John D. Cook

If you’re going to run a test on rabbits, you have to decide how many rabbits you’ll use. This is your sample size. A lot of what statisticians do in practice is calculate sample sizes. A researcher comes to talk to a statistician. The statistician asks what effect size the researcher wants to detect. Do […]

Imagine seeing the following calculation: The correct result is and so the first calculation is off by 25 orders of magnitude. But there’s a variation on the calculation above that is correct! A theorem by Édouard Lucas from 1872 that says for p prime and for any nonnegative integers m and n, So while the […]

Suppose you’re given two points (x1, y1) and (x2, y2) with y1 and y2 positive. Find the smooth positive curve f(x) that passes through the two points such that the area of the surface formed by rotating the graph of f around the x-axis is minimized. You can state this as a problem in calculus […]

How do the frequencies of chemical element names in English text compare to the abundance of elements in Earth’s crust? Do we write most frequently about the elements that appear most frequently? It turns out the answer is “not really.” The rarest elements rarely appear in writing. We don’t have much to say about dysprosium, […]

Sam Walters posted an elegant theorem on his Twitter account this morning. The theorem follows the pattern of an equality for linear functions generalizing to an inequality for convex functions. We’ll give a little background, state the theorem, and show an example application. Let A be a real symmetric n×n matrix, or more generally a […]

Someone asked an interesting question on MathOverflow: given an odd number, can you always flip a bit in its binary representation to make it prime? It turns out the answer is no, but apparently it is very often the case an odd number is just a bit flip away from being prime. I find that […]

After finding the NASA publication I mentioned in my previous post, I poked around a while longer in the NASA Technical Reports Server and found a few curiosities. One was that at one time NASA was interested in shapes that similar to the superellipses and squircles I’ve written about before. A report [1] that I […]

NASA’s Orbital Flight Handbook, published in 1963, is a treasure trove of technical information, including a section comparing the strengths and weaknesses of several numerical methods for solving differential equations. The winner was a predictor-corrector scheme known as Gauss-Jackson, a method I have not heard of outside of orbital mechanics, but one apparently particularly well […]

How does a spacecraft orbiting a planet move from one circular orbit to another? It can’t just change lanes like a car going around a racetrack because speed and altitude cannot be changed independently. The most energy-efficient way to move between circular orbits is the Hohmann transfer orbit [1]. The Hohmann orbit is an idealization, […]

Polynomials form a vector space—the sum of two polynomials is a polynomial etc.—and the most natural basis for this vector space is powers of x: 1, x, x², x³, … But the power basis is not the only possible basis, and often not the most useful basis in application. Falling powers In some applications the […]

Many methods for numerically solving ordinary differential equations are either Runge-Kutta methods or linear multistep methods. These methods can either be explicit or implicit. The table below shows the four combinations of these categories and gives some examples of each. Runge-Kutta methods advance the solution of a differential equation one step at a time. That […]

Before I went to college, I’d heard that it took new math and science for Apollo to get to the moon. Then in college I picked up the idea that Apollo required a lot of engineering, but not really any new math or science. Now I’ve come full circle and have some appreciation for the […]

Gabriel’s horn is the surface created by rotating 1/x around the x-axis. It is often introduced in calculus classes as an example of a surface with finite volume and infinite surface area. If it were a paint can, it could not hold enough paint to paint itself! This post will do two things: explain why […]

Here’s a plot of exp(6it)/2 + exp(20it)/3: Notice that the plot has 7-fold symmetry. You might expect 6-fold symmetry from looking at the equation. Where did the 7 come from? I produced the plot using the code from this post, changing the line defining the function to plot to def f(t): return exp(6j*t)/2 + exp(20j*t)/3 […]

I realized recently that I’ve written about generalized Gibbs phenomenon, but I haven’t written about its original context of Fourier series. This post will rectify that. The image below comes from a previous post illustrating Gibbs phenomenon for a Chebyshev approximation to a step function. Although Gibbs phenomena comes up in many different kinds of […]

My first consulting project, right after I graduated college, was developing floating point algorithms for a microprocessor. It was fun work, coming up with ways to save a clock cycle or two, save a register, get an extra bit of precision. But nobody does that kind of work anymore. Or do they? There is still […]

In previous post I showed how to compute the square root of a complex number. I gave as an example that computed the square root of 5 + 12i to be 3 + 2i. (Of course complex numbers have two square roots, but for convenience I’ll speak of the output of the algorithm as the […]

