In my experience, algebraic thinkers absorb information much faster than visual thinkers, but they more often make silly conceptual errors that visual thinkers don't make. For example, an algebraic thinker might accidentally add a vector to a scalar, since their symbols look identical on paper. But a visual thinker would be much less likely to do this, since their visual representations for scalars and vectors would likely be so distinct.
A rule of thumb: when short-term speed is crucial, think algebraically. When long-term understanding is crucial, think visually.
One problem with algebraic intuition is that it leave ideas "unhooked" in your mind. I mean this in the following sense:
> While you are leaning things you need to think about them and examine them from many sides. By connecting them in many ways with what you already know.... you can later retrieve them in unusual situations. It took me a long time to realize that each time I learned something I should put "hooks" on it. This is another face of the extra effort, the studying more deeply, the going the extra mile, that seems to be characteristic of great scientists. -- Richard Hamming
Algebraic proofs are stored as symbolic/syntactic movies in your head. But syntactic movies resemble other syntactic movies, causing algebraic proofs to blend together with all of the other symbolic/syntactic theorems. Visualizing proofs, on the other hand, makes each theorem significantly more distinguished from each other. You are much more likely to recall and understand important facts this way, in my opinion. You are therefore more likely to apply them in novel ways to solve new problems.
Here Einstein famously describes visual vs. syntactic thinking in a letter to Jacques S. Hadamard:
> (A) The words or the language, as they are written or spoken, do not seem to play any role in my mechanism of thought. The psychical entities which seem to serve as elements in thought are certain signs and more or less clear images which can be “voluntarily” reproduced and combined.
> There is, of course, a certain connection between those elements and relevant logical concepts. It is also clear that the desire to arrive finally at logically connected concepts is the emotional basis of this rather vague play with the above-mentioned elements. But taken from a psychological viewpoint, this combinatory play seems to be the essential feature in productive thought — before there is any connection with logical construction in words or other kinds of signs which can be communicated to others.
> (B) The above-mentioned elements are, in my case, of visual and some of muscular type. Conventional words or other signs have to be sought for laboriously only in a secondary stage, when the mentioned associative play is sufficiently established and can be reproduced at will.
> (C) According to what has been said, the play with the mentioned elements is aimed to be analogous to certain logical connections one is searching for.
> (D) Visual and motor. In a stage when words intervene at all, they are, in my case, purely auditive, but they interfere only in a secondary stage, as already mentioned.
A good friend of mine has a PhD in physics, and is a classic algebraic thinker. He is so, so much faster than me. But he once remarked that he forgets the proofs of almost everything he learned in grad school, and has to get back into the concrete exercises to regain his algebraic intuition. Visual thinkers may be slow, but they never forget.
IMO the post is a little circular. If we rely upon the projection product of Euclidean vectors, we've already granted Pythagorean theorem in our assumptions.
There's a lot of ways to arrange things visually, but knowing we want c^2 really cuts the options down; knowing that we also will have a and b be degree two in the relation pretty much constrains us to that shape. We need a and b in some form on the sides, and we need a square with sides c.
If we prefer, once we have the "4 triangles" model, it's easy for us to proceed to elementary algebra if we want, rather than relying on a geometrical transformation:
(a+b)(a+b) area of the big square
1/2 (ab) area of each of the triangles
(a+b)(a+b) - 4 * 1/2 (ab) = c^2
take the area of the big square, take the
little triangles out, only the c^2 square remains
a^2 + 2ab + b^2 - 4 * 1/2 ab = c^2
distribute
a^2 + b^2 = c^2
simplify
If you hate 4 triangles, you can easily do it with 2 of the a by b triangles, and a c by c right triangle forming a trapezoid. There's myriad geometrical constructions to start with before we get to the algebra. But we need to have some kind of geometric construction that leads to the algebra to conclude geometrical relations from algebraic relations.
> If we rely upon the projection product of Euclidean vectors, we've already granted Pythagorean theorem in our assumptions.
The Pythagorean theorem in particular (and any theorem in general) is always a little bit “circular”; the relation is inherent in any definition of perpendicular in a model of Euclidean space.
In geometric algebra (where multiplication of vectors distributes over addition), the two statements a² + b² = (a + b)² ⇔ ab + ba = 0 are obviously equivalent, so taking either of them as a definition for “perpendicular” immediately proves the other.
