The No-U-Turn Sampler (NUTS) / Dynamic Hamiltonian Monte Carlo
The Hamiltonian Monte Carlo, henceforth HMC, enables efficient
exploration of complex and confined target distributions, but its
performance is largely governed by the step size \(\epsilon\) and number of steps \(L\) used in simulating the Hamiltonian
trajectories. Depending on how large \(L\) is, too small a step size may unduly
increase the computation time or lead to exploration of the target
distribution that resembles pure random walk, which we want to avoid
when using HMC. Too large a step size makes the error explode in
simulating the Hamiltonian trajectory, which results in low acceptance
rates and poor exploration. Assuming that we have found a stable value
for \(\epsilon\), finding a good value
for \(L\) is not easy in general. We
would like \(L\) to be large enough so
that the trajectory travels long enough through the target distribution
yielding almost uncorrelated draws. However, if \(L\) is too large, then due to Hamiltonian
dynamics, the trajectory starts to rotate towards the starting point and
eventually makes a full cycle resulting in wasted computation time, and
even worse, the trajectory can stop near the starting point. Too few
steps can also dilute the exploration to random walk.
In the static version of HMC the user needs to hand-tune the
parameters either by visualizing the trajectories, performing several
preliminary runs, assessing the convergence of the chains or, more
preferably, a combination of these. For many distributions, however,
optimal parameter values in one region may be suboptimal in some other
region. For example, if the target distribution is constrained in some
directions, consider e.g. heavily correlated random variables, then we
would like to use long trajectories in the less constrained directions.
Also, when the number of parameters grows, visualizing and interpreting
the trajectories becomes more and more difficult. Fortunately, setting
the parameters via trial and error can be avoided for both \(\epsilon\) and \(L\), and they can be adapted dynamically
instead. In this demo, however, we are only considering the dynamic
adaptation of the number of steps \(L\).
We would like to find an algebraic representation for the criterion
of having simulated the trajectory long enough. The trajectory is
considered to be “long enough” when the distance between the starting
point and the proposal is maximized. Let \(\theta\) be the starting point of the
simulation. Now a natural option would be to simulate deterministically
as in the static HMC (BDA3 p. 300) until we are at a position-momentum
pair \((\tilde{\theta}, \tilde{\phi})\)
for which it holds that
\[
(\tilde{\theta} - \theta)^T \tilde{\phi} < 0
\]
That is, we should stop the simulation when the angle between the
current momentum \(\tilde{\phi}\) and
the vector from the starting point \(\theta\) to the current point \(\tilde{\theta}\) is less than 90 degrees.
This criterion corresponds to stopping when the trajectory starts to
rotate towards the starting point and the distance between \(\theta\) and \(\tilde{\theta}\) starts to decrease.
Unfortunately, the above scheme does not guarantee reversibility of the
Markov chain, and thus it is not guaranteed to converge to the desired
target distribution. The reversibility can be remediated by making the
simulation process random by allowing steps both forward and backward in
time. This is incorporated in the NUTS algorithm (Hoffman and Gelman 2014) which we will present
next. Further variants of dynamic HMC are described by Betancourt (2018). The specific algorithm and
implementation details of dynamic HMC in Stan slightly differ from the
ones described by Hoffman and Gelman
(2014) and Betancourt (2018), and
unfortunately there is no detailed description of the differences
available except in the C++ code. The algorithm presented here follows
the original NUTS algorithm by Hoffman and Gelman
(2014).
Assume that \(p(\theta | y)\) is the
target distribution and \(\theta^{t}\)
is the current draw. Let \(\epsilon >
0\) be the step size for the leapfrog steps. The NUTS algorithm
for drawing \(\theta^{t+1}\) consists
of the following steps.
Sample a momentum vector \(\phi \sim
N(0, M)\), where \(M\) is a
symmetric positive-definite mass matrix. This step is identical to the
first step in static HMC.
Sample a slice variable \(u | \theta^t,
\phi \sim \text{Uniform}([0, e^{-H(\theta^t, \phi)}])\), where
\(H(\theta, \phi) = -\log(p(\theta | y)) +
\frac{1}{2} \phi^T M^{-1} \phi\) is the Hamiltonian function that
specifies the “total energy” at the position-momentum pair \((\theta, \phi)\).
Generate a set \(C\) of proposal
points as follows. Set \(C = \{ \theta^t
\}\). Starting the Hamiltonian simulation from \((\theta^t, \phi)\), for \(j=0,1,2,...\),
Sample \(v_j \sim \text{Uniform}(\{ -1,
1 \})\) and perform \(2^j\)
leapfrog steps with the step size \(v_j
\epsilon\), always appending to the trajectory from the previous
iteration.
The newly generated \(2^j\)
points are equivalent to the leaf nodes of a perfect, ordered binary
tree with depth \(j\), see Figure 1
below. Now consider each of the \(2^j-1\) subtrees that have depth greater
than \(0\), and for a given subtree
denote the points associated with the leftmost and rightmost leaves by
\((\theta^-, \phi^-)\) and \((\theta^+, \phi^+)\), respectively. If for
some subtree it holds that
\[
(\theta^+ - \theta^-)^T \phi^- < 0
\quad \text{or} \quad
(\theta^+ - \theta^-)^T \phi^+ < 0,
\]
then terminate the simulation loop. If for some point \((\theta, \phi)\) from the new \(2^j\) points it holds that
\[
H(\theta, \phi) + \log u > \Delta_{\text{max}}
\]
for some nonnegative \(\Delta_{\text{max}}\), then also terminate
the simulation loop. We will use the value \(\Delta_{\text{max}} = 1000\).
If the former stopping criterion above holds for the leftmost and