Suppose you’re given a complex number z = x + iy and you want to find a complex number w = u + iv such that w² = z. If all goes well, you can compute w as follows: ℓ = √(x² + y²) u = √((ℓ + x)/2) v = sign(y) √((ℓ – x)/2). […]

“How would you go about drawing a random sample?” I thought that was kind of a silly question. I was in my first probability class in college, and the professor started the course with this. You just take a sample, right? As with many things in life, it gets more complicated when you get down […]

The Peter Principle is an idea that was developed by Lawrence Peter and expanded into a book coauthored with Raymond Hull in 1969. It says that people rise to their level of incompetence. According to the Peter Principle, competent people are repeatedly promoted until they get to a level where they’re not bad enough to […]

A probable prime is a number that passes a test that all primes pass and that most composite numbers fail. Specifically, a Fermat probable prime is a number that passes Fermat’s primality test. Fermat’s test is the most commonly used, so that’s nearly always what anyone means by probable prime unless they’re more specific. A […]

Here is a plot of the first 30 Chebyshev polynomials. Notice the interesting patterns in the white space. Forman Acton famously described Chebyshev polynomials as “cosine curves with a somewhat disturbed horizontal scale.” However, plotting cosines with frequencies 1 to 30 gives you pretty much a solid square. Something about the way Chebyshev polynomials disturb […]

Suppose you fill two n×n matrices with random integers. What is the probability that the determinants of the two matrices are relatively prime? By “random integers” we mean that the integers are chosen from a finite interval, and we take the limit as the size of the interval grows to encompass all integers. Let Δ(n) […]

If a function is smooth and has thin tails, it can be well approximated by sinc functions. These approximations are frequently used in applications, such as signal processing and numerical integration. This post will illustrate sinc approximation with the function exp(-x²). The sinc approximation for a function f(x) is given by where sinc(x) = sin(πx)/πx. […]

The most obvious way to compute the determinant of a 2×2 matrix can be numerically inaccurate. The biggest problem with computing ad – bc is that if ad and bc are approximately equal, the subtraction could lose a lot of precision. William Kahan developed an algorithm for addressing this problem. Fused multiply-add (FMA) Kahan’s algorithm […]

Given a curve of a fixed length, how do you maximize the area inside? This is known as the isoperimetric problem. The answer is to use a circle. The solution was known long before it was possible to prove; proving that the circle is optimal is surprisingly difficult. I won’t give a proof here, but […]

The curse of dimensionality refers to problems whose difficulty increases exponentially with dimension. For example, suppose you want to estimate the integral of a function of one variable by evaluating it at 10 points. If you take the analogous approach to integrating a function of two variables, you need a grid of 100 points. For […]

I’ve recently started reading One Giant Leap, a book about the Apollo missions. In a section on nuclear testing, the book describes what was believed to be a connection between weapon tests and tornadoes. In 1953 and 1954 there were all-time record outbreaks of tornadoes across the US, accompanied by fierce thunderstorms. The belief that […]

It’s hard to understand anything from just one example. One of the reason for studying other planets is that it helps us understand Earth. It can even be helpful to have more examples when the examples are purely speculative, such as xenobiology, or even known to be false, i.e. counterfactuals, though here be dragons. The […]

This post will take a familiar theorem in a few less familiar directions. The Fundamental Theorem of Algebra (FTA) says that an nth degree polynomial over the complex numbers has n roots. The theorem is commonly presented in high school algebra, but it’s not proved in high school and it’s not proved using algebra! A […]

The first fundamental theorem of calculus says that integration undoes differentiation. The second fundamental theorem of calculus says that differentiation undoes integration. This post looks at the fine print of these two theorems, in their basic forms and when generalized to Lebesgue integration. Second fundamental theorem of calculus We’ll start with the second fundamental theorem […]

There are only a few examples of Fourier series that are relatively easy to compute by hand, and so these examples are used repeatedly in introductions to Fourier series. Any introduction is likely to include a square wave or a triangle wave [1]. By square wave we mean the function that is 1 on [0, […]

One source of distortion in electronic music is clipping. The highest and lowest portions of a wave form are truncated due to limitations of equipment. As the gain is increased, the sound doesn’t simply get louder but also becomes more distorted as more of the signal is clipped off. Clipping 0.2 For example, here is […]

