记录一次Stack上关于"数学之美"的brainstorm

Can LLMs Master Math? Investigating Large Language Models on Math Stack Exchange 大型语言模型(LLM)在各种自然语言任务中表现出了非凡的能力,其性能往往超过人类。尽管取得了这些进步,但数学领域仍面临着独特的挑战,主要是由于其专业结构和所需的精度。在这项研究中,我们采用了两步法来调查LLM在回答数学问题方面的熟练程度。首先,我们使用最有效的LLM,根据它们在数学问答基准测试中的表现来确定,从数学堆栈交换(MSE)中生成78个问题的答案。其次,对表现出最高性能的LLM进行案例分析,通过手动评估,重点关注其答案的质量和准确性。 阅读详情

math.stackexchange.com是stackExchange上一个和数学有关的论坛, 有点类似我们的贴吧, 当然质量肯定不可相提并论的.

Mathematics Stack Exchange is a question and answer site for people studying math at any level and professionals in related fields. Join them; it only takes a minute:

除了各种数学问题, 去年一位歪果网友抛出了一个话题: "show一下大家感觉最震撼的数学几何解法":

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这个话题深深地吸引到我了, 因为很多枯燥的数学定理用几何来描述的话一下子就理解了, 而且解法非常优雅, 于是论坛上的数学爱好者们纷纷献出了自己收藏多年的经典数学问题, 下面摘录了一些比较经典的:

地址:https://math.stackexchange.com/questions/733754/visually-stunning-math-concepts-which-are-easy-to-explain


三角函数的本质就是圆上的弦, 切线, 以及割线的长度

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I think if you look at this animation and think about it long enough, you'll understand:

  • Why circles and right-angle triangles and angles are all related

  • Why sine is opposite over hypotenuse and so on

  • Why cosine is simply sine but offset by ?/2π/2 radians


等比数列的求和公式用几何一目了然, 当然也可以转化成连续的积分来求

My favorite: tell someone that

∑?=1∞12?=1∑n=1∞12n=1

and they probably won't believe you. However, show them the below:

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and suddenly what had been obscure is now obvious.

or:

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傅里叶变换:

This visualisation of the Fourier Transform was very enlightening for me:

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The author, LucasVB, has a whole gallery of similar visualisations at his Wikipedia gallery and his tumblr blog.


含有2次方的公式就要考虑到矩形!

Here is a classic: the sum of the first ?n positive odd numbers =?2=n2.

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We also see that the sum of the first ?n positive even numbers =?(?+1)=n(n+1) (excluding 00), by adding a column to the left.

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这个也很简单:

A well-known visual to explain (?+?)2=?2+2??+?2(a+b)2=a2+2ab+b2:

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以极限的思想证明多边形外角和等于360°

The sum of the exterior angles of any convex polygon will always add up to 360∘360∘.

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This can be viewed as a zooming out process, as illustrate by the animation below:

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这个我最喜欢: 证明圆的面积公式:

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This is a neat little proof that the area of a circle is ??2πr2, which I was first taught aged about 12 and it has stuck with me ever since. The circle is subdivided into equal pieces, then rearranged. As the number of pieces gets larger, the resulting shape gets closer and closer to a rectangle. It is obvious that the short side of this rectangle has length ?r, and a little thought will show that the two long sides each have a length half the circumference, or ??πr, giving an area for the rectangle of ??2πr2.

This can also be done physically by taking a paper circle and actually cutting it up and rearranging the pieces. This exercise also offers some introduction to (infinite) sequences.


勾股定理...

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Here is a very insightful waterproof demonstration of the Pythagorean theorem. Also there is a video about this.

It can be explained as follows. We seek a definition of distance from any point in ℝ2R2 to ℝ2R2, a function from (ℝ2)2(R2)2 to ℝR that satisfies the following properties.

  • For any points (?,?)(x,y) and (?,?)(z,w), ?((?,?),(?+?,?+?))=?((0,0),(?,?))d((x,y),(x+z,y+w))=d((0,0),(z,w))

  • For any point (?,?)(x,y), ?((0,0),(?,?))d((0,0),(x,y)) is nonnegative

  • For any nonnegative real number ?x, ?((0,0),(?,0))=?d((0,0),(x,0))=x

  • For any point (?,?)(x,y), ?((0,0),(?,−?))=?((0,0),(?,?))d((0,0),(x,−y))=d((0,0),(x,y))

  • For any points (?,?)(x,y) and (?,?)(z,w), ?((0,0),(??−??,??+??))=?((0,0),(?,?))?((0,0),(?,?))d((0,0),(xz−yw,xw+yz))=d((0,0),(x,y))d((0,0),(z,w))

