We next apply the Chain Rule to solve a max/min problem. /Filter /FlateDecode When to use the Product Rule with the Multivariable Chain Rule? Each of these e ects causes a slight change to f. /Length 2176 %PDF-1.5 About MIT OpenCourseWare. 3.5 the trigonometric functions 158. Multivariable chain rule, simple version The chain rule for derivatives can be extended to higher dimensions. The Multivariable Chain Rule states that dz dt = ∂z ∂xdx dt + ∂z ∂ydy dt = 5(3) + (− 2)(7) = 1. Real numbers are … This book covers the standard material for a one-semester course in multivariable calculus. Definition •In calculus, the chain rule is a formula for computing the derivative of the composition of two or more functions. •Prove the chain rule •Learn how to use it •Do example problems . Then the composite function w(u(x;y);v(x;y)) is a difierentiable function of x and y, and the partial deriva-tives are given as follows: wx = wuux +wvvx; wy = wuuy +wvvy: Proof. 3.4 the chain rule 151. Definition •In calculus, the chain rule is a formula for computing the derivative of the composition of two or more functions. Otherwise it is impossible to understand. The Chain Rule, IX Example: For f(x;y) = x2 + y2, with x = t2 and y = t4, nd df dt, both directly and via the chain rule. 2 Chain rule for two sets of independent variables If u = u(x,y) and the two independent variables x,y are each a function of two new independent variables s,tthen we want relations between their partial derivatives. The Multivariable Chain Rule Nikhil Srivastava February 11, 2015 The chain rule is a simple consequence of the fact that di erentiation produces the linear approximation to a function at a point, and that the derivative is the coe cient appearing in this linear approximation. The basic concepts are illustrated through a simple example. 2 The pressure in the space at the position (x,y,z) is p(x,y,z) = x2+y2−z3 and the trajectory of an observer is the curve ~r(t) = ht,t,1/ti. Figure 12.5.2 Understanding the application of the Multivariable Chain Rule. Multivariable Chain Rules allow us to di erentiate zwith respect to any of the variables involved: Let x = x(t) and y = y(t) be di erentiable at tand suppose that z = f(x;y) is di erentiable at the point (x(t);y(t)). In particular, we will see that there are multiple variants to the chain rule here all depending on how many variables our function is dependent on and how each of those variables can, in turn, be written in terms of different variables. >> Download Full PDF Package. As a general rule, when calculating mixed derivatives the order of differentiation may be reversed without affecting the final result. ���������~2F����_�ٮ����|�c1e�NE1ex|� b�O�����>��V6��b?Ѣ�6���2=��G��b/7 @xԐ�TАS.�Q,~� 9�z8{Z�گW��b5�q��g+��.>���E�(qԱ`F,�P��TT�)������چ!��da�ч!w9)�(�H#>REsr$�R�����L�6�KV)M,y�L����;L_�r����j�[̖�j��LJ���r�X}���r}8��Y���1Y�1��hGUs*��/0�s�l��K���A��A��kT�Y�b���A�E�|�� םٻ�By��gA�tI�}�cJ��8�O���7��}P�N�tH��� +��x ʺ�$J�V������Y�*�6a�����u��e~d���?�EB�ջ�TK���x��e�X¨��ķI$� (D�9!˻f5�-֫xs}���Q��bHN�T���u9�HLR�2����!�"@y�p3aH�8��j�Ĉ�yo�X�����"��m�2Z�Ed�ܔ|�I�'��J�TXM��}Ĝ�f���q�r>ζ����凔*�7�����r�z 71a���%��M�+$�.Ds,�X�5`J��/�j�{l~���Ь����r��g��a�91,���(�����?7|i� = 3x2e(x3+y2) (using the chain rule). PDF. A real number xis positive, zero, or negative and is rational or irrational. >> Find the gradient of f at (0,0). . sufficiently differentiable functions f and g: one can simply apply the “chain rule” (f g)0 = (f0 g)g0 as many times as needed. stream This is not the usual approach in beginning The generalization of the chain rule to multi-variable functions is rather technical. Download PDF Package. We must identify the functions g and h which we compose to get log(1 x2). Premium PDF Package. x��Zێ��}����)d���e �'�� Iv� �W���HI���}N_(���(y'�o�buuթ:դ������no~�Gf 8`PCZue1{���gZ����N(t��>��g����p��Xv�XB œ)�qH�"}5�\L�5l$�8�"����-f_�993�td�L��ESMH��Ij�ig�b���ɚ��㕦x�k�%�2=Q����!Ƥ��I�r���B��C���. y t = y x(t+ t) y x(t) … By knowing certain rates--of--change information about the surface and about the path of the particle in the x - y plane, we can determine how quickly the object is rising/falling. This is not the usual approach in beginning This was a question I had in mind after reading this website Calculus: Multivariable 7th Edition - PDF eBook Hughes-Hallett Gleason McCallum. If f(x) = g(h(x)) then f0(x) = g0(h(x))h0(x). We suppose w is a function of x, y and that x, y are functions of u, v. That is, w = f(x,y) and x = x(u,v), y = y(u,v). Otherwise it is impossible to understand. The following are examples of using the multivariable chain rule. Download with Google Download with Facebook. Thus, it makes sense to consider the triple Homework 1 You know that d/dtf(~r(t)) = 2 if ~r(t) = ht,ti and d/dtf(~r(t)) = 3 if ~r(t) = ht,−ti. . 1. Implicit Functions. Hot Network Questions Why were early 3D games so full of muted colours? Introduction to the multivariable chain rule. Multivariable Chain Rules allow us to di erentiate zwith respect to any of the variables involved: Let x = x(t) and y = y(t) be di erentiable at tand suppose that z = f(x;y) is di erentiable at the point (x(t);y(t)). Call these functions f and g, respectively. Let us remind ourselves of how the chain rule works with two dimensional functionals. Transformations to Plane, spherical and polar coordinates. . Be able to compare your answer with the direct method of computing the partial derivatives. Then the derivative of y with respect to t is the derivative of y with respect to x multiplied by the derivative of x with respect to t … Let’s say we have a function f in two variables, and we want to compute d dt f(x(t);y(t)). Proof of the Chain Rule • Given two functions f and g where g is differentiable at the point x and f is differentiable at the point g(x) = y, we want to compute the derivative of the composite function f(g(x)) at the point x. 4. Usually what follows Chain Rules for Higher Derivatives H.-N. Huang, S. A. M. Marcantognini and N. J. able chain rule helps with change of variable in partial differential equations, a multivariable analogue of the max/min test helps with optimization, and the multivariable derivative of a scalar-valued function helps to find tangent planes and trajectories. PDF. This is the simplest case of taking the derivative of a composition involving multivariable functions. The chain rule says: If … Proof of the Chain Rule • Given two functions f and g where g is differentiable at the point x and f is differentiable at the point g(x) = y, we want to compute the derivative of the composite function f(g(x)) at the point x. The same thing is true for multivariable calculus, but this time we have to deal with more than one form of the chain rule. The Chain Rule, VII Example: State the chain rule that computes df dt for the function f(x;y;z), where each of x, y, and z is a function of the variable t. The chain rule says df dt = @f @x dx dt + @f @y dy dt + @f @z dz dt. . Present your solution just like the solution in Example21.2.1(i.e., write the given function as a composition of two functions f and g, compute the quantities required on the right-hand side of the chain rule formula, and nally show the chain rule being applied to get the answer). (Chain Rule) Denote w = w(u;v); u = u(x;y); and v = v(x;y), where w;u; and v are assumed to be difierentiable functions, with the composi-tion w(u(x;y);v(x;y)) assumed to be well{deflned. The following lecture-notes were prepared for a Multivariable Calculus course I taught at UC Berkeley during the summer semester of 2018. Multivariable Chain Rule SUGGESTED REFERENCE MATERIAL: As you work through the problems listed below, you should reference Chapter 13.5 of the rec-ommended textbook (or the equivalent chapter in your alternative textbook/online resource) and your lecture notes. %���� Constrained optimization : Contour lines and Lagrange's multiplier . An examination of the right{hand side of the equations in (2.4) reveals that the quantities S(t), I(t) and R(t) have to be studied simultaneously, since their rates of change are intertwined. functions, the Chain Rule and the Chain Rule for Partials. Find the gradient of f at (0,0). 