how to find local max and min without derivatives

i am trying to find out maximum and minimum value of above questions without using derivative but not be able to evaluate , could some help me. any val, Posted 3 years ago. says that $y_0 = c - \dfrac{b^2}{4a}$ is a maximum. Well, if doing A costs B, then by doing A you lose B. Plugging this into the equation and doing the &= c - \frac{b^2}{4a}. Find all the x values for which f'(x) = 0 and list them down. 5.1 Maxima and Minima. 10 stars ! More precisely, (x, f(x)) is a local maximum if there is an interval (a, b) with a < x < b and f(x) f(z) for every z in both (a, b) and . How to react to a students panic attack in an oral exam? Glitch? This tells you that f is concave down where x equals -2, and therefore that there's a local max Mathematics Stack Exchange is a question and answer site for people studying math at any level and professionals in related fields. How to find the local maximum and minimum of a cubic function. $y = ax^2 + bx + c$ for various other values of $a$, $b$, and $c$, If the second derivative at x=c is positive, then f(c) is a minimum. Because the derivative (and the slope) of f equals zero at these three critical numbers, the curve has horizontal tangents at these numbers.

\r\n\r\n\r\nNow that youve got the list of critical numbers, you need to determine whether peaks or valleys or neither occur at those x-values. from $-\dfrac b{2a}$, that is, we let I think what you mean to say is simply that a function's derivative can equal 0 at a point without having an extremum at that point, which is related to the fact that the second derivative at that point is 0, i.e. This is one of the best answer I have come across, Yes a variation of this idea can be used to find the minimum too. So say the function f'(x) is 0 at the points x1,x2 and x3. Direct link to Will Simon's post It is inaccurate to say t, Posted 6 months ago. Example. People often write this more compactly like this: The thinking behind the words "stable" and "stationary" is that when you move around slightly near this input, the value of the function doesn't change significantly. These basic properties of the maximum and minimum are summarized . By clicking Accept all cookies, you agree Stack Exchange can store cookies on your device and disclose information in accordance with our Cookie Policy. Values of x which makes the first derivative equal to 0 are critical points. Conversely, because the function switches from decreasing to increasing at 2, you have a valley there or a local minimum. A critical point of function F (the gradient of F is the 0 vector at this point) is an inflection point if both the F_xx (partial of F with respect to x twice)=0 and F_yy (partial of F with respect to y twice)=0 and of course the Hessian must be >0 to avoid being a saddle point or inconclusive. We try to find a point which has zero gradients . The function switches from increasing to decreasing at 2; in other words, you go up to 2 and then down. Instead, the quantity $c - \dfrac{b^2}{4a}$ just "appeared" in the Math can be tough, but with a little practice, anyone can master it. That said, I would guess the ancient Greeks knew how to do this, and I think completing the square was discovered less than a thousand years ago. A maximum is a high point and a minimum is a low point: In a smoothly changing function a maximum or minimum is always where the function flattens out (except for a saddle point). Direct link to Robert's post When reading this article, Posted 7 years ago. The function f ( x) = 3 x 4 4 x 3 12 x 2 + 3 has first derivative. The global maximum of a function, or the extremum, is the largest value of the function. The usefulness of derivatives to find extrema is proved mathematically by Fermat's theorem of stationary points. Find the local maximum and local minimum values by using 1st derivative test for the function, f (x) = 3x4+4x3 -12x2+12. First Derivative Test for Local Maxima and Local Minima. I suppose that would depend on the specific function you were looking at at the time, and the context might make it clear. Amazing ! Bulk update symbol size units from mm to map units in rule-based symbology. Okay, that really was the same thing as completing the square but it didn't feel like it so what the @@@@. 2.) We call one of these peaks a, The output of a function at a local maximum point, which you can visualize as the height of the graph above that point, is the, The word "local" is used to distinguish these from the. A point x x is a local maximum or minimum of a function if it is the absolute maximum or minimum value of a function in the interval (x - c, \, x + c) (x c, x+c) for some sufficiently small value c c. Many local extrema may be found when identifying the absolute maximum or minimum of a function. How to find the local maximum of a cubic function. First Derivative Test Example. This figure simply tells you what you already know if youve looked at the graph of f that the function goes up until 2, down from 2 to 0, further down from 0 to 2, and up again from 2 on. $-\dfrac b{2a}$. The vertex of $y = A(x - k)^2$ is just shifted right $k$, so it is $(k, 0)$. Determine math problem In order to determine what the math problem is, you will need to look at the given information and find the key details. So x = -2 is a local maximum, and x = 8 is a local minimum. Section 4.3 : Minimum and Maximum Values. This test is based on the Nobel-prize-caliber ideas that as you go over the top of a hill, first you go up and then you go down, and that when you drive into and out of a valley, you go down and then up. Youre done. Find the first derivative. The smallest value is the absolute minimum, and the largest value is the absolute maximum. You then use the First Derivative Test. And because the sign of the first derivative doesnt switch at zero, theres neither a min nor a max at that x-value.

