How to resolve the algorithm Sleeping Beauty problem step by step in the Java programming language
How to resolve the algorithm Sleeping Beauty problem step by step in the Java programming language
Table of Contents
Problem Statement
In decision theory, The Sleeping Beauty Problem
is a problem invented by Arnold Zoboff and first publicized on Usenet. The experimental
subject, named Sleeping Beauty, agrees to an experiment as follows:
Sleeping Beauty volunteers to be put into a deep sleep on a Sunday. There is then a fair coin toss.
If this coin toss comes up heads, Sleeping Beauty wakes once (on Monday) and is asked to
estimate the probability that the coin toss was heads. Her estimate is recorded and she is
then put back to sleep for 2 days until Wednesday, at which time the experiment's results are tallied.
If instead the coin toss is tails, Sleeping Beauty wakes as before on Monday and asked to estimate the probability the coin toss was heads, but is then given a drug which makes her forget that she had been woken on Monday before being put back to sleep again. She then wakes only 1 day later, on Tuesday. She is then asked (on Tuesday) again to guess the probability that the coin toss was heads or tails. She is then put back to sleep and awakes as before 1 day later, on Wednesday.
Some decision makers have argued that since the coin toss was fair Sleeping Beauty should always estimate the probability of heads as 1/2, since she does not have any additional information. Others have disagreed, saying that if Sleeping Beauty knows the study design she also knows that she is twice as likely to wake up and be asked to estimate the coin flip on tails than on heads, so the estimate should be 1/3 heads. Given the above problem, create a Monte Carlo estimate of the actual results. The program should find the proportion of heads on waking and asking Sleeping Beauty for an estimate, as a credence or as a percentage of the times Sleeping Beauty is asked the question.
Let's start with the solution:
Step by Step solution about How to resolve the algorithm Sleeping Beauty problem step by step in the Java programming language
The provided Java code simulates the Sleeping Beauty problem, a thought experiment in Bayesian probability. In this problem, a princess is put to sleep for a hundred years and awakened by a prince at the end of that period. While she sleeps, the prince flips a fair coin and, depending on the outcome, either awakens her immediately or keeps her sleeping for another hundred years.
The code simulates this problem by flipping a coin a large number of times and counting the number of times the princess is awakened. It then uses this data to estimate the probability that the coin landed on heads, which is the probability that the princess should believe she was awakened in the first 100 years.
Here's a detailed breakdown of the code:
-
Importing necessary libraries:
- The code imports the
ThreadLocalRandom
class from thejava.util.concurrent
package, which provides a thread-safe source of random numbers.
- The code imports the
-
Defining the
SleepingBeauty
class:- The code defines a final class named
SleepingBeauty
that contains the main method for the program.
- The code defines a final class named
-
Main method:
- The
main
method is the entry point of the program.
- The
-
Constants:
- The
experiments
constant specifies the number of experiments to run (1 million in this case).
- The
-
Random number generator:
- An instance of
ThreadLocalRandom
is created to generate random numbers.
- An instance of
-
Creating the
Coin
enum:- The code defines an enum called
Coin
with two values:HEADS
andTAILS
.
- The code defines an enum called
-
Variables:
heads
: Counts the number of times the coin landed on heads.awakenings
: Counts the number of times the princess was awakened.
-
Simulation loop:
- The code simulates the experiment
experiments
times. - For each experiment, it flips a coin and, depending on the outcome, either increments the
heads
count or theawakenings
count.
- The code simulates the experiment
-
Output:
- After the simulation is complete, the code prints the number of awakenings and the estimated credence that the princess should have in the coin landing on heads.
- The credence is calculated as the ratio of heads to awakenings, rounded to three decimal places.
Overall, the code simulates the Sleeping Beauty problem and estimates the credence that the princess should have in the coin landing on heads based on the number of awakenings she experiences.
Source code in the java programming language
import java.util.concurrent.ThreadLocalRandom;
public final class SleepingBeauty {
public static void main(String[] aArgs) {
final int experiments = 1_000_000;
ThreadLocalRandom random = ThreadLocalRandom.current();
enum Coin { HEADS, TAILS }
int heads = 0;
int awakenings = 0;
for ( int i = 0; i < experiments; i++ ) {
Coin coin = Coin.values()[random.nextInt(0, 2)];
switch ( coin ) {
case HEADS -> { awakenings += 1; heads += 1; }
case TAILS -> awakenings += 2;
}
}
System.out.println("Awakenings over " + experiments + " experiments: " + awakenings);
String credence = String.format("%.3f", (double) heads / awakenings);
System.out.println("Sleeping Beauty should estimate a credence of: " + credence);
}
}
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