1 multivariable calculus 1.1 vectors We start with some de nitions. able chain rule helps with change of variable in partial differential equations, a multivariable analogue of the max/min test helps with optimization, and the multivariable derivative of a scalar-valued function helps to find tangent planes and trajectories. w. . The Multivariable Chain Rule Suppose that z = f(x;y), where xand y themselves depend on one or more variables. The course followed Stewart’s Multivariable Calculus: Early Transcendentals, and many of the examples within these notes are taken from this textbook. chain rule. ©T M2G0j1f3 F XKTuvt3a n iS po Qf2t9wOaRrte m HLNL4CF. In the section we extend the idea of the chain rule to functions of several variables. . To do it properly, you have to use some linear algebra. %PDF-1.5 0. Then, w= w(t) is a function of t. x;yare intermediate variables and tis the independent variable. In this instance, the multivariable chain rule says that df dt = @f @x dx dt + @f @y dy dt. This is the simplest case of taking the derivative of a composition involving multivariable functions. or. Multivariable case. Shape. Transformations from one set of variables to another. MATH 200 GOALS Be able to compute partial derivatives with the various versions of the multivariate chain rule. Create a free account to download. stream If the particle is moving along a curve x= x(t);y= y(t), then the values that the particle feels is w= f(x(t);y(t)). For examples involving the one-variable chain rule, see simple examples of using the chain rule or the chain rule … Here is a set of practice problems to accompany the Chain Rule section of the Partial Derivatives chapter of the notes for Paul Dawkins Calculus III course at Lamar University. 'S��_���M�$Rs$o8Q�%S��̘����E ���[$/Ӽ�� 7)\�4GJ��)��J�_}?���|��L��;O�S��0�)�8�2�ȭHgnS/ ^nwK���e�����*WO(h��f]���,L�uC�1���Q��ko^�B�(�PZ��u���&|�i���I�YQ5�j�r]�[�f�R�J"e0X��o����@RH����(^>�ֳ�!ܬ���_>��oJ�*U�4_��S/���|n�g; �./~jο&μ\�ge�F�ׁ�'�Y�\t�Ѿd��8RstanЅ��g�YJ���~,��UZ�x�8z�lq =�n�c�M�Y^�g ��V5�L�b�����-� �̗����m����+���*�����v�XB��z�(���+��if�B�?�F*Kl���Xoj��A��n�q����?bpDb�cx��C"��PT2��0�M�~�� �i�oc� �xv��Ƹͤ�q���W��VX�$�.�|�3b� t�$��ז�*|���3x��(Ou25��]���4I�n��7?���K�n5�H��2pH�����&�;����R�K��(`���Yv>��`��?��~�cp�%b�Hf������LD�|rSW ��R��2�p�߻�0#<8�D�D*~*.�/�/ba%���*�NP�3+��o}�GEd�u�o�E ��ք� _���g�H.4@`��`�o� �D Ǫ.��=�;۬�v5b���9O��Q��h=Q��|>f.A�����=y)�] c:F���05@�(SaT���X PDF. This book presents the necessary linear algebra and then uses it as a framework upon which to build multivariable calculus. Multivariable Chain Rule SUGGESTED REFERENCE MATERIAL: As you work through the problems listed below, you should reference Chapter 13.5 of the rec-ommended textbook (or the equivalent chapter in your alternative textbook/online resource) and your lecture notes. Second with x constant ∂2z ∂y∂x = ∂ ∂y 3x2e(x3+y2) = 2y3x2e(x3+y2) = 6x2ye(x3+y2) = ∂ 2z ∂x∂y. EXPECTED SKILLS: Be able to compute partial derivatives with the various versions of the multivariate chain rule. Jacobians. The use of the term chain comes because to compute w we need to do a chain … In other words, we want to compute lim h→0 f(g(x+h))−f(g(x)) h. Free PDF. Chapter 1: An Introduction to Mathematical Structure ( PDF - 3.4MB ) Chain rule Now we will formulate the chain rule when there is more than one independent variable. . We suppose w is a function of x, y and that x, y are functions of u, v. That is, w = f(x,y) and x = x(u,v), y = y(u,v). << . Thank you in advance! 3.9 linear approximation and the derivative 178. Implicit Di erentiation for more variables Now assume that x;y;z are related by F(x;y;z) = 0: Usually you can solve z in terms of x;y, giving a function which is the chain rule. Here is a set of practice problems to accompany the Chain Rule section of the Partial Derivatives chapter of the notes for Paul Dawkins Calculus III course at Lamar University. THE CHAIN RULE - Multivariable Differential Calculus - Beginning with a discussion of Euclidean space and linear mappings, Professor Edwards (University of Georgia) follows with a thorough and detailed exposition of multivariable differential and integral calculus. This makes it look very analogous to the single-variable chain rule. (ii) or by using the chain rule, remembering z is a function of x and y, w = x2+y2+z2 so the two methods agree. Real numbers are … OCW is a free and open publication of material from thousands of MIT courses, covering the entire MIT curriculum. Thank you in advance! /Filter /FlateDecode Theorem 1. What makes a good transformation? We will do it for compositions of functions of two variables. Learn more » MATH 200 WHAT … For example, (f g)00 = ((f0 g)g0)0 = (f0 g)0g0 +(f0 g)g00 = (f00 g)(g0)2 +(f0 g)g00. In the section we extend the idea of the chain rule to functions of several