rightmost points of the full simulated trajectory, then for all \((\theta, \phi)\) of the newly simulated
\(2^j\) points, add \(\theta\) to \(C\) if \(e^{-H(\theta, \phi)} \geq u\). Finally,
terminate the simulation loop.
If no stopping criterion was met, then for all \((\theta, \phi)\) of the new points, add
\(\theta\) to \(C\) if \(e^{-H(\theta, \phi)} \geq u\), and move on
to the next iteration.
Sample a value for \(\theta^{t+1}\) uniformly from \(C\).
In summary, after each iteration the number of leapfrog steps is
doubled, and the simulation is stopped whenever any subtrajectory
equivalent to a binary subtree satisfies one of the above stopping
criteria. The slice variable \(u\) is
chosen so that \(\theta^{t+1}\) can be
drawn uniformly from \(C\). Note that
if we were able to simulate the Hamiltonian trajectory exactly, \(H(\theta, \phi)\) would remain constant
over the whole trajectory, and \(e^{-H(\theta,
\phi)} \geq u\) would hold for all points on the trajectory.
Thus, the condition \(e^{-H(\theta, \phi)}
\geq u\) can be interpreted as discarding all points for which
the simulation error is too large. The stopping condition \(H(\theta, \phi) + \log u >
\Delta_{\text{max}}\) in step 3 is also related to terminating
the simulation if the simulation error becomes too large. Note that the
number of leapfrog steps increases exponentially, but as long as \(\epsilon\) is small enough and the target
distribution \(p(\theta | y)\) is
sufficiently well-behaved, the simulation error shouldn’t increase in
the number of leapfrog steps, which makes the above dynamic scheme
attractive. As usual with HMC, the leapfrog steps require the gradient
of the log-density, i.e. \(\frac{d \log
p(\theta | y)}{d\theta}\).
Implementation and visualization of NUTS
library(latex2exp)
library(ggplot2)
theme_set(theme_minimal())
library(tidyr)
library(MASS)
library(gganimate)
library(posterior)
Next we will implement the NUTS algorithm and visualize how the
trajectories look like. The following subroutines will be useful in the
implementation.
# Perform a single leapfrog step.
leapfrog <- function(theta, phi, epsilon, grad_log_p, M_inv) {
phi_tilde <- phi + 0.5 * epsilon * grad_log_p(theta)
theta_tilde <- theta + epsilon * M_inv %*% phi_tilde
phi_tilde <- phi_tilde + 0.5 * epsilon * grad_log_p(theta_tilde)
list(theta=c(theta_tilde), phi=c(phi_tilde))
}
# Evaluate the Hamiltonian.
hamiltonian <- function(theta, phi, log_p, M_inv) {
-log_p(theta) + 0.5 * sum(phi * (M_inv %*% phi))
}
The step 3 of the NUTS algorithm above is the trickiest to implement.
In practice, instead of considering all the subtrees only after
simulating the \(2^j\) leapfrog steps,
it’s easier to perform the steps and construct the trees recursively at
the same time.
# Perform the leapfrog steps and construct the subtrees recursively.
build_tree <- function(theta, phi, u, v, j, epsilon, log_p, grad_log_p, M_inv, trajectory) {
if (j == 0) {
# Base case. Take just one leapfrog step.
step <- leapfrog(theta, phi, v*epsilon, grad_log_p, M_inv)
theta <- step$theta
phi <- step$phi
# Color the new theta red if it's certainly not a valid proposal, and
# color it yellow otherwise.
if (u <= exp(-hamiltonian(theta, phi, log_p, M_inv))) {
color <- "yellow"
} else {
color <- "red"
}
# Update the trajectory.
if (v == -1) {
trajectory$thetas <- rbind(theta, trajectory$thetas)
trajectory$colors <- c(color, trajectory$colors)
} else {
trajectory$thetas <- rbind(trajectory$thetas, theta)
trajectory$colors <- c(trajectory$colors, color)
}
# Check the second stopping condition in step 3. We use Delta_max=1000.
terminate <- hamiltonian(theta, phi, log_p, M_inv) + log(u) > 1000
return(list(theta_minus=theta, phi_minus=phi, theta_plus=theta, phi_plus=phi,
trajectory=trajectory, terminate=terminate))
} else {
# Build the left and right subtrees recursively.
tree1 <- build_tree(theta, phi, u, v, j-1, epsilon,
log_p, grad_log_p, M_inv, trajectory)
theta_minus <- tree1$theta_minus
phi_minus <- tree1$phi_minus
theta_plus <- tree1$theta_plus
phi_plus <- tree1$phi_plus
if (v == -1) {
tree2 <- build_tree(theta_minus, phi_minus, u, v, j-1, epsilon,
log_p, grad_log_p, M_inv, tree1$trajectory)
theta_minus <- tree2$theta_minus
phi_minus <- tree2$phi_minus
} else {
tree2 <- build_tree(theta_plus, phi_plus, u, v, j-1, epsilon,
log_p, grad_log_p, M_inv, tree1$trajectory)
theta_plus <- tree2$theta_plus
phi_plus <- tree2$phi_plus
}
# Check the U-turn stopping condition and also take into account
# the stopping flags from building the subtrees.
condition1 <- sum((theta_plus - theta_minus) * phi_minus) < 0
condition2 <- sum((theta_plus - theta_minus) * phi_plus) < 0
terminate <- condition1 || condition2 || tree1$terminate || tree2$terminate
return(list(theta_minus=theta_minus, phi_minus=phi_minus,
theta_plus=theta_plus, phi_plus=phi_plus,
trajectory=tree2$trajectory, terminate=terminate))
}
}
We are now ready to implement the sampling function.
# Draw the given number of samples from the target distribution using NUTS.
#
# Parameters:
# - theta Starting point of the chain.
# - log_p Log target distribution function.
# - grad_log_p Gradient of the log target distribution function.
# - n_iter Number of draws.
# - M Symmetric positive definite mass matrix. Default: identity matrix.
# - epsilon Step size for the leapfrog steps. Default: 0.1
# - store_paths Whether to store and return the individual trajectories
# for visualization purposes. Default: TRUE
#
# If store_paths=TRUE, returns a list consisting of the n_iter draws and their
# corresponding trajectories.
# If store_paths=FALSE, returns just the draws.
NUTS <- function(theta, log_p, grad_log_p, n_iter, M=NULL, epsilon=0.1, store_paths=TRUE) {
if (is.null(M)) {
M <- diag(length(theta))
}
M_inv <- solve(M)
chain <- list(draws=matrix(nrow=n_iter+1, ncol=length(theta)),
trajectories=list())
chain$draws[1,] <- theta
for (i in 1:n_iter) {
