each arm once in sequence at the beginning of the simulation. This behavior is generally useful for making sure each arm has a well-defined empirical reward rate before we start applying the actual policy's logic to choose actions." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 39, | |
"id": "10403c3e-bde8-4535-a290-c4d6a8ed0c87", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"@decorator\n", | |
"def initial_explore(policy, t, arm_ct, arm_reward_ct, **policy_kwargs):\n", | |
" n_sim, n_arm = arm_ct.shape\n", | |
" \n", | |
" if t < n_arm:\n", | |
" return np.full((n_sim, 1), t)\n", | |
" else:\n", | |
" return policy(t, arm_ct, arm_reward_ct, **policy_kwargs)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "13344a40-7332-4a84-9919-824066185ea2", | |
"metadata": {}, | |
"source": [ | |
"The second decorator, `ε_explore`, choose a random arm (similary to A/B testing), a fixed proportion (`ε`) of the time." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 40, | |
"id": "fee09de1-78b0-4e9e-8960-a03b5d31f8d0", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"@decorator\n", | |
"def ε_explore(policy, t, arm_ct, arm_reward_ct, *, ε, rng, **policy_kwargs):\n", | |
" n_sim, n_arm = arm_ct.shape\n", | |
" \n", | |
" explore = rng.uniform(size=(n_sim, 1)) < ϵ\n", | |
" explore_arm = ab_test(t, arm_ct, arm_reward_ct, rng=rng)\n", | |
" policy_arm = policy(t, arm_ct, arm_reward_ct, rng=rng, **policy_kwargs)\n", | |
" \n", | |
" return np.where(explore, explore_arm, policy_arm)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "d1666343-db53-4956-a390-a5026f091e86", | |
"metadata": {}, | |
"source": [ | |
"Applying these two decorators to a greedy policy gives us the $\\varepsilon$-greedy alogrithm described above." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 41, | |
"id": "2f02fc2f-bcc2-4b7f-a264-934f02feed06", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def greedy(_, arm_ct, arm_reward_ct, **__):\n", | |
" return (arm_reward_ct / arm_ct).argmax(axis=-1, keepdims=True)\n", | |
"\n", | |
"ε_greedy = initial_explore(ε_explore(greedy))" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "d247413a-5bbc-48a3-8a61-ecf1d70b9f8f", | |
"metadata": {}, | |
"source": [ | |
"We now simulate the behavior of this policy for $\\varepsilon = 0.05$." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 42, | |
"id": "c147b463-3ab0-488f-9244-ea5df969923c", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"EPSILON = 0.05" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 43, | |
"id": "868d1785-ba28-43d9-a85a-51a28f582577", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"\n", | |
"<style>\n", | |
" /* Turns off some styling */\n", | |
" progress {\n", | |
" /* gets rid of default border in Firefox and Opera. */\n", | |
" border: none;\n", | |
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n", | |
" background-size: auto;\n", | |
" }\n", | |
" progress:not([value]), progress:not([value])::-webkit-progress-bar {\n", | |
" background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n", | |
" }\n", | |
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n", | |
" background: #F44336;\n", | |
" }\n", | |
"</style>\n" | |
], | |
"text/plain": [ | |
"<IPython.core.display.HTML object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/html": [ | |
"\n", | |
" <div>\n", | |
" <progress value='2000' class='' max='2000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n", | |
" 100.00% [2000/2000 00:00<00:00]\n", | |
" </div>\n", | |
" " | |
], | |
"text/plain": [ | |
"<IPython.core.display.HTML object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"ε_greedy_reward = simulate_policy(ε_greedy, reward, ε=EPSILON, rng=rng, progress=True)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "d3cff02b-3ee6-49f8-9397-fbe7f41710a1", | |
"metadata": {}, | |
"source": [ | |
"As expected, we do see arm allocation percentages that shift quickly away from 50/50 and a declining regret rate. Note that there is a non-zero lower bound on the regret rate given by $\\frac{\\varepsilon}{2}$ times the absolute difference in arm reward rates." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 44, | |
"id": "1421759a-8f1a-461a-9053-252507db3a17", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": "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 |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment