The Simplest Math Problem No One Can Solve - Collatz Conjecture

Veritasium
30 Jul 202122:09

TLDRThe Collatz Conjecture, also known as 3x+1, is a deceptively simple yet unsolved problem in mathematics. It involves applying two rules to any chosen number: multiply by three and add one if odd, or divide by two if even, and repeat. Despite its simplicity, this conjecture, which suggests all sequences will eventually reach a loop of four, two, one, remains unproven. Mathematicians have analyzed the problem using various methods, including geometric Brownian motion and Benford's law, but the mystery persists. The video explores the conjecture's complexity and the challenges faced in proving its validity, highlighting the unpredictable and peculiar nature of numbers.

Takeaways

  • 🧩 The Collatz Conjecture, also known as 3N+1, is an unsolved problem in mathematics where a sequence of numbers is generated by applying simple rules: multiply by three and add one for odd numbers, or divide by two for even numbers.
  • 🔍 The conjecture suggests that no matter which positive integer you start with, the sequence will always reach the loop of four, two, one, and then one.
  • 🤔 Despite its simplicity, the Collatz Conjecture has remained unproven, with Paul Erdos suggesting that mathematics may not yet be 'ripe' for solving such a question.
  • 📊 The paths that numbers take in the Collatz sequence can be highly unpredictable, with some numbers like 27 reaching extraordinarily high values before descending to one.
  • 📉 The sequences can be analyzed using various mathematical tools, such as geometric Brownian motion and Benford's law, but these do not provide a proof for the conjecture.
  • 📈 The conjecture's difficulty may lie in its potential to be undecidable, similar to the halting problem in computer science, where some computations may never stop.
  • 🔢 The conjecture has been tested for numbers up to 2^68, which is an immense number, but this brute force approach does not constitute a mathematical proof.
  • 📊 Mathematicians have shown that for 'almost all' numbers, there exists a point in the sequence that is smaller than the original number, but this does not cover all possible cases.
  • 🔭 The search for a counterexample is challenging due to the vastness of the number space, and any potential counterexample is unlikely to be found by random guessing.
  • 🌐 The Collatz Conjecture has inspired various visualizations, including directed graphs and organic-looking structures, reflecting the complexity hidden within simple rules.
  • 💡 The problem highlights the surprising complexity and irregularity within the realm of numbers, challenging our intuition about mathematical patterns and predictability.

Q & A

  • What is the Collatz Conjecture?

    -The Collatz Conjecture, also known as 3N+1, is a mathematical proposition that suggests that by repeatedly applying two simple rules—multiplying by three and adding one for odd numbers, and dividing by two for even numbers—any positive integer will eventually reach the cycle of four, two, and one, before ending at one.

  • Who is considered the originator of the Collatz Conjecture?

    -The Collatz Conjecture is named after German mathematician Lothar Collatz, who may have come up with it in the 1930s. However, the problem has various origin stories and is also known by other names such as the Ulam conjecture and Kakutani's problem.

  • What are hailstone numbers in the context of the Collatz Conjecture?

    -Hailstone numbers are the numbers generated by applying the rules of the Collatz Conjecture. They fluctuate in a pattern similar to hailstones in a thundercloud, eventually descending to one, which is why they are called 'hailstone numbers'.

  • What is the concept of 'stopping time' in relation to the Collatz Conjecture?

    -The 'stopping time' of a number in the context of the Collatz Conjecture is the number of steps it takes for that number to reach one after repeatedly applying the conjecture's rules.

  • What is the significance of Benford's Law in the analysis of the Collatz Conjecture?

    -Benford's Law is observed in the distribution of leading digits of hailstone numbers in the Collatz Conjecture. It shows that a higher proportion of numbers start with the digit one, and the frequency decreases for higher digits. This pattern is used to analyze the conjecture but does not prove it.

  • Why is the Collatz Conjecture considered difficult to prove?

    -The Collatz Conjecture is difficult to prove because it requires proving that every positive integer, no matter how large, will eventually reach the cycle of four, two, one. Despite extensive testing of numbers up to two to the 68, no counterexamples have been found, but a general proof remains elusive.

  • What is the 'geometric Brownian motion' mentioned in the script, and how is it related to the Collatz Conjecture?

    -Geometric Brownian motion is a mathematical model used to represent random movements similar to the stock market's fluctuations. In the context of the Collatz Conjecture, the paths of hailstone numbers resemble geometric Brownian motion, indicating a high degree of randomness in their progression.

  • What is the directed graph visualization used for in the analysis of the Collatz Conjecture?

    -A directed graph visualization in the analysis of the Collatz Conjecture shows how each number in a sequence connects to the next according to the conjecture's rules. This helps in visualizing the potential paths that numbers may take before reaching the cycle of four, two, one.

  • What does it mean when mathematicians say 'almost all numbers' in the context of the Collatz Conjecture?