# Step 1. Draw a momentum vector from N(0, M).
phi <- mvrnorm(n=1, rep(0, length(theta)), M)
# Step 2. Draw a slice variable u.
u <- runif(1, 0, exp(-hamiltonian(chain$draws[i,], phi, log_p, M_inv)))
# Step 3. Perform the leapfrog steps. Color the starting point black.
theta_minus <- chain$draws[i,]
phi_minus <- phi
theta_plus <- chain$draws[i,]
phi_plus <- phi
trajectory <- list(thetas=matrix(theta_minus, nrow=1), colors=c("black"))
j <- 0
terminate <- FALSE
while (!terminate) {
# Draw a direction.
v <- sample(c(-1, 1), 1)
if (v == -1) {
tree <- build_tree(theta_minus, phi_minus, u, v, j, epsilon,
log_p, grad_log_p, M_inv, trajectory)
theta_minus <- tree$theta_minus
phi_minus <- tree$phi_minus
} else {
tree <- build_tree(theta_plus, phi_plus, u, v, j, epsilon,
log_p, grad_log_p, M_inv, trajectory)
theta_plus <- tree$theta_plus
phi_plus <- tree$phi_plus
}
trajectory$thetas <- tree$trajectory$thetas
trajectory$colors <- tree$trajectory$colors
# If a stopping condition was met, the newly generated subtrajectory
# cannot be used in the sampling and is thus colored red.
if (tree$terminate) {
for (k in 1:2^j) {
if (v == 1) {
trajectory$colors[length(trajectory$colors)+1-k] <- "red"
} else {
trajectory$colors[k] <- "red"
}
}
}
# Check the stopping conditions.
condition1 <- sum((theta_plus - theta_minus) * phi_minus) < 0
condition2 <- sum((theta_plus - theta_minus) * phi_plus) < 0
terminate <- tree$terminate || condition1 || condition2
j <- j + 1
}
# Step 4. Draw the next sample uniformly amongst the starting point and
# the yellow-colored points. The chosen point is colored green.
valid_indices <- 1:length(trajectory$colors)
valid_indices <- valid_indices[(trajectory$colors == "yellow") |
(trajectory$colors == "black")]
draw_id <- sample(valid_indices, 1)
trajectory$colors[draw_id] <- "green"
chain$draws[i+1,] <- trajectory$thetas[draw_id,]
if (store_paths) {
chain$trajectories[[length(chain$trajectories)+1]] <- trajectory
}
}
if (store_paths) {
return(chain)
} else {
return(chain$draws)
}
}
Let’s then visualize the NUTS algorithm. As the target distribution
we use a bivariate normal distribution \(p(\theta | y) = N(\theta | 0, \Sigma)\),
where
\[
\Sigma =
\begin{bmatrix}
1 & 0.8 \\
0.8 & 1
\end{bmatrix}
\]
Since \(p(\theta | y) \propto
\exp(-\frac{1}{2} \theta^T \Sigma^{-1} \theta)\), the log-density
is given, up to an additive constant, by \(\log p(\theta | y) = -\frac{1}{2} \theta^T
\Sigma^{-1} \theta\), and the gradient of the log-density is
given by \(\frac{d \log p(\theta |
y)}{d\theta} = -\Sigma^{-1} \theta\).
Sigma <- matrix(c(1, 0.8, 0.8, 1), nrow=2)
Sigma_inv <- solve(Sigma)
log_p <- function(theta) {
-0.5 * sum(theta * (Sigma_inv %*% theta))
}
grad_log_p <- function(theta) {
-Sigma_inv %*% theta
}
Let \(\theta^0 = (-2.5, 2.5)\) be
the starting point. Simulate 2000 draws.
# Draw samples from the target distribution to visualize its 90%
# HPD region with ggplot's stat_ellipse function.
target_draws <- data.frame(mvrnorm(100000, c(0, 0), Sigma))
theta_0 <- c(-2.5, 2.5)
n_iter <- 2000
nuts_chain <- NUTS(theta_0, log_p, grad_log_p, n_iter)
The following example shows how to plot a single trajectory
# Try to find a trajectory with at least 32 points.
t <- nuts_chain$trajectories[[100]]
for (i in 1:length(nuts_chain$trajectories)) {
if (length(nuts_chain$trajectories[[i]]$colors) >= 32) {
t <- nuts_chain$trajectories[[i]]
break
}
}
df <- data.frame(theta1 = t$thetas[,1],
theta2 = t$thetas[,2],
color = t$colors,
theta1_end = c(t$thetas[1,1], t$theta[-nrow(t$thetas), 1]),
theta2_end = c(t$thetas[1,2], t$theta[-nrow(t$thetas), 2]))
ggplot() +
stat_ellipse(data = target_draws, aes(x = X1, y = X2, color = "HPD"), level = 0.9) +
geom_segment(data = df, aes(x = theta1, xend = theta1_end, color = "gray",
y = theta2, yend = theta2_end), alpha = 0.5) +
geom_point(data = df, aes(theta1, theta2, color = color), size = 2) +
coord_cartesian(xlim = c(-4, 4), ylim = c(-4, 4)) +
labs(x = TeX("$\\theta_1$"), y = TeX("$\\theta_2$")) +
scale_color_manual(values = c("black" = "black",
"red" = "red",
"yellow" = "yellow3",
"green" = "green4",
"HPD" = "blue"),
labels = c("black" = "Starting point",
"red" = "Outside of the slice",
"yellow" = "Within the slice",
"green" = "Draw from the slice",
"HPD" = "90% HPD")) +
guides(color = guide_legend(override.aes = list(shape = c(16, 16, 16, 16, NA),
linetype = c(0,0,0,0,1)))) +
theme(legend.position = "bottom", legend.title = element_blank())
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)
The following example displays how to animate the trajectories. Let’s
consider the first 50 draws.
nframes <- 50 # Set this to the number of iterations you wish to visualize.
df_trajectories <- data.frame()
df_draws <- data.frame()
for (i in 1:nframes) {
t <- nuts_chain$trajectories[[i]]
df_trajectories <- rbind(df_trajectories,
list(rep(i, nrow(t$thetas)),
t$thetas[,1],
t$thetas[,2],
t$colors,
c(t$thetas[1,1], t$theta[-nrow(t$thetas), 1]),
c(t$thetas[1,2], t$theta[-nrow(t$thetas), 2])))
df_draws <- rbind(df_draws, list(rep(i, i),
nuts_chain$draws[1:i, 1],
nuts_chain$draws[1:i, 2]))
}
names(df_trajectories) <- c("iter", "theta1", "theta2",
"color", "theta1_end", "theta2_end")
names(df_draws) <- c("iter", "theta1", "theta2")
p <- ggplot() +
stat_ellipse(data = target_draws, aes(x = X1, y = X2, color = "HPD"), level = 0.9) +
geom_point(data = df_draws, aes(x = theta1, y = theta2, color = "black"),
size = 1, alpha = 0.5) +
geom_segment(data = df_trajectories, aes(x = theta1, xend = theta1_end,
y = theta2, yend = theta2_end,
color = "gray"), alpha = 0.5) +
geom_point(data = df_trajectories, aes(theta1, theta2, color = color), size = 2) +
coord_cartesian(xlim = c(-4, 4), ylim = c(-4, 4)) +
labs(x = TeX("$\\theta_1$"), y = TeX("$\\theta_2$")) +
scale_color_manual(values = c("black" = "black",
"red" = "red",
"yellow" = "yellow3",
"green" = "green4",
"HPD" = "blue"),
labels = c("black" = "Starting point",
"red" = "Outside of the slice",