Suppose a function ?d from (ℝ2)2(R2)2 to ℝR satisfies those conditions, then for any point (?,?)(x,y), ?((0,0),(?,?))2=?((0,0),(?,?))?((0,0),(?,?))=?((0,0),(?,?))?((0,0),(?,−?))=?((0,0),(?2+?2,0))=?2+?2d((0,0),(x,y))2=d((0,0),(x,y))d((0,0),(x,y))=d((0,0),(x,y))d((0,0),(x,−y))=d((0,0),(x2+y2,0))=x2+y2 so ?((0,0),(?,?))=?2+?2‾‾‾‾‾‾‾√d((0,0),(x,y))=x2+y2 so for any points (?,?)(x,y) and (?,?)(z,w), ?((?,?),(?,?))=(?−?)2+(?−?)2‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾√d((x,y),(z,w))=(z−x)2+(w−y)2 Now I will show that ?((?,?),(?,?))=(?−?)2+(?−?)2‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾√d((x,y),(z,w))=(z−x)2+(w−y)2 actually satisfies those properties. It's trivial to show that it satisfies the first 4 conditions. It also satisfies the fifth condition because for any points (?,?)(x,y) and (?,?)(z,w), ?((0,0),(??−??,??+??))=(??−??)2+(??+??)2‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾√=?2?2−2????+?2?2+?2?2+2????+?2?2‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾√=?2?2+?2?2+?2?2+?2?2‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾√=(?2+?2)(?2+?2)‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾√=?2+?2‾‾‾‾‾‾‾√?2+?2‾‾‾‾‾‾‾‾√=?((0,0),(?,?))?((0,0),(?,?))d((0,0),(xz−yw,xw+yz))=(xz−yw)2+(xw+yz)2=x2z2−2xyzw+y2w2+x2w2+2xyzw+y2z2=x2z2+x2w2+y2z2+y2w2=(x2+y2)(z2+w2)=x2+y2z2+w2=d((0,0),(x,y))d((0,0),(z,w))

As a result of this, from now on, I will define the distance from any point (?,?)(x,y) to any point (?,?)(z,w) as (?−?)2+(?−?)2‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾‾√(z−x)2+(w−y)2 and denote it as ?((?,?),(?,?))d((x,y),(z,w)). I will also use ?(?,?)d(x,y) as shorthand for ?((0,0),(?,?))d((0,0),(x,y)) Since distance satisfies condition 5, for any right angle triangle at all, not just ones whose legs are parallel to the axes, the square of the length of its hypotenuse is equal to the sum of the squares of the lengths of its legs.

640?wx_fmt=png

This image shows that using that definition of distance, for any right angle triangle whose legs are parallel to the axes and have lengths ?∈ℝ+x∈R+ and ?∈ℝ+y∈R+, the area of a square with the hypotenuse as one of its edges is (?−?)2+2??=?2+?2=(?(?,?))2(x−y)2+2xy=x2+y2=(d(x,y))2. Combining that result with the fact that distance satisfies condition 5, we can show that for any right angle triangle, even with legs non parallel to the axes, the area of a square with its hypotenuse as its edge has an area equal to the sum of the squares of the lengths of its legs.

640?wx_fmt=png

Sources:

  • The validity of the proofs of the Pythagorean Theorem and the concept of area

  • https://www.maa.org/press/periodicals/convergence/proportionality-in-similar-triangles-a-cross-cultural-comparison-the-student-module

  • https://thept.weebly.com/the-theorem.html

勾股定理有无数种解法....., 还有这个:

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这个应该也挺有价值的...?

A visual explanation of a Taylor series:

?(0)+?′(0)1!?+?″(0)2!?2+?(3)(0)3!?3+⋯f(0)+f′(0)1!x+f″(0)2!x2+f(3)(0)3!x3+⋯

or

?(?)+?′(?)1!(?−?)+?″(?)2!(?−?)2+?(3)(?)3!(?−?)3+⋯

640?wx_fmt=gif

When you think about it, it's quite beautiful that as you add each term it wraps around the curve.


菱形


When I look up "area of a rhombus" on Google images, I find plenty of disappointing images like this one:

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which show the formula, but fail to show why the formula works. That's why I really appreciate this image instead:

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which, with a little bit of careful thought, illustrates why the product of the diagonals equals twice the area of the rhombus.

EDIT: Some have mentioned in comments that that second diagram is more complicated than it needs to be. Something like this would work as well:

640?wx_fmt=png

My main objective is to offer students something that encourages them to think about why a formula works, not just what numbers to plug into an equation to get an answer.


As a side note, the following story is not exactly "visually stunning," but it put an indelible imprint on my mind, and affected the way I teach today. A very gifted Jr. High math teacher was teaching us about volume. I suppose just every about school system has a place in the curriculum where students are required learn how to calculate the volume of a pyramid. Sadly, most teachers probably accomplish this by simply writing the formula on the board, and assigning a few plug-and-chug homework problems.

640?wx_fmt=png

No wonder that, when I ask my college students if they can tell me the formula for the volume of a pyramid, fewer than 5% can.