\r\n\r\n \t
  • \r\n

    Obtain the function values (in other words, the heights) of these two local extrema by plugging the x-values into the original function.

    \r\n\"image8.png\"\r\n

    Thus, the local max is located at (2, 64), and the local min is at (2, 64). Direct link to Alex Sloan's post Well think about what hap, Posted 5 years ago. In defining a local maximum, let's use vector notation for our input, writing it as. If there is a global maximum or minimum, it is a reasonable guess that and in fact we do see $t^2$ figuring prominently in the equations above. The result is a so-called sign graph for the function. It is inaccurate to say that "this [the derivative being 0] also happens at inflection points." \end{align} Hence if $(x,c)$ is on the curve, then either $ax + b = 0$ or $x = 0$. This means finding stable points is a good way to start the search for a maximum, but it is not necessarily the end. The word "critical" always seemed a bit over dramatic to me, as if the function is about to die near those points. the line $x = -\dfrac b{2a}$. 1.If f(x) is a continuous function in its domain, then at least one maximum or one minimum should lie between equal values of f(x). When working with a function of one variable, the definition of a local extremum involves finding an interval around the critical point such that the function value is either greater than or less than all the other function values in that interval. Try it. Step 1: Find the first derivative of the function. Steps to find absolute extrema. Local Maximum. How to find local maximum of cubic function. Theorem 2 If a function has a local maximum value or a local minimum value at an interior point c of its domain and if f ' exists at c, then f ' (c) = 0. Why is there a voltage on my HDMI and coaxial cables? Second Derivative Test. This calculus stuff is pretty amazing, eh?\r\n\r\n\"image0.jpg\"\r\n\r\nThe figure shows the graph of\r\n\r\n\"image1.png\"\r\n\r\nTo find the critical numbers of this function, heres what you do:\r\n

      \r\n \t
    1. \r\n

      Find the first derivative of f using the power rule.

      \r\n\"image2.png\"
    2. \r\n \t
    3. \r\n

      Set the derivative equal to zero and solve for x.

      \r\n\"image3.png\"\r\n

      x = 0, 2, or 2.

      \r\n

      These three x-values are the critical numbers of f. Additional critical numbers could exist if the first derivative were undefined at some x-values, but because the derivative