"yellow" = "Within the slice",
"green" = "Draw from the slice",
"HPD" = "90% HPD")) +
guides(color = guide_legend(override.aes = list(shape = c(16, 16, 16, 16, NA),
linetype = c(0,0,0,0,1)))) +
theme(legend.position = "bottom", legend.title = element_blank())
# Make sure that nframes is equal to the number of iterations that you wish to visualize.
anim <- animate(p + transition_time(iter), nframes = nframes, fps = 1)
Show the animation
anim
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)
Plot all the draws after removing a warmup of 50 draws.
warmup <- 50
df <- data.frame(theta1 = nuts_chain$draws[(warmup+1):nrow(nuts_chain$draws), 1],
theta2 = nuts_chain$draws[(warmup+1):nrow(nuts_chain$draws), 2])
ggplot() +
geom_point(data = df, aes(theta1, theta2, color = "1"), alpha = 0.3) +
stat_ellipse(data = target_draws, aes(x = X1, y = X2, color = "2"), level = 0.9) +
coord_cartesian(xlim = c(-4, 4), ylim = c(-4, 4)) +
labs(x = TeX("$\\theta_1$"), y = TeX("$\\theta_2$")) +
scale_color_manual(values = c("steelblue", "blue"),
labels = c("Draws", "90% HPD")) +
guides(color = guide_legend(override.aes = list(
shape = c(16, NA), linetype = c(0, 1), alpha = c(1, 1)))) +
theme(legend.position = "bottom", legend.title = element_blank())
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)
Convergence diagnostics
Pure random-walk MCMC algorithms, such as Gibbs and Metropolis, tend
to struggle in the presence of high correlations between the parameters.
Let us demonstrate how NUTS is able to alleviate this. Consider again a
normal target distribution but with the covariance matrix
\[
\Sigma =
\begin{bmatrix}
1 & 0.99 \\
0.99 & 1
\end{bmatrix}
\]
Sigma <- matrix(c(1, 0.99, 0.99, 1), nrow=2)
Sigma_inv <- solve(Sigma)
log_p <- function(theta) {
-0.5 * sum(theta * (Sigma_inv %*% theta))
}
grad_log_p <- function(theta) {
-Sigma_inv %*% theta
}
Simulate a total of 4 chains, each consisting of 2000 draws. The
starting points are \(\{ (-2.5, 2.5), (2.5,
2.5), (2.5, -2.5), (-2.5, -2.5) \}\).
# For HPD visualization.
target_draws <- data.frame(mvrnorm(100000, c(0, 0), Sigma))
n_iter <- 2000
nuts_chain1 <- NUTS(c(-2.5, 2.5), log_p, grad_log_p, n_iter, store_paths=FALSE)
nuts_chain2 <- NUTS(c( 2.5, 2.5), log_p, grad_log_p, n_iter, store_paths=FALSE)
nuts_chain3 <- NUTS(c( 2.5, -2.5), log_p, grad_log_p, n_iter, store_paths=FALSE)
nuts_chain4 <- NUTS(c(-2.5, -2.5), log_p, grad_log_p, n_iter, store_paths=FALSE)
Plot the draws of the first chain with a warmup of 50 draws.
warmup <- 50
df <- data.frame(theta1 = nuts_chain1[(warmup+1):nrow(nuts_chain1), 1],
theta2 = nuts_chain1[(warmup+1):nrow(nuts_chain1), 2])
ggplot() +
geom_point(data = df, aes(theta1, theta2, color = "1"), alpha = 0.3) +
stat_ellipse(data = target_draws, aes(x = X1, y = X2, color = "2"), level = 0.9) +
coord_cartesian(xlim = c(-4, 4), ylim = c(-4, 4)) +
labs(x = TeX("$\\theta_1$"), y = TeX("$\\theta_2$")) +
scale_color_manual(values = c("steelblue", "blue"),
labels = c("Draws", "90% HPD")) +
guides(color = guide_legend(override.aes = list(
shape = c(16, NA), linetype = c(0, 1), alpha = c(1, 1)))) +
theme(legend.position = "bottom", legend.title = element_blank())
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)
We see that NUTS is able to explore the relevant probability
mass.
Let’s then look at some of the MCMC-specific convergence metrics by
using the \(\texttt{summarise_draws}\)
function from \(\texttt{posterior}\).
draws <- array(data = c(nuts_chain1, nuts_chain2, nuts_chain3, nuts_chain4),
dim = c(n_iter+1, 2, 4),
dimnames = list(NULL, c("theta1", "theta2"), NULL))
draws <- aperm(draws, c(1, 3, 2))
summarise_draws(draws, "mean", "sd", ~quantile(.x, probs = c(0.05, 0.95)), default_convergence_measures())
## # A tibble: 2 × 8
## variable mean sd `5%` `95%` rhat ess_bulk ess_tail
## <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 theta1 0.0139 1.03 -1.75 1.67 1.00 610. 761.
## 2 theta2 0.0179 1.03 -1.75 1.66 1.00 605. 753.
Based on the \(\widehat{R}\)-values,
it seems that the chains have converged.
Plot a line plot of the first chain using a warmup of 50 draws.
warmup <- 50
df_chain <- data.frame(iter = 1:(nrow(nuts_chain1)-warmup),
theta1 = nuts_chain1[-(1:warmup), 1],
theta2 = nuts_chain1[-(1:warmup), 2]) %>%
pivot_longer(cols = !iter, names_to = "grp", values_to = "value")
ggplot() +
geom_line(data = df_chain, aes(iter, value, color = grp)) +
labs(title = "Trends") +
scale_color_discrete(labels = c("theta1", "theta2")) +
theme(legend.position = 'bottom', legend.title = element_blank())
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)
Finally, visualize the autocorrelation function of the first
chain.
warmup <- 50
nlags <- 50
df_chain <- data.frame(theta1 = nuts_chain1[-(1:warmup), 1],
theta2 = nuts_chain2[-(1:warmup), 2])
df_acf <- sapply(df_chain, function(x) acf(x, lag.max = nlags, plot = F)$acf) %>%
data.frame(iter = 0:(nlags)) %>%
pivot_longer(cols = !iter, names_to = "grp", values_to = "value")
ggplot() +
geom_line(data = df_acf, aes(iter, value, color = grp)) +
geom_hline(aes(yintercept = 0)) +
labs(title = "Autocorrelation function", x = "Iteration") +
scale_color_discrete(labels = c('theta1', 'theta2')) +
theme(legend.position = 'bottom', legend.title = element_blank())
![](data:image/png;base64,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)
The draws don’t seem to be independent. As we saw in the
visualization of NUTS, picking the next draw uniformly at random may
take us very close to the starting point of the trajectory, which can
partly explain the correlation between the draws. A better drawing
scheme would be to add a larger weight to points far away from the
starting point.
---
title: "Bayesian data analysis demo 12.1"
author: "Joonas Laaksonen, Aki Vehtari"
date: "`r format(Sys.Date())`"
output:
  html_document:
    theme: readable
    code_download: true
bibliography: nuts.bib
nocite: |
  @BDA3
---

## The No-U-Turn Sampler (NUTS) / Dynamic Hamiltonian Monte Carlo

The Hamiltonian Monte Carlo, henceforth HMC, enables efficient exploration of complex and confined target distributions, but its performance is largely governed by the step size $\epsilon$ and number of steps $L$ used in simulating the Hamiltonian trajectories. Depending on how large $L$ is, too small a step size may unduly increase the computation time or lead to exploration of the target distribution that resembles pure random walk, which we want to avoid when using HMC. Too large a step size makes the error explode in simulating the Hamiltonian trajectory, which results in low acceptance rates and poor exploration. Assuming that we have found a stable value for $\epsilon$, finding a good value for $L$ is not easy in general. We would like $L$ to be large enough so that the trajectory travels long enough through the target distribution yielding almost uncorrelated draws. However, if $L$ is too large, then due to Hamiltonian dynamics, the trajectory starts to rotate towards the starting point and eventually makes a full cycle resulting in wasted computation time, and even worse, the trajectory can stop near the starting point. Too few steps can also dilute the exploration to random walk.

In the static version of HMC the user needs to hand-tune the parameters either by visualizing the trajectories, performing several preliminary runs, assessing the convergence of the chains or, more preferably, a combination of these. For many distributions, however, optimal parameter values in one region may be suboptimal in some other region. For example, if the target distribution is constrained in some directions, consider e.g. heavily correlated random variables, then we would like to use long trajectories in the less constrained directions. Also, when the number of parameters grows, visualizing and interpreting the trajectories becomes more and more difficult. Fortunately, setting the parameters via trial and error can be avoided for both $\epsilon$ and $L$, and they can be adapted dynamically instead. In this demo, however, we are only considering the dynamic adaptation of the number of steps $L$.

We would like to find an algebraic representation for the criterion of having simulated the trajectory long enough. The trajectory is considered to be "long enough" when the distance between the starting point and the proposal is maximized. Let $\theta$ be the starting point of the simulation. Now a natural option would be to simulate deterministically as in the static HMC (BDA3 p. 300) until we are at a position-momentum pair $(\tilde{\theta}, \tilde{\phi})$ for which it holds that

$$
(\tilde{\theta} - \theta)^T \tilde{\phi} < 0
$$

That is, we should stop the simulation when the angle between the current momentum $\tilde{\phi}$ and the vector from the starting point $\theta$ to the current point $\tilde{\theta}$ is less than 90 degrees. This criterion corresponds to stopping when the trajectory starts to rotate towards the starting point and the distance between $\theta$ and $\tilde{\theta}$ starts to decrease. Unfortunately, the above scheme does not guarantee reversibility of the Markov chain, and thus it is not guaranteed to converge to the desired target distribution. The reversibility can be remediated by making the simulation process random by allowing steps both forward and backward in time. This is incorporated in the NUTS algorithm [@hoffman] which we will present next. Further variants of dynamic HMC are described by @betancourt. The specific algorithm and implementation details of dynamic HMC in Stan slightly differ from the ones described by @hoffman and @betancourt, and unfortunately there is no detailed description of the differences available except in the C++ code. The algorithm presented here follows the original NUTS algorithm by @hoffman.

Assume that $p(\theta | y)$ is the target distribution and $\theta^{t}$ is the current draw. Let $\epsilon > 0$ be the step size for the leapfrog steps. The NUTS algorithm for drawing $\theta^{t+1}$ consists of the following steps.

1.  Sample a momentum vector $\phi \sim N(0, M)$, where $M$ is a symmetric positive-definite mass matrix. This step is identical to the first step in static HMC.

2.  Sample a slice variable $u | \theta^t, \phi \sim \text{Uniform}([0, e^{-H(\theta^t, \phi)}])$, where $H(\theta, \phi) = -\log(p(\theta | y)) + \frac{1}{2} \phi^T M^{-1} \phi$ is the Hamiltonian function that specifies the "total energy" at the position-momentum pair $(\theta, \phi)$.

3.  Generate a set $C$ of proposal points as follows. Set $C = \{ \theta^t \}$. Starting the Hamiltonian simulation from $(\theta^t, \phi)$, for $j=0,1,2,...$,

    -   Sample $v_j \sim \text{Uniform}(\{ -1, 1 \})$ and perform $2^j$ leapfrog steps with the step size $v_j \epsilon$, always appending to the trajectory from the previous iteration.

    -   The newly generated $2^j$ points are equivalent to the leaf nodes of a perfect, ordered binary tree with depth $j$, see Figure 1 below. Now consider each of the $2^j-1$ subtrees that have depth greater than $0$, and for a given subtree denote the points associated with the leftmost and rightmost leaves by $(\theta^-, \phi^-)$ and $(\theta^+, \phi^+)$, respectively. If for some subtree it holds that

        $$
        (\theta^+ - \theta^-)^T \phi^- < 0
        \quad \text{or} \quad
        (\theta^+ - \theta^-)^T \phi^+ < 0,
        $$

        then terminate the simulation loop. If for some point $(\theta, \phi)$ from the new $2^j$ points it holds that

        $$
        H(\theta, \phi) + \log u > \Delta_{\text{max}}
        $$

        for some nonnegative $\Delta_{\text{max}}$, then also terminate the simulation loop. We will use the value $\Delta_{\text{max}} = 1000$.

    -   If the former stopping criterion above holds for the leftmost and rightmost points of the full simulated trajectory, then for all $(\theta, \phi)$ of the newly simulated $2^j$ points, add $\theta$ to $C$ if $e^{-H(\theta, \phi)} \geq u$. Finally, terminate the simulation loop.

    -   If no stopping criterion was met, then for all $(\theta, \phi)$ of the new points, add $\theta$ to $C$ if $e^{-H(\theta, \phi)} \geq u$, and move on to the next iteration.

4.  Sample a value for $\theta^{t+1}$ uniformly from $C$.

```{tikz, fig.cap="Figure 1: The new points resulting from the $2^j$ (here $j=2$) leapfrog steps are equivalent to the leaf nodes of a perfect, ordered binary tree with depth $j$. The stopping conditions are checked for all the leaves and all the $2^j-1$ subtrees with depth greater than $0$. Note that the interior nodes are not important.", fig.align="center", out.width="400px", fig.ext = 'svg', echo=FALSE}
% requires tinytex, magick, and pdftools packages
\begin{tikzpicture}[
  int/.style={circle, fill=gray, minimum size=10pt},
  leaf/.style={circle, fill=blue, minimum size=10pt},
  level 1/.style={sibling distance=75pt},
  level 2/.style={sibling distance=38pt}
]
\node[int] {}
  child{node[int] {}
    child{node[leaf] {}}
    child{node[leaf] {}}
  }
  child{node[int] {}
    child{node[leaf] {}}
    child{node[leaf] {}}
  };
\end{tikzpicture}
```

In summary, after each iteration the number of leapfrog steps is doubled, and the simulation is stopped whenever any subtrajectory equivalent to a binary subtree satisfies one of the above stopping criteria. The slice variable $u$ is chosen so that $\theta^{t+1}$ can be drawn uniformly from $C$. Note that if we were able to simulate the Hamiltonian trajectory exactly, $H(\theta, \phi)$ would remain constant over the whole trajectory, and $e^{-H(\theta, \phi)} \geq u$ would hold for all points on the trajectory. Thus, the condition $e^{-H(\theta, \phi)} \geq u$ can be interpreted as discarding all points for which the simulation error is too large. The stopping condition $H(\theta, \phi) + \log u > \Delta_{\text{max}}$ in step 3 is also related to terminating the simulation if the simulation error becomes too large. Note that the number of leapfrog steps increases exponentially, but as long as $\epsilon$ is small enough and the target distribution $p(\theta | y)$ is sufficiently well-behaved, the simulation error shouldn't increase in the number of leapfrog steps, which makes the above dynamic scheme attractive. As usual with HMC, the leapfrog steps require the gradient of the log-density, i.e. $\frac{d \log p(\theta | y)}{d\theta}$.

## Implementation and visualization of NUTS

```{r, message=FALSE, error=FALSE, warning=FALSE}
library(latex2exp)
library(ggplot2)
theme_set(theme_minimal())
library(tidyr)
library(MASS)
library(gganimate)
library(posterior)
```

Next we will implement the NUTS algorithm and visualize how the trajectories look like. The following subroutines will be useful in the implementation.

```{r}
# Perform a single leapfrog step.
leapfrog <- function(theta, phi, epsilon, grad_log_p, M_inv) {
  phi_tilde <- phi + 0.5 * epsilon * grad_log_p(theta)
  theta_tilde <- theta + epsilon * M_inv %*% phi_tilde
  phi_tilde <- phi_tilde + 0.5 * epsilon * grad_log_p(theta_tilde)
  list(theta=c(theta_tilde), phi=c(phi_tilde))
}

# Evaluate the Hamiltonian.
hamiltonian <- function(theta, phi, log_p, M_inv) {
  -log_p(theta) + 0.5 * sum(phi * (M_inv %*% phi))
}
```

The step 3 of the NUTS algorithm above is the trickiest to implement. In practice, instead of considering all the subtrees only after simulating the $2^j$ leapfrog steps, it's easier to perform the steps and construct the trees recursively at the same time.

```{r}
# Perform the leapfrog steps and construct the subtrees recursively.
build_tree <- function(theta, phi, u, v, j, epsilon, log_p, grad_log_p, M_inv, trajectory) {
  if (j == 0) {
    # Base case. Take just one leapfrog step.
    step <- leapfrog(theta, phi, v*epsilon, grad_log_p, M_inv)
    theta <- step$theta
    phi <- step$phi
    
    # Color the new theta red if it's certainly not a valid proposal, and
    # color it yellow otherwise.
    if (u <= exp(-hamiltonian(theta, phi, log_p, M_inv))) {
      color <- "yellow"
    } else {
      color <- "red"
    }
    
    # Update the trajectory.
    if (v == -1) {
      trajectory$thetas <- rbind(theta, trajectory$thetas)
      trajectory$colors <- c(color, trajectory$colors)
    } else {
      trajectory$thetas <- rbind(trajectory$thetas, theta)
      trajectory$colors <- c(trajectory$colors, color)
    }
    
    # Check the second stopping condition in step 3. We use Delta_max=1000.
    terminate <- hamiltonian(theta, phi, log_p, M_inv) + log(u) > 1000
    
    return(list(theta_minus=theta, phi_minus=phi, theta_plus=theta, phi_plus=phi,
                trajectory=trajectory, terminate=terminate))
  } else {
    # Build the left and right subtrees recursively.
    tree1 <- build_tree(theta, phi, u, v, j-1, epsilon, 
                        log_p, grad_log_p, M_inv, trajectory)
    theta_minus <- tree1$theta_minus
    phi_minus <- tree1$phi_minus
    theta_plus <- tree1$theta_plus
    phi_plus <- tree1$phi_plus
    if (v == -1) {
      tree2 <- build_tree(theta_minus, phi_minus, u, v, j-1, epsilon,
                          log_p, grad_log_p, M_inv, tree1$trajectory)
      theta_minus <- tree2$theta_minus
      phi_minus <- tree2$phi_minus
    } else {
      tree2 <- build_tree(theta_plus, phi_plus, u, v, j-1, epsilon,
                          log_p, grad_log_p, M_inv, tree1$trajectory)
      theta_plus <- tree2$theta_plus
      phi_plus <- tree2$phi_plus
    }
    
    # Check the U-turn stopping condition and also take into account
    # the stopping flags from building the subtrees.
    condition1 <- sum((theta_plus - theta_minus) * phi_minus) < 0
    condition2 <- sum((theta_plus - theta_minus) * phi_plus) < 0
    terminate <- condition1 || condition2 || tree1$terminate || tree2$terminate
    
    return(list(theta_minus=theta_minus, phi_minus=phi_minus, 
                theta_plus=theta_plus, phi_plus=phi_plus,
                trajectory=tree2$trajectory, terminate=terminate))
  }
}
```

We are now ready to implement the sampling function.

```{r}
# Draw the given number of samples from the target distribution using NUTS.
#
# Parameters:
#   - theta         Starting point of the chain.
#   - log_p         Log target distribution function.
#   - grad_log_p    Gradient of the log target distribution function.
#   - n_iter        Number of draws.
#   - M             Symmetric positive definite mass matrix. Default: identity matrix.
#   - epsilon       Step size for the leapfrog steps. Default: 0.1
#   - store_paths   Whether to store and return the individual trajectories
#                   for visualization purposes. Default: TRUE
#
# If store_paths=TRUE, returns a list consisting of the n_iter draws and their
# corresponding trajectories.
# If store_paths=FALSE, returns just the draws.
NUTS <- function(theta, log_p, grad_log_p, n_iter, M=NULL, epsilon=0.1, store_paths=TRUE) {
  if (is.null(M)) {
    M <- diag(length(theta))
  }
  M_inv <- solve(M)
  
  chain <- list(draws=matrix(nrow=n_iter+1, ncol=length(theta)), 
                trajectories=list())
  chain$draws[1,] <- theta
  
  for (i in 1:n_iter) {
    # Step 1. Draw a momentum vector from N(0, M).
    phi <- mvrnorm(n=1, rep(0, length(theta)), M)
  
    # Step 2. Draw a slice variable u.
    u <- runif(1, 0, exp(-hamiltonian(chain$draws[i,], phi, log_p, M_inv)))
    
    # Step 3. Perform the leapfrog steps. Color the starting point black.
    theta_minus <- chain$draws[i,]
    phi_minus <- phi
    theta_plus <- chain$draws[i,]
    phi_plus <- phi
    trajectory <- list(thetas=matrix(theta_minus, nrow=1), colors=c("black"))
    j <- 0
    terminate <- FALSE
    while (!terminate) {
      # Draw a direction.
      v <- sample(c(-1, 1), 1)
      if (v == -1) {
        tree <- build_tree(theta_minus, phi_minus, u, v, j, epsilon,
                           log_p, grad_log_p, M_inv, trajectory)
        theta_minus <- tree$theta_minus
        phi_minus <- tree$phi_minus
      } else {
        tree <- build_tree(theta_plus, phi_plus, u, v, j, epsilon,
                           log_p, grad_log_p, M_inv, trajectory)
        theta_plus <- tree$theta_plus
        phi_plus <- tree$phi_plus
      }
      trajectory$thetas <- tree$trajectory$thetas
      trajectory$colors <- tree$trajectory$colors
      
      # If a stopping condition was met, the newly generated subtrajectory
      # cannot be used in the sampling and is thus colored red.
      if (tree$terminate) {
        for (k in 1:2^j) {
          if (v == 1) {
            trajectory$colors[length(trajectory$colors)+1-k] <- "red"
          } else {
            trajectory$colors[k] <- "red"
          }
        }
      }
      
      # Check the stopping conditions.
      condition1 <- sum((theta_plus - theta_minus) * phi_minus) < 0
      condition2 <- sum((theta_plus - theta_minus) * phi_plus) < 0
      terminate <- tree$terminate || condition1 || condition2
      
      j <- j + 1
    }
    
    # Step 4. Draw the next sample uniformly amongst the starting point and
    # the yellow-colored points. The chosen point is colored green.
    valid_indices <- 1:length(trajectory$colors)
    valid_indices <- valid_indices[(trajectory$colors == "yellow") |
                                   (trajectory$colors == "black")]
    draw_id <- sample(valid_indices, 1)
    trajectory$colors[draw_id] <- "green"
    chain$draws[i+1,] <- trajectory$thetas[draw_id,]
    
    if (store_paths) {
      chain$trajectories[[length(chain$trajectories)+1]] <- trajectory
    }
  }
  
  if (store_paths) {
    return(chain)
  } else {
    return(chain$draws)
  }
}
```

