Our initial exposure to an idea shapes our intuition. And our intuition impacts how much we enjoy a subject. What do I mean?
Suppose we want to define a “cat”:
- Caveman definition: A furry animal with claws, teeth, a tail, 4 legs, that purrs when happy and hisses when angry…
- Evolutionary definition: Mammalian descendants of a certain species (F. catus), sharing certain characteristics…
- Modern definition: You call those definitions? Cats are animals sharing the following DNA: ACATACATACATACAT…
The modern definition is precise, sure. But is it the best? Is it what you’d teach a child learning the word? Does it give better insight into the “catness” of the animal? Not really. The modern definition is useful, but after getting an understanding of what a cat is. It shouldn’t be our starting point.
Unfortunately, math understanding seems to follow the DNA pattern. We’re taught the modern, rigorous definition and not the insights that led up to it. We’re left with arcane formulas (DNA) but little understanding of what the idea is.
Let’s approach ideas from a different angle. I imagine a circle: the center is the idea you’re studying, and along the outside are the facts describing it. We start in one corner, with one fact or insight, and work our way around to develop our understanding. Cats have common physical traits leads to Cats have a common ancestor leads to A species can be identified by certain portions of DNA. Aha! I can see how the modern definition evolved from the caveman one.
But not all starting points are equal. The right perspective makes math click — and the mathematical “cavemen” who first found an idea often had an enlightening viewpoint. Let’s learn how to build our intuition.
What is a Circle?
Time for a math example: How do you define a circle?
There are seemingly countless definitions. Here’s a few:
- The most symmetric 2-d shape possible
- The shape that gets the most area for the least perimeter (see the isoperimeter property)
- All points in a plane the same distance from a given point (drawn with a compass, or a pencil on a string)
- The points (x,y) in the equation x2 + y2 = r2 (analytic version of the geometric definition above)
- The points in the equation r * cos(t), r * sin(t), for all t (really analytic version)
- The shape whose tangent line is always perpendicular to the position vector (physical interpretation)
The list goes on, but here’s the key: the facts all describe the same idea! It’s like saying 1, one, uno, eins, “the solution to 2x + 3 = 5″ or “the number of noses on your face” — just different names for the idea of “unity”.
But these initial descriptions are important — they shape our intuition. Because we see circles in the real world before the classroom, we understand their “roundness”. No matter what fancy equation we see (x2 + y2 = r2), we know deep inside that a circle is “round”. If we graphed that equation and it appeared square, or lopsided, we’d know there was a mistake.
As children, we learn the “caveman” definition of a circle (a really round thing), which gives us a comfortable intuition. We can see that every point on our “round thing” is the same distance from the center. x2 + y2 = r2 is the analytic way of expressing that fact, using the Pythagorean theorem for distance. We started in one corner, with our intuition, and worked our way around to the formal definition.
Other ideas aren’t so lucky. Do we instinctively see the growth of e, or is it an abstract definition? Do we realize the rotation of i, or is it an artificial, useless idea?
A Strategy For Developing Insight
I still have to remind myself about the deeper meaning of e and i — which seems as absurd as “remembering” that a circle is round or what a cat looks like! It should be the natural insight we start with.
Missing the big picture drives me crazy: math is about ideas — formulas are just a way to express them. Once the central concept is clear, the equations snap into place. Here’s a strategy that has helped me:
- Step 1: Find the central theme of a math concept. This can be difficult, but try starting with its history. Where was the idea first used? What was the discoverer doing? This use may be different from our modern interpretation and application.
- Step 2: Explain a property/fact using the theme. Use the theme to make an analogy to the formal definition. If you’re lucky, you can translate the math equation (x2 + y2 = r2) into a plain-english statement (“All points the same distance from the center”).
- Step 3: Explore related properties using the same theme. Once you have an analogy or interpretation that works, see if it applies to other properties. Sometimes it will, sometimes it won’t (and you’ll need a new insight), but you’d be surprised what you can discover.
Let’s try it out.
A Real Example: Understanding e
Understanding the number e has been a major battle. e appears all of science, and has numerous definitions, yet rarely clicks in a natural way. Let’s build some insight around this idea. The following section will have several equations, which are simply ways to describe ideas. Even if the equation is gibberish, there’s a plain-english idea behind it.
Here’s a few popular definitions of e:
The first step is to find a theme. Looking at e’s history, it seems it has something to do with growth or interest rates. e was discovered when performing business calculations (not abstract mathematical conjectures) so “interest” (growth) is a possible theme.
Let’s look at the first definition, in the upper left. The key jump, for me, was to realize how much this looked like the formula for compound interest. In fact, it is the interest formula when you compound 100% interest for 1 unit of time, compounding as fast as possible.
- Definition 1: Define e as 100% compound growth at the smallest increment possible.
The article on e describes this interpretation.
Let’s look at the second definition: an infinite series of terms, getting smaller and smaller. What could this be?
After noodling this over using the theme of “interest” we see this definitions shows the components of compound interest. Now, insights don’t come instantly — this insight might strike after brainstorming “What could 1 + 1 + 1/2 + 1/6 + …” represent when talking about growth?”
Well, the first term (1 = 1/0!, remembering that 0! is 1) is your principal, the original amount. The next term (1 = 1/1!) is the “direct” interest you earned — 100% of 1. The next term (0.5 = 1/2!) is the amount of money your interest made (“2nd level interest”). The following term (.1666 = 1/3!) is your “3rd-level interest” — how much money your interest’s interest earned!
Money earns money, which earns money, which earns money, and so on — the sequence separates out these contributions (read the article on e to see how Mr. Blue, Mr. Green & Mr. Red grow independently). There’s much more to say, but that’s the “growth-focused” understanding of that idea.
- Definition 2: Define e by the contributions each piece of interest makes
Neato.
Now to the 3rd, and shortest definition. What does it mean? Instead of thinking “derivative” (which turns your brain into equation-crunching mode), think about what it means. The feeling of the equation. Make it your friend.
It’s the calculus way of saying “Your rate of growth is equal to your current amount”. Well, growing at your current amount would be a 100% interest rate, right? And by always growing it means you are always calculating interest — it’s another way of describing continuously compound interest!
- Definition 3: Define e as a function that always grows at 100% of your current value
Nice — e is the number where you’re always growing by exactly your current amount (100%), not 1% or 200%.
Time for the last definition — it’s a tricky one. Here’s my interpretation: Instead of describing how much you grew, why not say how long it took?
If you’re at 1 and growing at 100%, it takes 1 unit of time to get from 1 to 2. But once you’re at 2, and growing 100%, it means you’re growing at 2 units per unit time! So it only takes 1/2 unit of time to go from 2 to 3. Going from 3 to 4 only takes 1/3 unit of time, and so on.
The time needed to grow from 1 to A is the time from 1 to 2, 2 to 3, 3 to 4… and so on, until you get to A. The first definition defines the natural log (ln) as shorthand for this “time to grow” computation.
ln(a) is simply the time to grow from 1 to a. We then say that “e” is the number that takes exactly 1 unit of time to grow to. Said another way, e is is the amount of growth after waiting exactly 1 unit of time!
- Definition 4: Define the time needed to grow continuously from 1 to a as ln(a). e is the amount of growth you have after 1 unit of time.
Whablamo! These are four different ways to describe the mysterious e. Once we have the core idea (“e is about 100% continuous growth”), the crazy equations snap into place — it’s possible to translate calculus into English. Math is about ideas!
What’s the Moral?
In math class, we often start with the last, most complex idea. It’s no wonder we’re confused — we’re showing DNA and expecting students to see the cat.
I’ve learned a few lessons from this approach, and it underlies how I understand and explain math:
- Search for insights and apply them. That first intuitive insight can help everything else snap into place. Start with a definition that makes sense and “walk around the circle” to find others.
- Develop mental toughness. Banging your head against an idea is no fun. If it doesn’t click, come at it from different angles. There’s another book, another article, another person who explains it in a way that makes sense to you.
- It’s ok to be visual. We think of math as rigid and analytic — but visual interpretations are ok! Do what develops your understanding. Imaginary numbers were puzzling until their geometric interpretation came to light, decades after their initial discovery. Looking at equations all day didn’t help mathematicians “get” what they were about.
Math becomes difficult when we emphasize definitions over understanding. Remember that the modern definition is the most advanced step of thought, not necessarily the starting point. Don’t be afraid to approach a concept from a funny angle — figure out the plain-English sentence behind the equation. Happy math.
Other Posts In This Series
- Developing Your Intuition For Math
- Why Do We Learn Math?
