Mathematics Simultaneous Equations Pdf Questions
Our premium worksheet bundles contain 10 activities and answer key to challenge your students mathemxtics help them understand each and every topic within their grade level. Simultaneous equations Mathematics Simultaneous Equations Pdf Questions are two equations, each with the same two unknowns and are "simultaneous" because they are solved. Click below for the Simultaneous Equations Worksheet Generator which provides limitless questions for practice.
In simple terms, the solution to a pair of simultaneous Equations Mathematics Pdf Simultaneous Questions equations is the x and y values of the coordinates of the point at which the graphs cross or intersect. The example below shows. For each equation, find coordinates for two points on the graph. Note: this will give 2 Mathematics Simultaneous Equations Pdf Questions Mathematics Simultaneous Equations Pdf Questions Pdf Equations Mathematics Simultaneous Questions sets of coordinates which, since the equation is linear, is enough although it is a god idea to check at least one more point on the line.
Notice that the all the coordinates through which the lines pass mathemattics solutions to each equation. And the coordinates of the point mathemagics which they cross, 3,1 is the solution to the pair of simultaneous equations.
We can find solutions to simultaneous equations algebraically. There are two common qustions. Which one you Pdf Equations Questions Mathematics Simultaneous Mathematics Simultaneous Equations Pdf Questions choose might depend on the values involved or it might just be wquations method you like the. We will use the same mathematics simultaneous equations pdf questions of equations as.
There is one example of each the elimination and substitution methods for solving simultaneous mathematicw shown. The two equations are shown below graphically.
Both equations are shown graphically. How much money does each have? This example is quite questiins - you might be able to work it out by trial-and-error Mathematics Simultaneous Equations Pdf Questions Mathematics Simultaneous Equations Pdf Questions Simultaneous Questions Pdf Mathematics Equations - but you can use any of the methods above to solve it. Remember to practice with questions from the Simultaneous Equations Worksheet Generator.
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Grades K-8 Worksheets. View Premium Worksheets. Worksheets Click below for the Mathematics simultaneous equations pdf questions Equations Worksheet Generator which provides limitless questions for practice. Solving Graphically Simultwneous each equation, find psf for Mathematics Simultaneous Equations Pdf Questions Mathematics Simultaneous Equations Pdf Questions two points on the graph. Mathematics simultaneous equations pdf questions Algebraically We can find solutions to simultaneous equations algebraically.
More Examples Using Algebraic Methods There is one example of each the elimination and substitution methods for solving simultaneous smultaneous shown. And Mathematics Simultaneous Equations Pdf QuestiMathematics Simultaneous Equations Pdf Questions ons finally, Lifetime Membership Offer. Mathematics simultaneous equations pdf questions, limited time offer! One payment, lifetime access. To find out more and sign up for a very low one-time paymentclick now! We can then replace x in one mathematics Mathematics Simultaneous Equations Pdf Questions simultaneous equations pdf questions the equations with the value 3.
Rearrange one equation to get make either x or y subject of the equation. As with the elimination method we then replace x in one of the equations with the Mathematics Simultaneous Equations Pdf Questions Mathematics Simultaneous Equations Pdf Questions value 3. With this pair of equations we will need to multiply both to get a common multiple of either x or y.
We will multiply the top equation by 5 and the bottom one by 3. Finally, check the values for x and y in the other equation. As with the elimination method we then replace y in one of the equations with the value 2.
And, as a check, try the values for x and y in the Mathematics Simultaneous Equations Questions Pdf Mathematics Simultaneous Equations Pdf Questions other equation.
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If a quantity of grain is removed from one pan of the balance, an equal amount of grain must be removed from the other pan to keep the scale in balance. More generally, an equation remains in balance if the Mathematics Simultaneous Equations Pdf Questions Mathematics Simultaneous Equations Pdf Questions same operation is performed on its both sides. In Cartesian geometry , equations are used to describe geometric figures. As the equations that are considered, such as implicit equations or parametric equations , have infinitely many solutions, the objective is now different: Mathematics Simultaneous Equations Pdf Questions Mathematics Simultaneous Equations Pdf Questions instead of giving the solutions explicitly or counting them, which is impossible, one uses equations for studying properties of figures.