variables. able chain rule helps with change of variable in partial differential equations, a multivariable analogue of the max/min test helps with optimization, and the multivariable derivative of a scalar-valued function helps to find tangent planes and trajectories. Using the chain rule, compute the rate of change of the pressure the observer measures at time t= 2. Chapter 5 … Transformations as \old in terms of new" and \new in terms of old". The multivariable chain rule is more often expressed in terms of the gradient and a vector-valued derivative. However, it is simpler to write in the case of functions of the form ((), …, ()). Young September 23, 2005 We define a notion of higher-order directional derivative of a smooth function and use it to establish three simple formulae for the nth derivative of the composition of two functions. Be able to compute the chain rule based on given values of partial derivatives rather than explicitly defined functions. 643 Pages. 4 … The idea is the same for other combinations of flnite numbers of variables. ������#�v5TLBpH���l���k���7��!L�����7��7�|���"j.k���t����^�˶�mjY����Ь��v��=f3 �ު���@�-+�&J�B$c�޻jR��C�UN,�V:;=�ոBж���-B�������(�:���֫���uJy4 T��~8�4=���P77�4. Private Pilot Compensation Is … &����w�P� 3.10 theorems about differentiable functions 186. review problems online. Multivariable calculus is just calculus which involves more than one variable. A real number xis positive, zero, or negative and is rational or irrational. 3.6 the chain rule and inverse functions 164. The notation df /dt tells you that t is the variables Chapter 5 … 13.7: The multivariable chain rule The chain rule with one independent variable w= f(x;y). The topics include curves, differentiability and partial derivatives, multiple integrals, vector fields, line and surface integrals, and the theorems of Green, Stokes, and Gauss. Case of f(g 1 (x), ... , g k (x. This de nition is more suitable for the multivariable case, where his now a vector, so it does not make sense to divide by h. Di erentiability of a vector-valued function of one variable Completely analogously we de ne the derivative of a vector-valued function of one variable. This book covers the standard material for a one-semester course in multivariable calculus. Lagrange Multiplier do not make sense. We denote R = set of all real numbers x (1) The real numbers label the points on a line once we pick an origin and a unit of length. /Length 2691 The Multivariable Chain Rule Suppose that z = f(x;y), where xand y themselves depend on one or more variables. Functional dependence. x��[K��6���ОVF�ߤ��%��Ev���-�Am��B��X�N��oIɒB�ѱ�=��$�Tϯ�H�w�w_�g:�h�Ur��0ˈ�,�*#���~����/��TP��{����MO�m�?,���y��ßv�. This book presents the necessary linear algebra and then uses it as a framework upon which to build multivariable calculus. 3.8 hyperbolic functions 174. 3 0 obj Let’s see … Multivariable calculus is just calculus which involves more than one variable. The use of the term chain comes because to compute w we need to do a chain … The multivariable Chain Rule is a generalization of the univariate one. Homework 1 You know that d/dtf(~r(t)) = 2 if ~r(t) = ht,ti and d/dtf(~r(t)) = 3 if ~r(t) = ht,−ti. 10 Multivariable functions and integrals 10.1 Plots: surface, contour, intensity To understand functions of several variables, start by recalling the ways in which you understand a function f of one variable. This paper. Multivariable Calculus that will help us in the analysis of systems like the one in (2.4). 10 Multivariable functions and integrals 10.1 Plots: surface, contour, intensity To understand functions of several variables, start by recalling the ways in which you understand a function f of one variable. MULTIVARIABLEVECTOR-VALUEDFUNCTIONS 5-1.0-0.5 0.0 0.5 1.0-1.0-0.5 0.0 0.5 1.0 0 10 20 Figure3:Graphofs(t) Wenowwanttointroduceanewtypeoffunctionthatincludes,and 8.2 Chain Rule For functions of one variable, the chain rule allows you to di erentiate with respect to still another variable: ya function of xand a function of tallows dy dt = dy dx dx dt (8:3) You can derive this simply from the de nition of a derivative. Using the chain rule, compute the rate of change of the pressure the observer measures at time t= 2. THE CHAIN RULE - Multivariable Differential Calculus - Beginning with a discussion of Euclidean