- How to Develop a Mindset for Math
- Learning math? Think like a cartoonist.
- Math As Language: Understanding the Equals Sign
- Avoiding The Adjective Fallacy
- Finding Unity in the Math Wars
- Brevity Is Beautiful
- Learn Difficult Concepts with the ADEPT Method
- Intuition, Details and the Bow/Arrow Metaphor
- Learning To Learn: Intuition Isn't Optional
- Learning To Learn: Embrace Analogies
- Learning To Learn: Pencil, Then Ink
- Learning to Learn: Math Abstraction
- Learning Tip: Fix the Limiting Factor
- Honest and Realistic Guides for Learning
- Empathy-Driven Mathematics
- Studying a Course (Machine Learning) with the ADEPT Method
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99 Comments on "Developing Your Intuition For Math"
First of: I really, really like your posts.
I do explain e from the derivative point of view. We encounter it when we’re searching for a formula for derivating exponential functions.
We first investigate using a computer and numerical aproximation what the derivative of a^x is. We easily see that this is a^x times a given constant (c_a). Different a’s yield different constants.
Using the right questions, we come to the point where pupils ask if there’s an a which constant is 1. Meaning de derivative of the function is the function itself.
We first approximate it (trial and error). And then try to find a proper,formal definition (yielding the limit definition)
[…] Last time I visited Better Explanations, I got stuck there for hours. I resisted this time once I realized I was reading all the same articles for a second time. […]
@Peter: Thanks for the comment!
I think the approach of starting with the rate of change works too. Pretty much any corner is good, though I’ve yet to see a nice, intuitive explanation starting from the natural log definition and working its way around to e — it just seems too indirect a starting point.
The key is seeing that exponential functions are linked because they change proportional to their current amount. e is like the unit circle where the radius is 1 — other functions are a scaled version of it.
Thanks for leading students through a path that helps build an understanding.
Hey Kalid,
Great article! Sometimes I think I should find out all my math teachers from Senior School & Engineering School and make them read your articles. I wish you were one of my teachers! Though now you definitely are!
I really relish your posts and I think you are my first virtual math teacher! :)… Will definitely like to meet you sometime!
Thanks. Keep up the good work.
I like that explanation of e, but the notion of developing an intuitive idea behind mathematical concepts isn’t new (perhaps it’s because I have a different sense of intuition from most people).
The first thing that young children learn is counting from 1. They start at 1 instead of 0 because it’s considered more intuitive to think of something that’s there rather than something that isn’t. After that, basic arithmetic is taught by the notion of incrementing until students get a ‘feel’ for how much any given number of increments affects a particular number.
I could be wrong about that last part. I think it was that intuition that pushed me to studying math in college, and I definitely know people who never developed that intuition!
But, even when we studied concepts such as derivation- we didn’t just write down the limit definition. We made calculations of slope for very small steps.
Idunno, just something to mull over…
I am a math major and this is right on the dot. There are so many facets of math that unless you do something like this to connect them all, you forget most of it very quickly.
@Prateek: Thanks for the note! Heh, if your old teachers would enjoy it, feel free to send the articles along :). And sure, feel free to drop me an email if you’re ever in the Seattle area.
@Jehan: Nope, the idea of using an intuitive approach isn’t new, but I wanted to spread the word. You’re lucky that you were able to start with slopes and work to the limit definition — some people just have limits, epsilons and deltas just thrown at them without any context.
@Samson: Thanks! I agree, if you learn a subject as a set of disconnected facts it becomes easy to forget.
I am a second year math teacher and your post help me to better understand the purpose of mathematics and why I strive to teach this way.
@Kenny: Thanks for the comment!
[…] Nice post Unfortunately, math understanding seems to follow the DNA pattern. We’re taught the modern, rigorous definition and not the insights that led up to it. We’re left with arcane formulas (DNA) but little understanding of what the idea is. […] not all starting points are equal. The right perspective makes math click — and the mathematical “cavemen” who first found an idea often had an enlightening viewpoint. Let’s learn how to build our intuition. […]
Thanks for article.
Actually this is not valid only in math, but in all other topics. As an example, we learn forecasting in our production planning course, if you study the history of invention of the theorem, you can understand topic easier.
Cheers.