This morning Patrick Honner posted the image below on Twitter. The image was created by Robert Bosch by solving a “traveling salesman” problem, finding a nearly optimal route for passing through 12,000 points. I find this interesting for a couple reasons. For one thing, I remember when the traveling salesman problem was considered intractable. And […]

Several people have told me they can’t understand most of my math posts, but they subscribe because they enjoy the occasional math post that they do understand. If you’re in that boat, thanks for following, and I wanted to let you know there have been a few posts lately that are more accessible than you […]

It would seem that sums and means are trivially related; the mean is just the sum divided by the number of items. But when you generalize things a bit, means and sums act differently. Let x be a list of n non-negative numbers, and let r > 0 [*]. Then the r-mean is defined to […]

I ran across someone recently who says the way to move past object oriented programming (OOP) is to go back to simply telling the computer what to do, to clear OOP from your mind like it never happened. I don’t think that’s a good idea, but I also don’t think it’s possible. Object oriented programming, […]

The previous post looked an integral that is “impossible” in the sense that it cannot be computed in closed form. It can be integrated in terms of special functions, and it can easily be computed numerically to as much accuracy as anyone would want. In this post I’ll present a simple approximation that calculus students […]

In the Broadway musical Man of La Mancha, Don Quixote sings To dream the impossible dream To fight the unbeatable foe To bear with unbearable sorrow To run where the brave dare not go Yesterday my daughter asked me to integrate the impossible integral, and this post has a few thoughts on the quixotic quest […]

Sometimes you have a poor quality source of randomness and you want to refine it into a better source. You might, for example, want to generate cryptographic keys from a hardware source that is more likely to produce 1’s than 0’s. Or maybe your source of bits is dependent, more likely to produce a 1 […]

There are numerous web sites that will let you upload a PostScript (.ps) file and download it as a PDF. Some of these online file format conversion sites look sketchy, and the ones that seem more reputable don’t always do a good job. If you want to convert PostScript to PDF locally, I’d suggest trying […]

There are two sequences of polynomials named after Chebyshev, and the first is so much more common that when authors say “Chebyshev polynomial” with no further qualification, they mean Chebyshev polynomials of the first kind. These are denoted with Tn, so they get Chebyshev’s initial [1]. The Chebyshev polynomials of the second kind are denoted […]

There’s more juice left in the lemon we’ve been squeezing lately. A few days ago I first brought up the equation which holds because both sides equal exp(inθ). Then a couple days ago I concluded a blog post by noting that by taking the real part of this equation and replacing sin²θ with 1 – […]

This morning I had someone from a pharmaceutical company call me with questions about conducting a CRM dose-finding trial and I mentioned it to my wife. Then this afternoon she was reading a book in which there was a dialog between husband and wife including this sentence: He launched into a technical explanation of his […]

This post is a list of five spinoffs of my previous post. Except for the last point it doesn’t build on the previous post per se, but I’ll use a sum from that post to illustrate five things: Putting multiple things under a summation sign in LaTeX Simplifying sums by generalizing binomial coefficients A bit […]

If you have sines and cosines of some fundamental frequency, and you’re able to take products and sums, then you can construct sines and cosines at any multiple of the fundamental frequency. Here’s a proof. Taking real parts gives us cos nθ in the first equation and the even terms of the sum in the […]

A new article [1] looks at the problem of determining the proportion of odd numbers that can be written as a power of 2 and a prime. A. de Polignac conjectured in 1849 that all odd numbers have this form. A counterexample is 127, and so apparently the conjecture was that every odd number is […]

Quick observation: I recently noticed that Chebyshev polynomials and Fibonacci numbers have analogous formulas. The nth Chebyshev polynomial satisfies for |x| ≥ 1, and the nth Fibonacci number is given by There’s probably a way to explain the similarity in terms of the recurrence relations that both sequences satisfy. More on Chebyshev polynomials Yogi Berra […]

Here are five things I appreciate about using Emacs. They also apply to any software that runs entirely on your computer. It doesn’t track me. It doesn’t show me ads. It doesn’t require two-factor authentication. It doesn’t change unless I change it. It doesn’t stop working if my internet connection stops working. Related post: Negative […]

Suppose you have a mass suspended by the combination of a spring and a rubber band. A spring resists being compressed but a rubber band does not. So the rubber band resists motion as the mass moves down but not as it moves up. In [1] the authors use this situation to motivate the following […]