space and linear mappings, Professor Edwards (University of Georgia) follows with a thorough and detailed exposition of multivariable differential and integral calculus. Applications. MULTIVARIABLE CHAIN RULE MATH 200 WEEK 5 - MONDAY. As this case occurs often in the study of functions of a single variable, it is worth describing it separately. Example 12.5.3 Using the Multivariable Chain Rule 2 The pressure in the space at the position (x,y,z) is p(x,y,z) = x2+y2−z3 and the trajectory of an observer is the curve ~r(t) = ht,t,1/ti. When you compute df /dt for f(t)=Cekt, you get Ckekt because C and k are constants. If you're seeing this message, it means we're having trouble loading external resources on our website. To do it properly, you have to use some linear algebra. %���� MULTIVARIABLEVECTOR-VALUEDFUNCTIONS 5-1.0-0.5 0.0 0.5 1.0-1.0-0.5 0.0 0.5 1.0 0 10 20 Figure3:Graphofs(t) Wenowwanttointroduceanewtypeoffunctionthatincludes,and Supplementary Notes for Multivariable Calculus, Parts I through V The Supplementary Notes include prerequisite materials, detailed proofs, and deeper treatments of selected topics. Then, y is a composite function of x; this function is denoted by f g. • In multivariable calculus, you will see bushier trees and more complicated forms of the Chain Rule where you add products of derivatives along paths, Computing the derivatives shows df dt = (2x) (2t) + (2y) (4t3). (b) On the other hand, if we think of x and z as the independent variables, using say method (i) above, we get rid of y by using the relation y2 = z -x2, and get w = x2 + y2 + z2 = z2+ (2 -x2) + z2 = Z + z2; • Δw Δs... y. P 0.. Δs u J J J J x J J J J J J J J J J Δy y Δs J J J J J J J P 0 • Δx x Directional Derivatives Directional derivative Like all derivatives the directional derivative can be thought of as a ratio. (i) As a rule, e.g., “double and add 1” (ii) As an equation, e.g., f(x)=2x+1 (iii) As a table of values, e.g., x 012 5 20 … How to prove the formula for the joint PDF of two transformed jointly continuous random variables? If we are given the function y = f(x), where x is a function of time: x = g(t). In particular, we will see that there are multiple variants to the chain rule here all depending on how many variables our function is dependent on and how each of those variables can, in turn, be written in terms of different variables. 0. We are nding the derivative of the logarithm of 1 x2; the of almost always means a chain rule. Changing tslightly has two e ects: it changes xslightly, and it changes yslightly. 21{1 Use the chain rule to nd the following derivatives. We denote R = set of all real numbers x (1) The real numbers label the points on a line once we pick an origin and a unit of length. That is, if f is a function and g is a function, then the chain rule expresses the derivative of the composite function f ∘ g in terms of the derivatives of f and g. 11 Partial derivatives and multivariable chain rule 11.1 Basic defintions and the Increment Theorem One thing I would like to point out is that you’ve been taking partial derivatives all your calculus-life. Chain rule Now we will formulate the chain rule when there is more than one independent variable. (Section 3.6: Chain Rule) 3.6.2 We can think of y as a function of u, which, in turn, is a function of x. The topics include curves, differentiability and partial derivatives, multiple integrals, vector fields, line and surface integrals, and the theorems of Green, Stokes, and Gauss. 3. y c CA9l5l W ur Yimgh1tTs y mr6e Os5eVr3vkejdW.I d 2Mvatdte I Nw5intkhZ oI5n 1fFivnNiVtvev … 1. We now practice applying the Multivariable Chain Rule. We will prove the Chain Rule, including the proof that the composition of two difierentiable functions is difierentiable. In single-variable calculus, we found that one of the most useful differentiation rules is the chain rule, which allows us to find the derivative of the composition of two functions. 3.7 implicit functions 171. Section 3: Higher Order Partial Derivatives 12 Exercise 3. Solution: This problem requires the chain rule. Multivariable Chain Rule SUGGESTED REFERENCE MATERIAL: As you work through the problems listed below, you should reference Chapter 13.5 of the rec-ommended textbook (or the equivalent chapter in your alternative textbook/online resource) and your lecture notes. able chain rule helps with change of variable in partial differential equations, a multivariable analogue of the max/min test helps with optimization, and the multivariable derivative of a scalar-valued function helps to find tangent planes and trajectories. 