    -'Almost all numbers' in a mathematical context refers to the technical definition where, as the numbers considered approach infinity, the fraction of numbers that satisfy a certain condition (like ending up smaller than the original seed in the Collatz Conjecture) approaches one.

  • What is the connection between the Collatz Conjecture and the halting problem?

    -The connection lies in the possibility that the Collatz Conjecture might be undecidable, similar to the halting problem, which questions whether a Turing machine will stop for a given input. John Conway's FRACTRAN, a generalization of 3x+1, is Turing-complete and subject to the halting problem, suggesting that the Collatz Conjecture might also be inherently undecidable.

  • How does the script suggest we should view the difficulty of solving the Collatz Conjecture?

    -The script suggests that the difficulty of solving the Collatz Conjecture highlights the complexity and peculiarity of numbers, and it challenges the notion that we should be able to solve all mathematical problems. It emphasizes the value of exploring and understanding mathematical concepts, even if a definitive solution remains out of reach.

Outlines

00:00

🔢 The Enigma of the Collatz Conjecture

The Collatz Conjecture is presented as an unsolved problem in mathematics, notorious for its simplicity and the inability of even the world's best mathematicians to prove it. The conjecture involves a simple iterative process: if a number is odd, multiply by three and add one; if even, divide by two. This process is applied repeatedly, and the conjecture posits that any positive integer will eventually enter the cycle of four, two, one, and then one. The video discusses the conjecture's various names, its unpredictable nature compared to the more predictable paths of hailstone numbers, and the challenges faced by mathematicians in attempting to prove or disprove it, including the randomness of the sequences and the comparison to geometric Brownian motion.

05:00

📊 Patterns in the 3x+1 Sequences

This paragraph delves into the analysis of the 3x+1 problem through different mathematical lenses. It discusses the long-term trend of the sequences, the examination of leading digits through Benford's Law, and the implications of this law in various fields such as detecting fraud and spotting election irregularities. The discussion also covers the geometric mean of the sequences, which suggests that the sequences are more likely to shrink than grow, and introduces the concept of a directed graph to visualize the paths of numbers in the 3x+1 problem. The potential falsification of the conjecture through the existence of an infinite sequence or a closed loop is also considered.

10:02

🔍 The Search for Counterexamples and Proofs

The paragraph focuses on the extensive efforts to prove or disprove the Collatz Conjecture through brute force testing of numbers up to two to the 68, which equates to nearly 300 quintillion numbers. It highlights the lack of discovery of any counterexamples and the mathematical reasoning that suggests any non-trivial loop must be extraordinarily long. The paragraph also discusses various mathematical approaches, including scatterplots and the use of functions that grow at a slower rate than the input, to prove that almost all numbers in a sequence will eventually become smaller than the original seed, bringing the discussion closer to a proof but not achieving one.

15:03

🤔 The Philosophical and Practical Implications

This section contemplates the philosophical implications of the Collatz Conjecture's resistance to proof, considering the possibility that the problem may be inherently undecidable or that a counterexample exists but is virtually impossible to find. It draws parallels between the conjecture and other mathematical problems, such as the Polya conjecture, and the halting problem associated with Turing machines. The discussion also touches on the peculiar nature of numbers, the珊瑚representation (coral representation), and the challenge of distinguishing between almost all and all numbers in the context of the conjecture.

20:04

🌐 The Beauty and Complexity of Mathematics

The final paragraph reflects on the beauty and complexity of mathematics, as exemplified by the Collatz Conjecture. It emphasizes the organic and intricate structures that arise from simple mathematical operations and the difficulty in determining whether all numbers connect to this structure or if there exists a unique sequence that diverges to infinity. The paragraph concludes with a nod to the educational platform Brilliant, which is designed to foster deep thinking and problem-solving in mathematics and other STEM fields, and an invitation for viewers to join a community of learners.

Mindmap

Keywords

💡Collatz Conjecture

The Collatz Conjecture, also known as the 3n+1 conjecture, is a mathematical proposition that suggests a pattern in the sequence generated by repeatedly applying two simple rules to a given number. If the number is even, it is divided by two, and if it is odd, it is multiplied by three and one is added. The conjecture posits that no matter what number you start with, the sequence will eventually reach one. In the video, this concept is central as it explores the various aspects and implications of the conjecture, including its history and the attempts to prove or disprove it.

💡Hailstone numbers

Hailstone numbers are the terms in the sequence generated by the Collatz Conjecture. The name 'hailstone' is used metaphorically to describe how the numbers 'fall' from higher values to lower ones, similar to hailstones falling to the ground. In the video, hailstone numbers are discussed to illustrate the unpredictable paths they take before eventually reaching one, emphasizing the complexity and randomness observed in their behavior.

💡Geometric Brownian motion

Geometric Brownian motion is a mathematical model used to represent the random fluctuations in certain types of data, such as stock market prices. In the context of the video, the paths of hailstone numbers are compared to geometric Brownian motion, indicating that the numbers' behavior is similar to random walks, with a downward trend over time.