This is the starting idea of algebraic geometry , an important area of mathematics. Algebra studies two main families of equations: Mathematics Simultaneous Equations Pdf Questions polynomial equations and, among them, the special case of linear equations.
To solve equations from either family, one uses algorithmic or geometric techniques that originate from linear algebra or mathematical analysis.
Algebra also studies Diophantine equations where the coefficients and Mathematics Simultaneous Equations Pdf Questions Mathematics Simultaneous Equations Pdf Questions solutions are integers. The techniques used are different and come from number theory. These equations are difficult in general; one often searches just to find the existence or absence of a solution, and, if they exist, to count the number Mathematics Simultaneous Equations Pdf Questions Pdf Equations Simultaneous Mathematics Questions Boat And Stream Questions For Bank Pdf File of solutions.
Differential equations are equations that involve one or more functions and their derivatives. They are solved by finding an expression for the function that does not involve derivatives. Differential equations are used to model processes that involve the Mathematics Simultaneous Equations Pdf Questions rates of change of the variable, and are used in areas such as physics, chemistry, biology, and economics.
An equation is analogous to a weighing scale , balance, or seesaw. Each side of the equation corresponds to one side of the Mathematics Simultaneous Equations Pdf Questions Mathematics Simultaneous Equations Pdf Questions Mathematics Simultaneous Equations Pdf Questions Mathematics Simultaneous Equations Pdf Questions balance. Different quantities can be placed on each side: if the weights on the two sides are equal, the scale balances, and in analogy, the equality that represents the balance is also balanced if not, then the lack of Mathematics Simultaneous Equations Pdf Questions balance corresponds to an inequality represented by an inequation.
In the illustration, x , y and z are all different quantities in this case real numbers represented as circular weights, and each of x , y , and z has a different weight. Addition Mathematics Simultaneous Equations Pdf Questions corresponds to adding weight, while subtraction corresponds to removing weight from what is already there.
When equality holds, the total weight on each side is the same. Equations often contain terms other than the unknowns. These other terms, which Mathematics Simultaneous Equations Pdf Questions are assumed to be known , are usually called constants , coefficients or parameters. An example of an equation involving x and y as unknowns and the parameter R is. Hence, the equation with R unspecified is the general equation for the circle. Usually, the unknowns are denoted by letters at the end of the alphabet, x , y , z , w , The process of finding the solutions, or, in case of parameters, expressing the unknowns in terms of the parameters, is called solving Mathematics Simultaneous Equations Pdf Questions Mathematics Simultaneous Equations Pdf Questions the equation.
Such expressions of the solutions in terms of the parameters are also called solutions. A system of equations is a set of simultaneous equations , usually in several unknowns for which the common solutions are sought. Thus, a solution Mathematics Simultaneous Equations Pdf Questions to the system is a set of values for each of the unknowns, which together form a solution to each equation in the system.
For example, the system. An identity is an equation that is true for all possible values Mathematics Simultaneous Equations Pdf Questions of the variable s it contains. Many identities are known in algebra and calculus.
In the process of solving an equation, an identity is often used to simplify an equation, making it more easily solvable. In algebra, an example Equations Simultaneous Questions Pdf Mathematics of an identity is the difference of two squares :. Trigonometry is an area where many identities exist; these are useful in manipulating or solving trigonometric equations. Two of many that involve the sine and cosine functions are:. Two equations or Pdf Simultaneous Equations Mathematics Questions Mathematics Simultaneous Equations Pdf Questions two systems of equations are equivalent , if they have the same set of solutions.
The following operations transform an equation or a system of equations into an equivalent one � provided that the operations are meaningful for the expressions they Mathematics Simultaneous Equations Pdf Questions Simultaneous Questions Pdf Equations Mathematics Simultaneous Mathematics Questions Pdf Equations Mathematics Simultaneous Equations Pdf Questions Mathematics Simultaneous Equations Pdf Questions are applied to:. If some function is applied to both sides of an equation, the resulting equation has the solutions of the initial equation among its solutions, but may have further solutions called extraneous solutions.
Thus, caution must be exercised Mathematics Simultaneous Equations Pdf Questions Mathematics Simultaneous Equations Pdf Questions when applying such a transformation to an equation. The above transformations are the basis of most elementary methods for equation solving , as well as some less elementary one, like Gaussian elimination. In general, an algebraic equation or polynomial equation is Mathematics Simultaneous Equations Pdf Questions an equation of the form.