Let's then visualize the NUTS algorithm. As the target distribution we use a bivariate normal distribution $p(\theta | y) = N(\theta | 0, \Sigma)$, where

$$
\Sigma = 
\begin{bmatrix}
1 & 0.8 \\
0.8 & 1
\end{bmatrix}
$$

Since $p(\theta | y) \propto \exp(-\frac{1}{2} \theta^T \Sigma^{-1} \theta)$, the log-density is given, up to an additive constant, by $\log p(\theta | y) = -\frac{1}{2} \theta^T \Sigma^{-1} \theta$, and the gradient of the log-density is given by $\frac{d \log p(\theta | y)}{d\theta} = -\Sigma^{-1} \theta$.

```{r}
Sigma <- matrix(c(1, 0.8, 0.8, 1), nrow=2)
Sigma_inv <- solve(Sigma)

log_p <- function(theta) {
  -0.5 * sum(theta * (Sigma_inv %*% theta))
}

grad_log_p <- function(theta) {
  -Sigma_inv %*% theta
}
```

Let $\theta^0 = (-2.5, 2.5)$ be the starting point. Simulate 2000 draws.

```{r}
# Draw samples from the target distribution to visualize its 90%
# HPD region with ggplot's stat_ellipse function.
target_draws <- data.frame(mvrnorm(100000, c(0, 0), Sigma))

theta_0 <- c(-2.5, 2.5)
n_iter <- 2000
nuts_chain <- NUTS(theta_0, log_p, grad_log_p, n_iter)
```

The following example shows how to plot a single trajectory

```{r, fig.align="center"}
# Try to find a trajectory with at least 32 points.
t <- nuts_chain$trajectories[[100]]
for (i in 1:length(nuts_chain$trajectories)) {
  if (length(nuts_chain$trajectories[[i]]$colors) >= 32) {
    t <- nuts_chain$trajectories[[i]]
    break
  }
}
df <- data.frame(theta1     = t$thetas[,1],
                 theta2     = t$thetas[,2],
                 color      = t$colors,
                 theta1_end = c(t$thetas[1,1], t$theta[-nrow(t$thetas), 1]),
                 theta2_end = c(t$thetas[1,2], t$theta[-nrow(t$thetas), 2]))
ggplot() +
  stat_ellipse(data = target_draws, aes(x = X1, y = X2, color = "HPD"), level = 0.9) +
  geom_segment(data = df, aes(x = theta1, xend = theta1_end, color = "gray",
                              y = theta2, yend = theta2_end), alpha = 0.5) +
  geom_point(data = df, aes(theta1, theta2, color = color), size = 2) + 
  coord_cartesian(xlim = c(-4, 4), ylim = c(-4, 4)) + 
  labs(x = TeX("$\\theta_1$"), y = TeX("$\\theta_2$")) +
  scale_color_manual(values = c("black" = "black", 
                                "red" = "red", 
                                "yellow" = "yellow3", 
                                "green" = "green4", 
                                "HPD" = "blue"),
                     labels = c("black" = "Starting point",
                                "red" = "Outside of the slice",
                                "yellow" = "Within the slice",
                                "green" = "Draw from the slice",
                                "HPD" = "90% HPD")) +
  guides(color = guide_legend(override.aes = list(shape = c(16, 16, 16, 16, NA),
                                                  linetype = c(0,0,0,0,1)))) +
  theme(legend.position = "bottom", legend.title = element_blank())
```

The following example displays how to animate the trajectories. Let's consider the first 50 draws.

```{r, fig.align="center", message=FALSE}
nframes <- 50 # Set this to the number of iterations you wish to visualize.
df_trajectories <- data.frame()
df_draws <- data.frame()
for (i in 1:nframes) {
  t <- nuts_chain$trajectories[[i]]
  df_trajectories <- rbind(df_trajectories, 
                           list(rep(i, nrow(t$thetas)),
                                t$thetas[,1],
                                t$thetas[,2],
                                t$colors,
                                c(t$thetas[1,1], t$theta[-nrow(t$thetas), 1]),
                                c(t$thetas[1,2], t$theta[-nrow(t$thetas), 2])))
  df_draws <- rbind(df_draws, list(rep(i, i),
                                   nuts_chain$draws[1:i, 1],
                                   nuts_chain$draws[1:i, 2]))
}
names(df_trajectories) <- c("iter", "theta1", "theta2", 
                            "color", "theta1_end", "theta2_end")
names(df_draws) <- c("iter", "theta1", "theta2")

p <- ggplot() +
  stat_ellipse(data = target_draws, aes(x = X1, y = X2, color = "HPD"), level = 0.9) +
  geom_point(data = df_draws, aes(x = theta1, y = theta2, color = "black"),
             size = 1, alpha = 0.5) +
  geom_segment(data = df_trajectories, aes(x = theta1, xend = theta1_end,
                                           y = theta2, yend = theta2_end,
                                           color = "gray"), alpha = 0.5) +
  geom_point(data = df_trajectories, aes(theta1, theta2, color = color), size = 2) +
  coord_cartesian(xlim = c(-4, 4), ylim = c(-4, 4)) +
  labs(x = TeX("$\\theta_1$"), y = TeX("$\\theta_2$")) +
  scale_color_manual(values = c("black" = "black", 
                                "red" = "red", 
                                "yellow" = "yellow3", 
                                "green" = "green4", 
                                "HPD" = "blue"),
                     labels = c("black" = "Starting point",
                                "red" = "Outside of the slice",
                                "yellow" = "Within the slice",
                                "green" = "Draw from the slice",
                                "HPD" = "90% HPD")) +
  guides(color = guide_legend(override.aes = list(shape = c(16, 16, 16, 16, NA),
                                                  linetype = c(0,0,0,0,1)))) +
  theme(legend.position = "bottom", legend.title = element_blank()) 
  
# Make sure that nframes is equal to the number of iterations that you wish to visualize.
anim <- animate(p + transition_time(iter), nframes = nframes, fps = 1)
```