      \r\n\"image4.png\"\r\n

      is defined for all input values, the above solution set, 0, 2, and 2, is the complete list of critical numbers. The function switches from increasing to decreasing at 2; in other words, you go up to 2 and then down. Which tells us the slope of the function at any time t. We saw it on the graph! And that first derivative test will give you the value of local maxima and minima. She is the author of several For Dummies books, including Algebra Workbook For Dummies, Algebra II For Dummies, and Algebra II Workbook For Dummies. The maximum value of f f is. Local maximum is the point in the domain of the functions, which has the maximum range. Don't you have the same number of different partial derivatives as you have variables? So what happens when x does equal x0? \end{align} For example. \begin{equation} f(x)=3 x^{2}-18 x+5,[0,7] \end{equation} Direct link to sprincejindal's post When talking about Saddle, Posted 7 years ago. Apply the distributive property. While there can be more than one local maximum in a function, there can be only one global maximum. Then using the plot of the function, you can determine whether the points you find were a local minimum or a local maximum. Conversely, because the function switches from decreasing to increasing at 2, you have a valley there or a local minimum. Browse other questions tagged, Start here for a quick overview of the site, Detailed answers to any questions you might have, Discuss the workings and policies of this site. \begin{align} The first derivative test, and the second derivative test, are the two important methods of finding the local maximum for a function. Dummies helps everyone be more knowledgeable and confident in applying what they know. A derivative basically finds the slope of a function. x0 thus must be part of the domain if we are able to evaluate it in the function. To find a local max and min value of a function, take the first derivative and set it to zero. Then we find the sign, and then we find the changes in sign by taking the difference again. As the derivative of the function is 0, the local minimum is 2 which can also be validated by the relative minimum calculator and is shown by the following graph: Learn what local maxima/minima look like for multivariable function. Calculus can help! She taught at Bradley University in Peoria, Illinois for more than 30 years, teaching algebra, business calculus, geometry, and finite mathematics. 2) f(c) is a local minimum value of f if there exists an interval (a,b) containing c such that f(c) is the minimum value of f on (a,b)S. So this method answers the question if there is a proof of the quadratic formula that does not use any form of completing the square. . 1. $y = ax^2 + bx + c$ are the values of $x$ such that $y = 0$. that the curve $y = ax^2 + bx + c$ is symmetric around a vertical axis. This is like asking how to win a martial arts tournament while unconscious. algebra-precalculus; Share. Finding sufficient conditions for maximum local, minimum local and saddle point. What's the difference between a power rail and a signal line? ), The maximum height is 12.8 m (at t = 1.4 s). \tag 1 So, at 2, you have a hill or a local maximum. The function must also be continuous, but any function that is differentiable is also continuous, so we are covered. All in all, we can say that the steps to finding the maxima/minima/saddle point (s) of a multivariable function are: 1.) To find local maximum or minimum, first, the first derivative of the function needs to be found. And there is an important technical point: The function must be differentiable (the derivative must exist at each point in its domain). and therefore $y_0 = c - \dfrac{b^2}{4a}$ is a minimum. Then f(c) will be having local minimum value. The difference between the phonemes /p/ and /b/ in Japanese. So, at 2, you have a hill or a local maximum. Multiply that out, you get $y = Ax^2 - 2Akx + Ak^2 + j$. 18B Local Extrema 2 Definition Let S be the domain of f such that c is an element of S. Then, 1) f(c) is a local maximum value of f if there exists an interval (a,b) containing c such that f(c) is the maximum value of f on (a,b)S. So if $ax^2 + bx + c = a(x^2 + x b/a)+c := a(x^2 + b'x) + c$ So finding the max/min is simply a matter of finding the max/min of $x^2 + b'x$ and multiplying by $a$ and adding $c$. \begin{align} To find the critical numbers of this function, heres what you do: Find the first derivative of f using the power rule. When the function is continuous and differentiable. Mary Jane Sterling aught algebra, business calculus, geometry, and finite mathematics at Bradley University in Peoria, Illinois for more than 30 years. If there is a multivariable function and we want to find its maximum point, we have to take the partial derivative of the function with respect to both the variables. and do the algebra: The other value x = 2 will be the local minimum of the function. Assuming this function continues downwards to left or right: The Global Maximum is about 3.7. Not all critical points are local extrema. This question is missing context or other details: Please improve the question by providing additional context, which ideally includes your thoughts on the problem and any attempts you have made to solve it. For these values, the function f gets maximum and minimum values. Now, heres the rocket science. Using the second-derivative test to determine local maxima and minima. Direct link to Jerry Nilsson's post Well, if doing A costs B,, Posted 2 years ago. I have a "Subject: Multivariable Calculus" button. . Expand using the FOIL Method. The Second Derivative Test for Relative Maximum and Minimum. If f ( x) < 0 for all x I, then f is decreasing on I . quadratic formula from it. This is the topic of the. So the vertex occurs at $(j, k) = \left(\frac{-b}{2a}, \frac{4ac - b^2}{4a}\right)$. So we can't use the derivative method for the absolute value function. An assumption made in the article actually states the importance of how the function must be continuous and differentiable. If $a$ is positive, $at^2$ is positive, hence $y > c - \dfrac{b^2}{4a} = y_0$ It's obvious this is true when $b = 0$, and if we have plotted This calculus stuff is pretty amazing, eh? This calculus stuff is pretty amazing, eh?\r\n\r\n\"image0.jpg\"\r\n\r\nThe figure shows the graph of\r\n\r\n\"image1.png\"\r\n\r\nTo find the critical numbers of this function, heres what you do:\r\n

        \r\n \t
      1. \r\n

        Find the first derivative of f using the power rule.

        \r\n\"image2.png\"
      2. \r\n \t
      3. \r\n

        Set the derivative equal to zero and solve for x.

        \r\n\"image3.png\"\r\n

        x = 0, 2, or 2.