💡Benford's law

Benford's law is a principle in statistics that predicts the frequency distribution of the first digits in many real-life sets of numerical data. The video discusses how the leading digits of hailstone numbers follow Benford's law, showing that the most common leading digit is one, and the frequency decreases for higher digits, which is a common pattern observed in various natural and human-made phenomena.

💡Terry Tao

Terry Tao is a renowned mathematician who has contributed significantly to the understanding of the Collatz Conjecture. The video mentions his work, which shows that almost all numbers in a Collatz sequence will eventually become smaller than the original seed, bringing the conjecture closer to being proven, although it does not constitute a complete proof.

💡Directed graph

A directed graph is a graphical representation where edges have a direction, indicating a relationship between the nodes they connect. In the video, the concept of a directed graph is used to visualize the paths of numbers in the Collatz sequence, showing how each number leads to the next in a potentially infinite sequence.

💡Turing machine

A Turing machine is a theoretical computational model that can simulate the logic of any computer algorithm. The video likens the process of the Collatz Conjecture to a simple program run on a Turing machine, where the seed number is the input, and the conjecture's validity is tied to whether the machine always halts after a finite number of steps.

💡Halting problem

The halting problem is a foundational concept in computer science and logic, which questions whether it is possible to determine whether a given program will finish running or continue indefinitely. The video suggests that the Collatz Conjecture might be undecidable due to its potential similarity to the halting problem, as there may be no way to prove or disprove that the sequence will always terminate.

💡Perfect squares

Perfect squares are integers that are the square of an integer, such as 1, 4, 9, 16, etc. The video uses the example of perfect squares to illustrate the concept of 'almost all' numbers not being part of a specific set, like perfect squares, even though the fraction of numbers that are not perfect squares approaches one as the numbers get larger.

💡FRACTRAN

FRACTRAN is a mathematical model created by John Conway, which is a generalization of the Collatz Conjecture and is Turing-complete. The video mentions FRACTRAN to highlight the potential undecidability of the Collatz Conjecture, as FRACTRAN's Turing-completeness implies it can simulate any computation, including those that may never halt.

💡Brilliant

Brilliant is an educational platform that offers interactive lessons and problem-solving exercises in various subjects, including mathematics. The video mentions Brilliant as a sponsor and as a resource for learning and exploring mathematical concepts, such as the Pythagorean theorem, in an engaging and interactive manner.

Highlights

The Collatz Conjecture, also known as 3N+1, is an unsolved problem in mathematics where sequences of numbers follow a specific set of rules and seemingly always end up in a loop of 4, 2, 1.

Paul Erdos warned that mathematics may not yet be ready to solve such a problem, indicating its complexity.

The process involves multiplying an odd number by three and adding one, or dividing an even number by two, and repeating these steps.

The conjecture suggests that every positive integer will eventually reach the loop of 4, 2, 1, but this has not been proven.

The conjecture is named after German mathematician Luther Collatz, who may have formulated it in the 1930s.

Numbers generated by the 3N+1 process are called hailstone numbers, reflecting their unpredictable and erratic patterns.

The paths of hailstone numbers can reach extraordinarily high values, such as 9,232 for the number 27, before descending to 1.

Despite the simplicity of the 3N+1 problem, it has remained unsolved, and some mathematicians believe it may be intentionally misleading.

Jeffrey Lagarias, an authority on the 3N+1 problem, advises against focusing on it due to its potential to hinder mathematical progress.

The randomness in the paths of hailstone numbers is likened to geometric Brownian motion, similar to stock market fluctuations.

Analyzing the leading digits of hailstone numbers reveals a pattern consistent with Benford's law, which is widespread in nature.

Benford's law, while applicable to the distribution of leading digits, does not provide evidence for or against the Collatz conjecture.

Statistical analysis suggests that 3N+1 sequences are more likely to shrink than grow, challenging the intuition that sequences should expand.

Directed graphs of 3N+1 sequences visually represent the connections between numbers, suggesting all paths lead to the 4, 2, 1 loop.

The possibility of the conjecture being false includes the existence of a number that leads to an infinite sequence or a closed loop.

Despite extensive testing of numbers up to 2^68, no counterexamples to the conjecture have been found, but this does not constitute proof.

Riho Terras and others have shown that almost all Collatz sequences reach a point below their initial value, bringing the problem closer to a solution.

Terry Tao's work has demonstrated that almost all numbers in a sequence will end up smaller than any arbitrary function of the original number.

The difficulty in proving the Collatz conjecture true raises the question of whether it might be false or if the problem is undecidable.

The inclusion of negative numbers in the 3N+1 process reveals additional loops, suggesting a complexity not present in the positive integers.

The search for a counterexample to the Collatz conjecture is likened to the halting problem in computational theory, which may be inherently unsolvable.

The video concludes by reflecting on the peculiar nature of numbers and the difficulty in predicting their behavior, even in simple mathematical operations.