Show the animation
```{r}
anim
```


Plot all the draws after removing a warmup of 50 draws.

```{r, fig.align="center"}
warmup <- 50
df <- data.frame(theta1 = nuts_chain$draws[(warmup+1):nrow(nuts_chain$draws), 1],
                 theta2 = nuts_chain$draws[(warmup+1):nrow(nuts_chain$draws), 2])
ggplot() +
  geom_point(data = df, aes(theta1, theta2, color = "1"), alpha = 0.3) +
  stat_ellipse(data = target_draws, aes(x = X1, y = X2, color = "2"), level = 0.9) +
  coord_cartesian(xlim = c(-4, 4), ylim = c(-4, 4)) +
  labs(x = TeX("$\\theta_1$"), y = TeX("$\\theta_2$")) + 
  scale_color_manual(values = c("steelblue", "blue"), 
                     labels = c("Draws", "90% HPD")) +
  guides(color = guide_legend(override.aes = list(
    shape = c(16, NA), linetype = c(0, 1), alpha = c(1, 1)))) +
  theme(legend.position = "bottom", legend.title = element_blank())
```

## Convergence diagnostics

Pure random-walk MCMC algorithms, such as Gibbs and Metropolis, tend to struggle in the presence of high correlations between the parameters. Let us demonstrate how NUTS is able to alleviate this. Consider again a normal target distribution but with the covariance matrix

$$
\Sigma =
\begin{bmatrix}
1 & 0.99 \\
0.99 & 1
\end{bmatrix}
$$

```{r}
Sigma <- matrix(c(1, 0.99, 0.99, 1), nrow=2)
Sigma_inv <- solve(Sigma)

log_p <- function(theta) {
  -0.5 * sum(theta * (Sigma_inv %*% theta))
}

grad_log_p <- function(theta) {
  -Sigma_inv %*% theta
}
```

Simulate a total of 4 chains, each consisting of 2000 draws. The starting points are $\{ (-2.5, 2.5), (2.5, 2.5), (2.5, -2.5), (-2.5, -2.5) \}$.

```{r}
# For HPD visualization.
target_draws <- data.frame(mvrnorm(100000, c(0, 0), Sigma))

n_iter <- 2000
nuts_chain1 <- NUTS(c(-2.5,  2.5), log_p, grad_log_p, n_iter, store_paths=FALSE)
nuts_chain2 <- NUTS(c( 2.5,  2.5), log_p, grad_log_p, n_iter, store_paths=FALSE)
nuts_chain3 <- NUTS(c( 2.5, -2.5), log_p, grad_log_p, n_iter, store_paths=FALSE)
nuts_chain4 <- NUTS(c(-2.5, -2.5), log_p, grad_log_p, n_iter, store_paths=FALSE)
```

Plot the draws of the first chain with a warmup of 50 draws.

```{r, fig.align="center"}
warmup <- 50
df <- data.frame(theta1 = nuts_chain1[(warmup+1):nrow(nuts_chain1), 1],
                 theta2 = nuts_chain1[(warmup+1):nrow(nuts_chain1), 2])
ggplot() +
  geom_point(data = df, aes(theta1, theta2, color = "1"), alpha = 0.3) +
  stat_ellipse(data = target_draws, aes(x = X1, y = X2, color = "2"), level = 0.9) +
  coord_cartesian(xlim = c(-4, 4), ylim = c(-4, 4)) +
  labs(x = TeX("$\\theta_1$"), y = TeX("$\\theta_2$")) + 
  scale_color_manual(values = c("steelblue", "blue"), 
                     labels = c("Draws", "90% HPD")) +
  guides(color = guide_legend(override.aes = list(
    shape = c(16, NA), linetype = c(0, 1), alpha = c(1, 1)))) +
  theme(legend.position = "bottom", legend.title = element_blank())
```

We see that NUTS is able to explore the relevant probability mass.

Let's then look at some of the MCMC-specific convergence metrics by using the $\texttt{summarise_draws}$ function from $\texttt{posterior}$.

```{r}
draws <- array(data = c(nuts_chain1, nuts_chain2, nuts_chain3, nuts_chain4), 
               dim = c(n_iter+1, 2, 4),
               dimnames = list(NULL, c("theta1", "theta2"), NULL))
draws <- aperm(draws, c(1, 3, 2))
summarise_draws(draws, "mean", "sd", ~quantile(.x, probs = c(0.05, 0.95)), default_convergence_measures())
```

Based on the $\widehat{R}$-values, it seems that the chains have converged.

Plot a line plot of the first chain using a warmup of 50 draws.

```{r, fig.align="center"}
warmup <- 50
df_chain <- data.frame(iter   = 1:(nrow(nuts_chain1)-warmup),
                       theta1 = nuts_chain1[-(1:warmup), 1],
                       theta2 = nuts_chain1[-(1:warmup), 2]) %>% 
  pivot_longer(cols = !iter, names_to = "grp", values_to = "value")

ggplot() +
  geom_line(data = df_chain, aes(iter, value, color = grp)) +
  labs(title = "Trends") +
  scale_color_discrete(labels = c("theta1", "theta2")) +
  theme(legend.position = 'bottom', legend.title = element_blank())
```

Finally, visualize the autocorrelation function of the first chain.

```{r, fig.align="center"}
warmup <- 50
nlags <- 50
df_chain <- data.frame(theta1 = nuts_chain1[-(1:warmup), 1],
                       theta2 = nuts_chain2[-(1:warmup), 2])
df_acf <- sapply(df_chain, function(x) acf(x, lag.max = nlags, plot = F)$acf) %>%
  data.frame(iter = 0:(nlags)) %>%
  pivot_longer(cols = !iter, names_to = "grp", values_to = "value")

ggplot() +
  geom_line(data = df_acf, aes(iter, value, color = grp)) +
  geom_hline(aes(yintercept = 0)) +
  labs(title = "Autocorrelation function", x = "Iteration") +
  scale_color_discrete(labels = c('theta1', 'theta2')) +
  theme(legend.position = 'bottom', legend.title = element_blank())
```

The draws don't seem to be independent. As we saw in the visualization of NUTS, picking the next draw uniformly at random may take us very close to the starting point of the trajectory, which can partly explain the correlation between the draws. A better drawing scheme would be to add a larger weight to points far away from the starting point.

## References