        \r\n

        These three x-values are the critical numbers of f. Additional critical numbers could exist if the first derivative were undefined at some x-values, but because the derivative

        \r\n\"image4.png\"\r\n

        is defined for all input values, the above solution set, 0, 2, and 2, is the complete list of critical numbers. Domain Sets and Extrema. Now plug this value into the equation It very much depends on the nature of your signal. Certainly we could be inspired to try completing the square after How to find the maximum and minimum of a multivariable function? where $t \neq 0$. Given a differentiable function, the first derivative test can be applied to determine any local maxima or minima of the given function through the steps given below. There is only one equation with two unknown variables. Step 5.1.2.1. So now you have f'(x). This test is based on the Nobel-prize-caliber ideas that as you go over the top of a hill, first you go up and then you go down, and that when you drive into and out of a valley, you go down and then up. it is less than 0, so 3/5 is a local maximum, it is greater than 0, so +1/3 is a local minimum, equal to 0, then the test fails (there may be other ways of finding out though). A local minimum, the smallest value of the function in the local region. if this is just an inspired guess) The result is a so-called sign graph for the function.

        \r\n\"image7.jpg\"\r\n

        This figure simply tells you what you already know if youve looked at the graph of f that the function goes up until 2, down from 2 to 0, further down from 0 to 2, and up again from 2 on.

        \r\n

        Now, heres the rocket science. You can rearrange this inequality to get the maximum value of $y$ in terms of $a,b,c$. This is called the Second Derivative Test. Pick a value from each region, plug it into the first derivative, and note whether your result is positive or negative. [closed], meta.math.stackexchange.com/questions/5020/, We've added a "Necessary cookies only" option to the cookie consent popup. Step 5.1.2.2. So it's reasonable to say: supposing it were true, what would that tell Assuming this is measured data, you might want to filter noise first. Tap for more steps. Because the derivative (and the slope) of f equals zero at these three critical numbers, the curve has horizontal tangents at these numbers.

        \r\n
      4. \r\n
      \r\nNow that youve got the list of critical numbers, you need to determine whether peaks or valleys or neither occur at those x-values. I've said this before, but the reason to learn formal definitions, even when you already have an intuition, is to expose yourself to how intuitive mathematical ideas are captured precisely. Step 5.1.1. y &= a\left(-\frac b{2a} + t\right)^2 + b\left(-\frac b{2a} + t\right) + c And because the sign of the first derivative doesnt switch at zero, theres neither a min nor a max at that x-value. I think that may be about as different from "completing the square" Why is this sentence from The Great Gatsby grammatical? Dont forget, though, that not all critical points are necessarily local extrema.\r\n\r\nThe first step in finding a functions local extrema is to find its critical numbers (the x-values of the critical points). If the second derivative is greater than zerof(x1)0 f ( x 1 ) 0 , then the limiting point (x1) ( x 1 ) is the local minima. @return returns the indicies of local maxima. But as we know from Equation $(1)$, above, Any help is greatly appreciated! This works really well for my son it not only gives the answer but it shows the steps and you can also push the back button and it goes back bit by bit which is really useful and he said he he is able to learn at a pace that makes him feel comfortable instead of being left pressured . Or if $x > |b|/2$ then $(x+ h)^2 + b(x + h) = x^2 + bx +h(2x + b) + h^2 > 0$ so the expression has no max value. the point is an inflection point). In particular, we want to differentiate between two types of minimum or . How do you find a local minimum of a graph using. Second Derivative Test. The local maximum can be computed by finding the derivative of the function. y &= c. \\ and recalling that we set $x = -\dfrac b{2a} + t$, Get support from expert teachers If you're looking for expert teachers to help support your learning, look no further than our online tutoring services. Maxima and Minima are one of the most common concepts in differential calculus. the original polynomial from it to find the amount we needed to The result is a so-called sign graph for the function.

      \r\n\"image7.jpg\"\r\n

      This figure simply tells you what you already know if youve looked at the graph of f that the function goes up until 2, down from 2 to 0, further down from 0 to 2, and up again from 2 on.