Instead, building upon lessons from earlier that week, our math teacher began the lesson by saying:

We've learned how to calculate the volume of a prism: we simply multiply the area of the base times the height. That's easy. But what if we don't have a prism? What if we have a pyramid?

At this point, she rummaged through her box of math props, and pulled out a clear plastic cube, and a clear plastic pyramid. She continued by putting the pyramid atop the cube, and then dropping the pyramid, point-side down inside the cube:640?wx_fmt=png

She continued:

These have the same base, and they are the same height. How many of these pyramids do you suppose would fit in this cube? Two? Two-and-a-half? Three?

Then she picked one student from the front row, and instructed him to walk them down the hallway:

Go down to the water fountain, and fill this pyramid up with water, and tell us how many it takes to fill up the cube.

The class sat in silence for about a full minute or so, until he walked back in the room. She asked him to give his report.

"Three," he said.

She pressed him, giving him a hard look. "Exactly three?"

"Exactly three," he affirmed.

Then, she looked around the room:

"Who here can tell me the formula I use to get the volume of a pyramid?" she asked.

One girl raised her hand: "One-third the base times the height?"

I've never forgotten that formula, because, instead of having it told to us, we were asked to derive it. Not only have I remembered the formula, I can even tell you the name of boy who went to the water fountain, and the girl who told us all the formula (David and Jill).


Given the upvoted comment, If high school math just used a fraction of the resources here, we'd have way more mathematicians, I hope you don't mind me sharing this story here. Powerful visuals can happen even in the imagination. I never got to see that cube filling up with water, but everything else in the story I vividly remember.

Incidentally, this same teacher introduced us to the concept of pi by asking us to find something circular in our house (“like a plate or a coffee can”), measuring the circumference and the diameter, and dividing the one number by the other. I can still see her studying the data on the chalkboard the next day – all 20 or so numbers just a smidgeon over 3 – marveling how, even though we all probably measured differently-sized circles, the answers were coming out remarkably similar, “as if maybe that ratio is some kind of constant or something...”



这个是证明小学加减法最好的方式?

As I was in school, a supply teacher brought a scale to lesson:

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He gave us several weights that were labeled and about 4 weights without labels (let's call them ?,?,?,?A,B,C,D). Then he told us we should find out the weight of the unlabeled weights. ?A was very easy as there was a weight ?E with weight(?A) = weight(?E). I think at least two of them had the same weight and we could only get them into balance with a combination of the labeled weights. The last one was harder. We had to put a labeled weight on the side of the last one to get the weight.

Then he told us how this can be solved on paper without having the weights. So he introduced us to the concept of equations. That was a truly amazing day. Such an important concept explained with a neat way.


贝塞尔曲线图解: (咦, 这好像本身就是集合问题?)

Steven Wittens presents quite a few math concepts in his talk Making things with math. His slides can be found from his own website.

For example, Bézier curves visually:

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He has also created MathBox.js which powers his amazing visualisations in the slides.


分形的艺术: Mandelbrot图形

Fractal art. Here's an example: "Mandelbrot Island"

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这个岛好恐怖

The real island of Sark in the (English) Channel Islands looks astonishingly like Mandelbrot island: 640?wx_fmt=jpeg

Now that I think about it, fractals in general are quite beautiful. Here's a close-up of the Mandelbrot set:

640?wx_fmt=jpeg


这什么鬼???

The magnetic pendulum:

640?wx_fmt=jpeg

An iron pendulum is suspended above a flat surface, with three magnets on it. The magnets are colored red, yellow and blue.

We hold the pendulum above a random point of the surface and let it go, holding our finger on the starting point. After some swinging this way and that, under the attractions of the magnets and gravity, it will come to rest over one of the magnets. We color the starting point (under our finger) with the color of the magnet.

Repeating this for every point on the surface, we get the image shown above.


剩下就没什么有创意的图形了, 但还是能感受到浓浓的数学之爱, 用二维/三维的思想来解决一维数字运算的问题真是太完美了, 为此, 我推荐一个YouTube频道

"3Blue1Brown", 这个频道用最直观的物理的方式描述了数学中许多的经典问题,比如为什么"直线的本质是圆?", 随便看几期视频就能感受到数学的美妙, 困扰多年的问题也许就迎刃而解了.

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数据建模与数学建模仓库:完整资源与实战指南 数据建模,简单来说,是通过将现实世界中的实体、事件和关系转换成数据结构和信息系统的构成部分来表示和分析的过程。它旨在抽象化、规范化和简化数据的复杂性,以便于管理和使用。数据建模的方法包括实体关系模型、数据流图、UML等。数学建模是指运用数学语言来描述和解决现实世界中的各种问题的过程。通过抽象和简化现实世界的现象,构建数学模型,数学家、工程师、物理学家等科研工作者可以利用模型来模拟、预测和解释实际问题。数学建模竞赛是全球性的学术竞赛,旨在激发学生对数学建模和应用数学的兴趣,培养解决实际问题的能力。 阅读详情

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