Mathematics is a formal ngắn gọn xúc tích system, perhaps the ultimate formal xúc tích và ngắn gọn system. Here we describe the elegance of the foundations of the mathematics that chemometrics is based on.

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In high-school mathematics courses (such as algebra, Euclidean geometry, trigonometry), we learned that mathematics is a formal lô ghích system, perhaps the ultimate formal súc tích system. Therefore, foundational primitive elements of this xúc tích system underlie all of the higher developments in mathematics. In high school, we learned this in connection with the subject of the individual courses; we then went on lớn use the results developed to create higher levels of useful products of the ngắn gọn xúc tích system, including chemometrics. In the process of building the higher levels of the mathematical constructs, we ignored, & then eventually forgot, the primitive foundations of the mathematics that chemometrics is all based on. Those primitive bases include the answers to some interesting và important questions that we no longer ask ourselves, despite the fact that we use the answers lớn those questions all the time. In this column, we will consider the question: Why does -1 × -1 = 1?

Everyone knows that -1 x -1 = 1. How vị we know that? Because one of the rules of arithmetic that we all learned early in our mathematical education, once we progressed beyond the four basic arithmetic operations, was that -1 × -1 = +1, & of course, that rule was generalized to all negative numbers. That was one of many rules that we learned early on at that time.

But why is that so? Why does that sản phẩm not equal -1? Why does it not equal 0 or some other quantity? Did we never wonder about that? Some of us may have simply accepted it unquestioningly as one of the mysterious rules of mathematical life. Some of us may have had vague notions about “two negatives canceling each other,” or some similar concept. Some may have assumed, as we did, that it represents one of the fundamental primitive properties of numbers. Some may have simply accepted it because it makes the answers come out right. The reasons for the rule were never explained at the time. However, we learned the rule and internalized it, despite lack of an explanation.

It’s certainly easy enough khổng lồ create examples that can verify that rule of performing arithmetic. Consider Figure 1, which shows a hill that a person (or car) can go either up (+) or down (-). In Figure 1a, the hill has a positive slope, so that, as time goes on, the movement is up the hill. In reality, we cannot have negative time, but we can speak of what happened a certain amount of time “ago,” that lets us know what happened at a previous time, and, in turn, gives us the conceptual equivalent of a negative time. In Figure 1a, positive time corresponds lớn the traveler increasing their height (or altitude), while “negative” time corresponds lớn decreasing altitude.

On the other hand, in Figure 1b, the situation is reversed. The hill has a negative slope, so increasing time gives the traveler a decreasing height, and, more to the point, looking back khổng lồ “negative time” shows the traveler at increasing altitudes as “negative time” increases. The two negatives (slope and time) operating together result in a positive change in altitude.

This example conforms to lớn all of our expectations of how mathematical operations behave, especially that a negative (slope) times another negative (time) gives a positive result (altitude, in this example).

However, we know that mathematics doesn’t depend on examples to lớn prove anything, because no matter how thorough you might have tried to be, you may have missed the one case that would constitute the key counterexample that disproves the generality of the rule that is being examined.

So how does mathematics prove anything beyond question, so that we can rely on it for all possible cases & conditions, và further, khổng lồ be able to use it lớn prove other rules beyond question? For the answer khổng lồ that question, we have to lớn go back lớn our high school elementary classes in algebra, geometry, và trigonometry that all started with the basic fundamentals of how these mathematical constructs are developed. You’ll recall that we all started with a minimal mix of “undefined terms” (points, lines, và numbers, for example) that could be used in conjunction with strict rules of lô ghích to define more complicated mathematical objects.

Simultaneously, we learned about self-evident rules (such as “anything is equal to itself” & “two things that are equal lớn the same thing are equal khổng lồ each other”), that were called axioms or postulates. These could be used, also, in accordance with the strict rules of logic, to lớn unequivocally prove more advanced & complicated rules that we điện thoại tư vấn propositions or theorems. We did that explicitly at the time, và since then, we have used those rules, constructs, & thought processes khổng lồ create the chemometrics (and other complicated mathematical structures) we use today. We justified every step we took by showing that each step is the result of applying a basic principle, axiom or previously proven theorem. However, we rarely think about those underlying principles any more, despite that we rely on them constantly.

Recently, we were reminded of all this when we learned about the real reason behind the rule that tells us that -1 × -1 = +1. When we were taught that rule in our first course in elementary algebra, the rule was simply presented khổng lồ us without further ex- planation, along with a few dozen other similar rules that enabled us khổng lồ tackle the types of problems we were supposed khổng lồ learn to lớn solve. At the time, we learned it that way because we were not nearly sophisticated enough lớn understand, much less appreciate, the nuances involved. Later, once our general knowledge of mathematics grew và we might have understood and appreciated it, that rule was simply part of our mental toolbox that we could pull out & use when we needed it without further consideration of its origin. As a result, we were all led khổng lồ believe that the property of multiplication that caused -1 × -1 to equal +1, and similarly for multiplication of other negative numbers, was simply one of those basic principles.

That may have led some of us to lớn wonder about it và ask ourselves the questions that we started this column off with. Even so, it never went further than that, và we dropped the question in favor of other, more pressing issues. The only correct selection from the mix of reasons proposed at the beginning of this article is “none of the above.” But if the result is not an axiom or a definition (which it isn’t), then what is it? & the correct answer to that question is that it must be a theorem.

So it was with ourselves, until one fine day, we heard a lecture from a mathematician, who explained that the behavior of multiplying two negative numbers to give a positive result was not a fundamental principle, but a theorem. Considering the relationship as a fundamental principle opens the door to lớn puzzlement and question “Why that rule?” It certainly isn’t self-evident, as most of the other fundamental principles are. If it’s not a fundamental principle and is, as claimed, a theorem, then it must be unique & inevitable, & accepted without question. Before we can do that, however, it must be proved, and proved using only the fundamental principles or previously proven theorems. If it’s a theorem, then we should be able to lớn prove it.

Before we can vì chưng that, though, we need to review what the fundamental principles that we will rely on are, và also some other definitions, axioms, & theorems that are universally accepted và that we can therefore use to prove other mathematical results. We will not present an exhaustive list, but we will include the ones we need lớn use now, in our own proof. So here goes:

The axioms we need are:

Axiom #1: Everything is equal to itself (Identity).Axiom #2: Things equal lớn the same or equal things are equal khổng lồ each other (this is needed to justify multistep derivations).Axiom #3: If the same or equal quantities are added to lớn equal quantities, the results are equal.Axiom #4: If the same or equal quantities are subtracted from equal quantities, the results are equal.Axiom #5: If the same or equal quantities are multiplied by equal quantities, the results are equal.

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The definitions & undefined terms we need are:

Definition #1: The counting numbers (1, 2, 3, 4, ...). These come from antiquity and represent the first mathematical objects known to lớn have been created, albeit for practical reasons. For example, a farmer needed to lớn know & keep track of how many goats were in his herd.Definition #2: The number zero. The number zero has the properties that when it is added lớn any other number, the result is the same as the other number it was added to, and when multiplied by any other number, the result is also zero.