@nanotürkiye: Thanks for the comment! Yes, I very much agree — nearly any subject can be understood at a more intuitive level by looking at its context.
determining whether a property of an object is “if and only if”, ie sufficient to define that object, is an important habit to build for a mathematician. however, all of these terms have “canonical” definitions. For example, the set of all points equally distant from a common center was what the term “circle” was invented to refer to.
“we know what a circle is, but how do we define it?” is actually kind of dishonest, viewed in this context. if you know what it is, that knowledge IS the definition.
my two cents, anyway.
Is there a “plain English” way to explain e^(i*pi) = -1? To me, this is the most mystifying formula. No amount of staring at De Moivre’s theorem, the series expansion, etc seems to offer any real clarity.
— anon
[…] Kalid Azad of BetterExplained has a great article about developing your intuition for mathematics that I also wanted to share. […]
Its always good to see things being explained from a practical point of view; however, if you intend to study math, such a luxury is not always available and so it may not be a good habit to get into.
Instead I believe what is just as instructive as studying an intuitive approach–in terms of insight gained–is showing that a number of definitions are indeed equal by whatever tools are available to you–yes that means epsilon-delta proofs may be necessary. In fact, I would opt for rigorous arguments over intuitive ones as often intuition can be just as damaging as it can be helpful in mathematics.
Instead of teaching intuition I think its much more productive to teach the logic behind the argument.
@misanthropope: Interesting point, thanks for the comment. Yes, sometimes a given property can be described as the definition of an item. However, sometimes the reason for picking that particular property can be obscured. In the circle example, I imagine it’s inventor focused on the roundness/symmetry before noticing that all points were the same distance from the center. A better way to phrase “We know what a circle is, but how do we define it” may be “We understand the concept that a circle conveys, but how is it described in math?”
@anon: I think that De Moivre’s/Euler’s identity can be understood intuitively — I’m planning on getting that one eventually :).
@matt: Thanks for the note. I think there’s a balance between intuition and rigor. Unfortunately, I think math education has skewed too far on the rigor side (symbol manipulation) while losing the deeper meaning of the meaning of what the equations are trying to convey.
I think it is a cycle though — you use intuition to formulate ideas, rigor to refine and clarify them, intuition to formulate more detailed ideas, rigor to refine those, and so on.
Great article. In the chemistry course that I’m taking, for example, no one can understand what is being taught because the teacher rarely explains why certain things are true. The only reason why I’m doing well in the class is I take some time to understand what I’ve been told.
For example the order in which electron orbitals fill was simply given to us. I never memorized the order as if it was a new alphabet… I learned the reason why it follows a certain order and produced that sequence to see that indeed I was taught correctly.
Finally, I agree that it is intuition that produces one’s love for a subject. I don’t like mathematics simply because I solve a bunch of problems for homework. I enjoy the subject because I learn more of its secrets with each question that I answer.
[…] Developing Your Intuition For Math | BetterExplained – […]
@Nobody: Thanks for the comment. I totally agree — many subjects come together, and are even fun when understood at an intuitive level.
Nice post! One problem is that as a math teacher, one’s instinct is to only say true things… which ironically can get you into real trouble with exposition.
Case in point: me. I read your definition of a circle as the most symmetric 2D shape possible, and immediately started thinking, “but wait, a set of concentric circles is just as symmetric. As is a point. And hey, the entire plane has even more symmetries.”
Then I realized, wow, I shouldn’t be a jerk. Pedantry like mine is exactly the problem you’re complaining about! Thanks for making me take a look at myself.
@anonymous: Thanks for the insightful comment! Yes, sometimes the nitty gritty is useful to focus on, but often it can be a hurdle to beginners.
In this context, word “shape” means something along the lines of “a smooth, unbroken convex curve in 2d” which should hopefully eliminate the plane itself and a single point :).
Thanks for the comment.
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Hi Kalid,
Thank you kindly for your clear and unobstructed definition of e and ln. Learning basic principles is often very frustrating for maths inept individuals such as myself. I certainly benefit from a simple yet useful explication of what are, at first, abstract topics. Website such as yours have inspired and enabled me to teach myself the very topics from which I once shyed away. Heck, I’m even finding derivatives of complex functions! haha
Thanks again, and please continue to add to your website.
J
@J: Thanks for the note! Glad you found it helpful and have moved onto doing crazy things like differentiating complex functions :). I’ll try to keep the articles coming.