You need more than the definition of perpendicular, you need the definition of "angle" in such a way as to ensure flatness of your space, otherwise a triangle might not correspond to three vectors that sum to zero. In this case, you cannot obtain the pythagorean identity from the algebraic identities.
Remember a triangle is a set of 3 curves living in your space that meet back up. But angles between curves are measured as angles between the tangent vector to the curves and do not live in your space, they live in the tangent space.
A triangle on the sphere, for example, has angles that don't sum to 180 degrees and the three tangent vectors do not sum to zero even though the three curves meet back at the same point.
So what's crucial here is an assumption of flatness, which allows you to associate a tangent space to the underlying space in a way consistent with the underlying metric. This allows you to make the association between geodesics (distance minimizing curves in your geometry) and vectors in your tangent space so that you can pretend that the straight lines actually live in your space and are also distance minimizing. This is what you need for the pythagorean theorem.
This is not something that you can get just from the distributive law, you need the distributive plus the property that a triangle has angles that sum to 180, or equivalently that the tangent vectors to your triangle can be embedded in your space and sum to zero.
Notice I mentioned “Euclidean space”. That inherently involves flatness. Obviously there are several premises/axioms needed to set it up, and a variety of ways to do so.
In Euclid, we have the famous parallel postulate which helps us establish flatness.
> angles that don't sum to 180 degrees
Note that Euclid’s Elements nowhere mentions angle measures. It only describes the concept of a right angle (and angles more or less than right). The Pythagorean theorem does not depend on angle measures. If you ask me angle measures are a quite poor/confusing tool to introduce in introductory Euclidean geometry courses, since they are a type of logarithm, and much more inherently complicated than the rest of a typical geometry course.
> triangle is a set of 3 curves
This is one possible definition of “triangle”. For Euclid a “trilateral figure” is contained by three straight lines, and “A straight line is a line which lies evenly with the points on itself.” (Which has been rather hard for readers to interpret throughout time.)
How you are going to define euclidean space without the pythagorean theorem? That's basically the definition of euclidean. But the advantage of the pythagorean theorem is it allows you to measure how you deviate from flatness by comparing the difference of c^2 with a^2 + b^2.
That was my point upthread (any proof of the Pythagorean identity is somewhat circular, since it is inherent in the structure).
The way Euclid does it is to set up various axioms which imply flat space without explicitly declaring the Pythagorean identity to be an axiom. But you could easily do it the other way around. Euclid’s axioms (and other alternatives proposed over the years) were chosen specifically to make the Pythagorean identity true.
I see, yes, Euclid's axioms are not the most intuitive approach to different geometries.
What is nice is to have the tools to examine what the properties of a given geometry are, and given that geometry is a matter of curvature, it's not going to be decided by the tangent plane, it's going to be decided by the second derivative. You can get at that explicitly by embedding your space in a flat space like R^N and looking at the second derivative, or you can do intrinsic operations like parallel transport. E.g. look at small variations in the tangent plane from point to point. But the second derivative is key. Geometric algebra lives in the cotangent plane so it alone is not going to detect issues of curvature in your underlying space. This is true even though a lot of important calculations about differentials and volume elements are happening in that cotangent plane, so it's an important thing to get right, but it can't detect issues of curvature and thus it can't 'prove' the pythagorean theorem, which is a flatness statement.
Eh, I guess any proof is circular, but it is, IMO, "more" circular when the thing we're trying to prove was one of the preconditions of how we defined the system--- properties that we wanted to obtain a priori.
It's like defining negative exponents based on the properties we want for commutation, identity, etc... and then afterwards proving that something raised to a negative exponent times something raised to a positive exponent is 1 and patting ourselves on the back.
> thing we're trying to prove was one of the preconditions
This entirely depends on what you consider to be a definition of the dot product. There are many possible ways this could be set up. (e.g. if you wanted you could develop this whole theory of vector algebra within the system of Euclid’s axioms. Or you could set it up based on explicit coordinates and concrete arithmetic of numbers with no geometrical basis per se. Or ...)
The hard work leading up to this proof is showing that the algebraic definition a·b = 0 corresponds to the usual notion of perpendicularity in Euclidean space. After that, the algebraic proof of the Pythagorean identity is trivial.
“Geometric” proofs (i.e. based on spatial reasoning) are fast and fluid, relying on an imagined spatial configuration which can be seen all at once.
“Algebraic” proofs (i.e. based on symbol manipulation) are serialized and low-bandwidth, and working them out takes a significant amount of laborious fiddling with symbols on paper, and is almost impossible to work out mentally except in nearly trivial cases.