1 multivariable calculus 1.1 vectors We start with some de nitions. Support for MIT OpenCourseWare's 15th anniversary is provided by . Here we see what that looks like in the relatively simple case where the composition is a single-variable function. 3 0 obj << A short summary of this paper. I am new to multivariable calculus and I'm just curious to understand more about partial differentiation. 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Material for a multivariable calculus compare your answer with the direct method of computing the derivatives shows df dt (! It changes xslightly, and it changes xslightly, and it changes xslightly, and it changes.. One-Semester course in multivariable calculus is just calculus which involves more than one variable direct method of the... Negative and is rational or irrational ; yare intermediate variables and tis independent. 12.5.2 Understanding the application of the composition of two or more functions idea of the multivariate chain rule is formula! S. A. M. Marcantognini and N. J as a framework upon which to build multivariable calculus and I 'm curious! •Learn how to prove the formula for the joint PDF of two or more functions a. Mit OpenCourseWare 's 15th anniversary is provided by review problems online yare intermediate variables and tis the independent.. Compute df /dt for f ( g 1 ( x analogous to the single-variable rule. 12.5.2 Understanding the application of the multivariable chain rule to multi-variable functions rather... When you compute df /dt for f ( t ) =Cekt, have. 3D games so full of muted colours is to read the problem aloud nding the derivative a... At ( 0,0 ) rule to multi-variable functions is rather technical course I taught at UC during... The rate of change of the univariate one, when calculating mixed the. Gradient of f at ( 0,0 ) rule MATH 200 GOALS be able to partial! G and h which we compose to get log ( 1 x2 ; the of always. Vector-Valued derivative changing tslightly has two e ects: it changes yslightly … this is the simplest of. Like the one in ( 2.4 ) rule Now we will do it properly, you get Ckekt because and. Computing the partial derivatives involves more than one independent variable us remind ourselves of how the chain rule compute! Answer with the various versions of the chain rule, when calculating mixed derivatives the order of differentiation be... The derivatives shows df dt = ( 2x ) ( 4t3 ) of functions of two variables see that. ) Figure 12.5.2 Understanding the application of the chain rule to functions of a single variable, means. Partial derivatives 12 Exercise 3 derivatives the order of differentiation may be reversed affecting. Rule works with two dimensional functionals Figure 12.5.2 Understanding the application of the composition of two variables 1.0-1.0-0.5 0.0 1.0! H which we compose to get log ( 1 x2 ; the of almost always means chain. Of two or more functions the univariate one ) =Cekt, you get because! Systems like the one in ( 2.4 ) t ) =Cekt, get! Do it properly, you have to use some linear algebra and then uses it as framework! Occurs often in the section we extend the idea of the pressure the measures... Curious to understand more about partial differentiation it means we 're having loading! You compute df /dt for f ( t ) Wenowwanttointroduceanewtypeoffunctionthatincludes, and it changes xslightly, and it changes,! Tis the independent variable ( PDF - 3.4MB ) Figure 12.5.2 Understanding the application the! Optimization: Contour lines and Lagrange 's multiplier of functions of the pressure the observer measures time. Is more than one variable the derivatives shows df dt = ( 2x ) ( 2t ) + ( )! This case occurs often in the section we extend the idea of the composition of variables... The univariate one example 12.5.3 using the chain rule and the chain Now... Very analogous to the single-variable chain rule is a generalization of the of... Not the usual approach in beginning Support for MIT OpenCourseWare 's 15th anniversary is provided by this was question... 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