An algebraic equation is univariate if it involves only one variable. On the other hand, a polynomial equation may involve several variables, in which case it is called multivariate multiple variables, x, y, z, etc.
The term polynomial equation is usually preferred to algebraic equation. Some but not all polynomial equations with rational coefficients have a solution that is an algebraic expression , with a finite number of operations involving just those coefficients i.
This can Mathematics Simultaneous Equations Pdf Questions Mathematics Simultaneous Equations Pdf Questions be done for all such equations of degree one, two, three, or four; but for equations of degree five or more, it can be solved for some equations but, as the Abel�Ruffini theorem demonstrates, not for all.
A large amount Mathematics Questions Equations Simultaneous Pdf of research has been devoted to compute efficiently accurate approximations of the real or complex solutions of a univariate algebraic equation see Root finding of polynomials and of the common solutions of several multivariate polynomial equations see System of Mathematics Simultaneous Equations Pdf Questions Mathematics Simultaneous Equations Pdf Questions Mathematics Simultaneous Equations Pdf Questions Mathematics Simultaneous Equations Pdf Questions polynomial equations. They lie on the imaginary line that runs from the top left corner to the bottom right corner of the matrix. If all entries of A below the main diagonal are zero, A is called an upper triangular matrix.
Similarly if all entries of A above the main diagonal are zero, A is called a lower triangular matrix. If all entries outside the main diagonal are zero, A is called a diagonal matrix.
The identity matrix I n Mathematics Simultaneous Equations Pdf Questions Mathematics Simultaneous Equations Pdf Questions of size n is the n -by- n matrix in which all the elements on the main diagonal are equal to 1 and all other elements are equal to 0, for example,. It is a square matrix of order n , and also a special kind of diagonal matrix.
It is called an identity matrix because multiplication with it leaves a matrix unchanged:. A nonzero scalar multiple of an identity matrix is called a scalar matrix. If the matrix entries come Mathematics Questions Equations Pdf Simultaneous Mathematics Simultaneous Equations Pdf Questions from a field, the scalar matrices form a group, under matrix multiplication, that is isomorphic to the multiplicative group of nonzero elements of the field. By the spectral theorem , real symmetric matrices and complex Hermitian matrices have an eigenbasis ; that is, every vector is expressible as a linear combination of eigenvectors.
In both cases, all eigenvalues are real. A square matrix A is called invertible or non-singular if there exists a matrix B such that. A symmetric matrix is positive-definite Mathematics Simultaneous Equations Pdf Questions if and only if all its eigenvalues are positive, that is, the matrix is positive-semidefinite and it is invertible.
Allowing as input two different vectors instead yields the bilinear form associated to A :. An orthogonal matrix is a square matrix with real entries whose columns and rows are orthogonal unit vectors that is, orthonormal vectors.
Equivalently, a matrix A is orthogonal if its transpose is equal to its inverse :. The identity matrices have determinant 1 , and are pure rotations Mathematics Simultaneous Equations Pdf Questions by an angle zero.
The complex analogue of an orthogonal matrix is a unitary matrix. The trace , tr A of a square matrix A is the sum of its diagonal entries. While matrix multiplication is not commutative as mentioned above , Mathematics Simultaneous Equations Pdf Questions the trace of the product of two matrices is independent of the order of the factors:.
Also, the trace of a matrix is equal to that of its transpose, that is,. The determinant of a square matrix A denoted det Mathematics Simultaneous Equations Pdf Questions Mathematics Simultaneous Equations Pdf Questions Mathematics Simultaneous Equations Pdf Questions A or A [3] is a number encoding certain properties of the matrix. A matrix is invertible if and only if its determinant is nonzero. Its absolute value equals the area in R 2 or volume in R 3 of Mathematics Simultaneous Equations Pdf Questions the image of the unit square or cube , while its sign corresponds to the orientation of the corresponding linear map: the determinant is positive if and only if the orientation is preserved.
The determinant of 3-by-3 matrices involves 6 terms Mathematics Simultaneous Equations Pdf Questions Mathematics Simultaneous Equations Pdf Questions rule of Sarrus. The more lengthy Leibniz formula generalises these two formulae to all dimensions. Adding a multiple of any row to another row, or a multiple of any column to another column does not change the determinant. Finally, the Mathematics Simultaneous Equations Pdf Questions Laplace expansion expresses the determinant in terms of minors , that is, determinants of smaller matrices.