The benefit of the “algebraic” version is often that putting in that labor can often yield a result even when the prover has no special insight. That is, the method can be more reliably carried out by non-geniuses (assuming that the prover has sufficient patience and stamina), because the work can be broken into small individually opaque steps and written down on paper instead of needing to be seen all at once.
To the extent algebraic proofs are fast/elegant/obvious, they generally rely on a clear 2-dimensional notation on paper where it is easy to see how to simplify the parts based on visual patterns known via extensive past experience. Cf. https://arxiv.org/abs/math/9205211
Algebraic reasoning is not “low-bandwidth,” because there is a high degree of “compression,” which is much of the modern algebra is all about, and which is why, for example, algebraic topology has taken over the point-set topology as the main tool in the topological research.
That Hamming quote reflects on something I've felt in my gut to be important for a long time: there is nothing more intuitive than a cohesive internal world model, where all conclusions are "trivial" because these hooks which you reference carry us through the logical deductions automatically. Everything makes sense because there's a basal (axiomatic) set of rules with which to interpret the things we encounter, and a helpful set of heuristic functions which help us quickly decide further actions. Learning is the process of turning a datum sans context into another node in the great graph database in our head, and learning rules over which to operate on this graph.
> In my experience, algebraic thinkers absorb information much faster than visual thinkers, but they more often make silly conceptual errors that visual thinkers don't make. For example, an algebraic thinker might accidentally add a vector to a scalar, since their symbols look identical on paper. But a visual thinker would be much less likely to do this, since their visual representations for scalars and vectors would likely be so distinct.
It's too bad these algebraic thinkers aren't working in a nice IDE with type inference.
In my experience, algebraic thinkers absorb information much faster than visual thinkers, but they more often make silly conceptual errors that visual thinkers don't make. For example, an algebraic thinker might accidentally add a vector to a scalar, since their symbols look identical on paper. But a visual thinker would be much less likely to do this, since their visual representations for scalars and vectors would likely be so distinct.
A rule of thumb: when short-term speed is crucial, think algebraically. When long-term understanding is crucial, think visually.
One problem with algebraic intuition is that it leave ideas "unhooked" in your mind. I mean this in the following sense:
> While you are leaning things you need to think about them and examine them from many sides. By connecting them in many ways with what you already know.... you can later retrieve them in unusual situations. It took me a long time to realize that each time I learned something I should put "hooks" on it. This is another face of the extra effort, the studying more deeply, the going the extra mile, that seems to be characteristic of great scientists. -- Richard Hamming
Algebraic proofs are stored as symbolic/syntactic movies in your head. But syntactic movies resemble other syntactic movies, causing algebraic proofs to blend together with all of the other symbolic/syntactic theorems. Visualizing proofs, on the other hand, makes each theorem significantly more distinguished from each other. You are much more likely to recall and understand important facts this way, in my opinion. You are therefore more likely to apply them in novel ways to solve new problems.
Here Einstein famously describes visual vs. syntactic thinking in a letter to Jacques S. Hadamard:
> (A) The words or the language, as they are written or spoken, do not seem to play any role in my mechanism of thought. The psychical entities which seem to serve as elements in thought are certain signs and more or less clear images which can be “voluntarily” reproduced and combined.
> There is, of course, a certain connection between those elements and relevant logical concepts. It is also clear that the desire to arrive finally at logically connected concepts is the emotional basis of this rather vague play with the above-mentioned elements. But taken from a psychological viewpoint, this combinatory play seems to be the essential feature in productive thought — before there is any connection with logical construction in words or other kinds of signs which can be communicated to others.
> (B) The above-mentioned elements are, in my case, of visual and some of muscular type. Conventional words or other signs have to be sought for laboriously only in a secondary stage, when the mentioned associative play is sufficiently established and can be reproduced at will.
> (C) According to what has been said, the play with the mentioned elements is aimed to be analogous to certain logical connections one is searching for.
> (D) Visual and motor. In a stage when words intervene at all, they are, in my case, purely auditive, but they interfere only in a secondary stage, as already mentioned.
A good friend of mine has a PhD in physics, and is a classic algebraic thinker. He is so, so much faster than me. But he once remarked that he forgets the proofs of almost everything he learned in grad school, and has to get back into the concrete exercises to regain his algebraic intuition. Visual thinkers may be slow, but they never forget.