      \r\n

      Now, heres the rocket science. Critical points are where the tangent plane to z = f ( x, y) is horizontal or does not exist. If the function f(x) can be derived again (i.e. Intuitively, when you're thinking in terms of graphs, local maxima of multivariable functions are peaks, just as they are with single variable functions. The second derivative may be used to determine local extrema of a function under certain conditions. When both f'(c) = 0 and f"(c) = 0 the test fails. Find all critical numbers c of the function f ( x) on the open interval ( a, b). Sometimes higher order polynomials have similar expressions that allow finding the maximum/minimum without a derivative. Obtain the function values (in other words, the heights) of these two local extrema by plugging the x-values into the original function. For instance, here is a graph with many local extrema and flat tangent planes on each one: Saying that all the partial derivatives are zero at a point is the same as saying the. 1. rev2023.3.3.43278. So it works out the values in the shifts of the maxima or minima at (0,0) , in the specific quadratic, to deduce the actual maxima or minima in any quadratic. Math can be tough to wrap your head around, but with a little practice, it can be a breeze! does the limit of R tends to zero? Therefore, first we find the difference. Second Derivative Test for Local Extrema. If b2 - 3ac 0, then the cubic function has a local maximum and a local minimum. This function has only one local minimum in this segment, and it's at x = -2. In calculus, a derivative test uses the derivatives of a function to locate the critical points of a function and determine whether each point is a local maximum, a local minimum, or a saddle point.Derivative tests can also give information about the concavity of a function.. Consider the function below. While we can all visualize the minimum and maximum values of a function we want to be a little more specific in our work here. Here's how: Take a number line and put down the critical numbers you have found: 0, -2, and 2. &= \pm \frac{\sqrt{b^2 - 4ac}}{2a}, or is it sufficiently different from the usual method of "completing the square" that it can be considered a different method? So you get, $$b = -2ak \tag{1}$$ But otherwise derivatives come to the rescue again. the vertical axis would have to be halfway between can be used to prove that the curve is symmetric. So if there is a local maximum at $(x_0,y_0,z_0)$, both partial derivatives at the point must be zero, and likewise for a local minimum. To find the minimum value of f (we know it's minimum because the parabola opens upward), we set f '(x) = 2x 6 = 0 Solving, we get x = 3 is the . $$c = a\left(\frac{-b}{2a}\right)^2 + j \implies j = \frac{4ac - b^2}{4a}$$. The solutions of that equation are the critical points of the cubic equation. f(x) = 6x - 6 If b2 - 3ac 0, then the cubic function has a local maximum and a local minimum. . Direct link to George Winslow's post Don't you have the same n. The local minima and maxima can be found by solving f' (x) = 0. In machine learning and artificial intelligence, the way a computer "learns" how to do something is commonly to minimize some "cost function" that the programmer has specified. On the contrary, the equation $y = at^2 + c - \dfrac{b^2}{4a}$ But if $a$ is negative, $at^2$ is negative, and similar reasoning Many of our applications in this chapter will revolve around minimum and maximum values of a function. Set the derivative equal to zero and solve for x. the graph of its derivative f '(x) passes through the x axis (is equal to zero). How can I know whether the point is a maximum or minimum without much calculation? Step 2: Set the derivative equivalent to 0 and solve the equation to determine any critical points. If there is a plateau, the first edge is detected. Examples. Pierre de Fermat was one of the first mathematicians to propose a . 0 &= ax^2 + bx = (ax + b)x. Note that the proof made no assumption about the symmetry of the curve. Find the maximum and minimum values, if any, without using If (x,f(x)) is a point where f(x) reaches a local maximum or minimum, and if the derivative of f exists at x, then the graph has a tangent line and the Critical points are places where f = 0 or f does not exist. 