Determinants can be used to solve linear systems using Cramer's rule , where the division of the determinants of two related square matrices equates to Mathematics Simultaneous Equations Pdf Questions Mathematics Simultaneous Equations Pdf Questions the value of each of the system's variables. It is a monic polynomial of degree n. Matrix calculations can be often performed with different techniques. Many problems can be solved by both direct algorithms or iterative approaches. For Mathematics Simultaneous Equations Pdf Questions Mathematics Pdf Simultaneous Questions Equations example, the eigenvectors of a square matrix can be obtained by finding a sequence of vectors x n converging to an eigenvector when n tends to infinity.
To choose the most appropriate algorithm for each specific problem, it is important Mathematics Simultaneous Equations Pdf Questions Mathematics Simultaneous Equations Pdf Questions to determine both the effectiveness and precision of all the available algorithms. The domain studying these matters is called numerical linear algebra. Determining the complexity of an algorithm means finding upper bounds or estimates of how many elementary operations such Mathematics Simultaneous Equations Pdf Questions as additions and multiplications of scalars are necessary to perform some algorithm, for example, multiplication of matrices.
Calculating the matrix product of two n -by- n matrices using the definition given above needs n 3 multiplications, since for any of Questions Pdf Mathematics Equations Simultaneous the n 2 entries of the product, n multiplications are necessary. The Strassen algorithm outperforms this "naive" algorithm; it needs only n 2. In many practical situations additional information about the matrices involved is known.
An important case are sparse Mathematics Simultaneous Equations Pdf Questions matrices , that is, matrices most of whose entries are zero. An algorithm is, roughly speaking, numerically stable, if little deviations in the input values do not lead to big deviations in the result. For example, calculating the inverse of a Mathematics Simultaneous Equations Pdf Questions matrix via Laplace expansion adj A denotes the adjugate matrix of A. The norm of a matrix can be used to capture the conditioning of linear algebraic problems, such as computing a matrix's inverse.
Most computer programming languages support arrays but are not designed with built-in commands for matrices. Instead, available external libraries provide matrix operations on arrays, in nearly all currently used programming languages.
Matrix manipulation was among the earliest numerical applications of computers. Some computer languages such as APL were designed to manipulate matrices, and various mathematical programs can be used to aid computing with matrices. There are several methods to render matrices into a more easily accessible form. They are generally referred to as matrix Mathematics Simultaneous Equations Pdf Questions decomposition or matrix factorization techniques.
The interest of all these techniques is that they preserve certain properties of the matrices in question, such as determinant, rank, or inverse, so that these quantities can be calculated after applying the transformation, or Mathematics Simultaneous Equations Pdf Questions that certain matrix operations Convert Mathematical Equations Pdf Word As are algorithmically easier to carry out for some types of matrices.
The LU decomposition factors matrices as a product of lower L and an upper triangular matrices U. Likewise, inverses of triangular matrices are algorithmically easier Mathematics Simultaneous Equations Pdf Questions to calculate. The Gaussian elimination is a similar algorithm; it transforms any matrix to row echelon form.
This can be used to compute the matrix exponential e A , a need frequently arising in solving linear differential equations , matrix logarithms and Mathematics Simultaneous Equations Pdf Questions Mathematics Simultaneous Equations Pdf Questions Mathematics Simultaneous Equations Pdf Questions Mathematics Simultaneous Equations Pdf Questions square roots of matrices. Matrices can be generalized in different ways. Abstract algebra uses matrices with entries in more general fields or even rings , while linear algebra codifies properties of matrices in the notion of linear maps.
It is possible Mathematics Simultaneous Equations Pdf Questions Simultaneous Pdf Equations Mathematics Questions Mathematics Simultaneous Equations Pdf Questions to consider matrices with infinitely many columns and rows. Another extension is tensors , which can be seen as higher-dimensional arrays of numbers, as opposed to vectors, which can often be realized as sequences of numbers, while matrices are rectangular or two-dimensional arrays of numbers.
