{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Designing Adaptive Experiments to Study Working Memory\n", "\n", "In most of machine learning, we begin with data and go on to learn a model. In other contexts, we also have a hand in the data generation process. This gives us an exciting opportunity: we can try to obtain data that will help our model learn more effectively. This procedure is called *optimal experimental design* (OED) and Pyro supports choosing optimal designs through the pyro.contrib.oed module.\n", "\n", "When using OED, the data generation and modelling works as follows:\n", "\n", "1. Write down a Bayesian model involving a design parameter, an unknown latent variable and an observable.\n", "1. Choose the optimal design (more details on this later).\n", "1. Collect the data and fit the model, e.g. using SVI.\n", "\n", "We can also run multiple 'rounds' or iterations of experiments. When doing this, we take the learned model from step 3 and use it as our prior in step 1 for the next round. This approach can be particularly useful because it allows us to design the next experiment based on what has already been learned: the experiments are *adaptive*.\n", "\n", "In this tutorial, we work through a specific example of this entire OED procedure with multiple rounds. We will show how to design adaptive experiments to learn a participant's working memory capacity. The design we will be adapting is the *length of a sequence of digits that we ask a participant to remember*. Let's dive into the full details.\n", "\n", "\n", "### The experiment set-up\n", "Suppose you, the participant, are shown a sequence of digits\n", "\n", "$$1\\ 4\\ 7\\ 0\\ 9$$\n", "\n", "which are then hidden. You have to to reproduce the sequence exactly from memory. In the next round, the length of the sequence may be different\n", "\n", "$$6\\ 5\\ 0\\ 2\\ 8\\ 0 .$$\n", "\n", "The longest sequence that you can remember is your working memory capacity. In this tutorial, we build a Bayesian model for working memory, and use it to run an adaptive sequence of experiments that very quickly learn someone's working memory capacity.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## A model of working memory\n", "Our model for a single round of the digits experiment described above has three components: the length $l$ of the sequence that the participant has to remember, the participant's true working memory capacity $\\theta$, and the outcome of the experiment $y$ which indicates whether they were able to remember the sequence successfully ($y=1$) or not ($y=0$). We choose a prior for working memory capacity based on the (in)famous \"The magical number seven, plus or minus two\" [1].\n", "\n", "**Note**: $\\theta$ actually represents the point where the participant has a 50/50 chance of remembering the sequence correctly." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import torch\n", "\n", "import pyro\n", "import pyro.distributions as dist\n", "\n", "\n", "sensitivity = 1.0\n", "prior_mean = torch.tensor(7.0)\n", "prior_sd = torch.tensor(2.0)\n", "\n", "\n", "def model(l):\n", " # Dimension -1 of l represents the number of rounds\n", " # Other dimensions are batch dimensions: we indicate this with a plate_stack\n", " with pyro.plate_stack(\"plate\", l.shape[:-1]):\n", " theta = pyro.sample(\"theta\", dist.Normal(prior_mean, prior_sd))\n", " # Share theta across the number of rounds of the experiment\n", " # This represents repeatedly testing the same participant\n", " theta = theta.unsqueeze(-1)\n", " # This define a *logistic regression* model for y\n", " logit_p = sensitivity * (theta - l)\n", " # The event shape represents responses from the same participant\n", " y = pyro.sample(\"y\", dist.Bernoulli(logits=logit_p).to_event(1))\n", " return y" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The probability of successfully remembering the sequence is plotted below, for five random samples of $\\theta$." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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