3) f(c) is a local . Formally speaking, a local maximum point is a point in the input space such that all other inputs in a small region near that point produce smaller values when pumped through the multivariable function. Evaluating derivative with respect to x. f' (x) = d/dx [3x4+4x3 -12x2+12] Since the function involves power functions, so by using power rule of derivative, Learn more about Stack Overflow the company, and our products. This video focuses on how to apply the First Derivative Test to find relative (or local) extrema points. At -2, the second derivative is negative (-240). As in the single-variable case, it is possible for the derivatives to be 0 at a point . It is an Inflection Point ("saddle point") the slope does become zero, but it is neither a maximum nor minimum. I'll give you the formal definition of a local maximum point at the end of this article. And the f(c) is the maximum value. Nope. as a purely algebraic method can get. Set the partial derivatives equal to 0. With respect to the graph of a function, this means its tangent plane will be flat at a local maximum or minimum. Note: all turning points are stationary points, but not all stationary points are turning points. Why can ALL quadratic equations be solved by the quadratic formula? They are found by setting derivative of the cubic equation equal to zero obtaining: f (x) = 3ax2 + 2bx + c = 0. ","hasArticle":false,"_links":{"self":"https://dummies-api.dummies.com/v2/authors/8985"}}],"primaryCategoryTaxonomy":{"categoryId":33727,"title":"Pre-Calculus","slug":"pre-calculus","_links":{"self":"https://dummies-api.dummies.com/v2/categories/33727"}},"secondaryCategoryTaxonomy":{"categoryId":0,"title":null,"slug":null,"_links":null},"tertiaryCategoryTaxonomy":{"categoryId":0,"title":null,"slug":null,"_links":null},"trendingArticles":null,"inThisArticle":[],"relatedArticles":{"fromBook":[{"articleId":260218,"title":"Special Function Types and Their Graphs","slug":"special-function-types-and-their-graphs","categoryList":["academics-the-arts","math","pre-calculus"],"_links":{"self":"https://dummies-api.dummies.com/v2/articles/260218"}},{"articleId":260215,"title":"The Differences between Pre-Calculus and Calculus","slug":"the-differences-between-pre-calculus-and-calculus","categoryList":["academics-the-arts","math","pre-calculus"],"_links":{"self":"https://dummies-api.dummies.com/v2/articles/260215"}},{"articleId":260207,"title":"10 Polar Graphs","slug":"10-polar-graphs","categoryList":["academics-the-arts","math","pre-calculus"],"_links":{"self":"https://dummies-api.dummies.com/v2/articles/260207"}},{"articleId":260183,"title":"Pre-Calculus: 10 Habits to Adjust before Calculus","slug":"pre-calculus-10-habits-to-adjust-before-calculus","categoryList":["academics-the-arts","math","pre-calculus"],"_links":{"self":"https://dummies-api.dummies.com/v2/articles/260183"}},{"articleId":208308,"title":"Pre-Calculus For Dummies Cheat Sheet","slug":"pre-calculus-for-dummies-cheat-sheet","categoryList":["academics-the-arts","math","pre-calculus"],"_links":{"self":"https://dummies-api.dummies.com/v2/articles/208308"}}],"fromCategory":[{"articleId":262884,"title":"10 Pre-Calculus Missteps to Avoid","slug":"10-pre-calculus-missteps-to-avoid","categoryList":["academics-the-arts","math","pre-calculus"],"_links":{"self":"https://dummies-api.dummies.com/v2/articles/262884"}},{"articleId":262851,"title":"Pre-Calculus Review of Real Numbers","slug":"pre-calculus-review-of-real-numbers","categoryList":["academics-the-arts","math","pre-calculus"],"_links":{"self":"https://dummies-api.dummies.com/v2/articles/262851"}},{"articleId":262837,"title":"Fundamentals of Pre-Calculus","slug":"fundamentals-of-pre-calculus","categoryList":["academics-the-arts","math","pre-calculus"],"_links":{"self":"https://dummies-api.dummies.com/v2/articles/262837"}},{"articleId":262652,"title":"Complex Numbers and Polar Coordinates","slug":"complex-numbers-and-polar-coordinates","categoryList":["academics-the-arts","math","pre-calculus"],"_links":{"self":"https://dummies-api.dummies.com/v2/articles/262652"}},{"articleId":260218,"title":"Special Function Types and Their Graphs","slug":"special-function-types-and-their-graphs","categoryList":["academics-the-arts","math","pre-calculus"],"_links":{"self":"https://dummies-api.dummies.com/v2/articles/260218"}}]},"hasRelatedBookFromSearch":false,"relatedBook":{"bookId":282496,"slug":"pre-calculus-for-dummies-3rd-edition","isbn":"9781119508779","categoryList":["academics-the-arts","math","pre-calculus"],"amazon":{"default":"https://www.amazon.com/gp/product/1119508770/ref=as_li_tl?ie=UTF8&tag=wiley01-20","ca":"https://www.amazon.ca/gp/product/1119508770/ref=as_li_tl?ie=UTF8&tag=wiley01-20","indigo_ca":"http://www.tkqlhce.com/click-9208661-13710633?url=https://www.chapters.indigo.ca/en-ca/books/product/1119508770-item.html&cjsku=978111945484","gb":"https://www.amazon.co.uk/gp/product/1119508770/ref=as_li_tl?ie=UTF8&tag=wiley01-20","de":"https://www.amazon.de/gp/product/1119508770/ref=as_li_tl?ie=UTF8&tag=wiley01-20"},"image":{"src":"https://www.dummies.com/wp-content/uploads/pre-calculus-for-dummies-3rd-edition-cover-9781119508779-203x255.jpg","width":203,"height":255},"title":"Pre-Calculus For Dummies","testBankPinActivationLink":"","bookOutOfPrint":false,"authorsInfo":"

      Mary Jane Sterling aught algebra, business calculus, geometry, and finite mathematics at Bradley University in Peoria, Illinois for more than 30 years.