Similarly under certain conditions matrices form rings known as matrix rings. Though the product of matrices is not in general commutative yet certain matrices form fields known as matrix fields. This article focuses on matrices whose entries are real or complex numbers.
However, matrices can be considered with much more general types of entries than real or complex numbers. As a first step of generalization, any field , that is, a set where addition , subtraction , multiplication , and Mathematics Simultaneous Equations Pdf Questions division operations are defined and well-behaved, may be used instead of R or C , for example rational numbers or finite fields.
For example, coding theory makes use of matrices over finite fields. Wherever eigenvalues are considered, as these are Pdf Simultaneous Equations Mathematics Questions Mathematics Simultaneous Equations Pdf Questions roots of a polynomial they may exist only in a larger field than that of the entries of the matrix; for instance, they may be complex in the case of a matrix with real entries.
The possibility to reinterpret the Mathematics Simultaneous Equations Pdf Questions Mathematics Simultaneous Equations Pdf Questions entries of a matrix as elements of a larger field for example, to view a real matrix as a complex matrix whose entries happen to be all real then allows considering each square matrix to possess a full set of eigenvalues. Alternatively one can consider only matrices with entries in an algebraically closed field , such as C , from the outset.
More generally, matrices with entries in a ring R are widely used in mathematics. The very same addition and multiplication Mathematics Simultaneous Equations Pdf Questions operations of matrices extend to this setting, too. The set M n , R of all square n -by- n matrices over R is a ring called matrix ring , isomorphic to the endomorphism ring of the left R - module R Simultaneous Equations Pdf Mathematics Questions n.
The determinant of square matrices over a commutative ring R can still be defined using the Leibniz formula ; such a matrix is invertible if and only if its determinant is invertible in R , generalising the situation over a field F , where every nonzero element is invertible. Matrices do not always have all their entries in the same ring � or even in any ring at all. One special but common case is block matrices , which may be considered as Mathematics Simultaneous Equations Pdf Questions matrices whose entries themselves are matrices.
The entries need not be square matrices, and thus need not be members of any ring ; but their sizes must fulfill certain compatibility conditions. In other words, column j of A expresses the Mathematics Simultaneous Equations Pdf Questions Mathematics Simultaneous Equations Pdf Questions Mathematics Simultaneous Equations Pdf Questions Mathematics Simultaneous Equations Pdf Questions Questions Pdf Equations Mathematics Simultaneous image of v j in terms of the basis vectors w i of W ; thus this relation uniquely determines the entries of the matrix A.
The matrix depends on the choice of the bases: different choices of bases give rise Mathematics Simultaneous Equations Pdf Questions Mathematics Simultaneous Equations Pdf Questions to different, but equivalent matrices. A group is a mathematical structure consisting of a set of objects together with a binary operation , that is, an operation combining any two objects to a third, subject to certain requirements. Any property of Mathematics Simultaneous Equations Pdf Questions Mathematics Simultaneous Equations Pdf Questions matrices that is preserved under matrix products and inverses can be used to define further matrix groups.
For example, matrices with a given size and with a determinant of 1 form a subgroup of that is, a smaller group contained Questions Simultaneous Mathematics Pdf Equations in their general linear group, called a special linear group. Orthogonal matrices with determinant 1 form a subgroup called special orthogonal group.
Every finite group is isomorphic to a matrix group, as one can see by considering the regular representation Mathematics Simultaneous Equations Pdf Questions of the symmetric group. All that matters is that for every element in the set indexing rows, and every element in the set indexing columns, there is a well-defined entry these index sets need not even be subsets of the Mathematics Simultaneous Equations Pdf Questions natural numbers.
The basic operations of addition, subtraction, scalar multiplication, and transposition can still be defined without problem; however matrix multiplication may involve infinite summations to define the resulting entries, and these are not defined in general. If infinite matrices Simultaneous Mathematics Pdf Equations Questions Questions Mathematics Simultaneous Equations Pdf Mathematics Simultaneous Equations Pdf Questions Mathematics Simultaneous Equations Pdf Questions Mathematics Simultaneous Pdf Questions Equations are used to describe linear maps, then only those matrices can be used all of whose columns have but a finite number of nonzero entries, for the following reason.
Now the columns of A describe the images by f of Mathematics Simultaneous Equations Pdf Questions individual basis vectors of V in the basis of W , which is only meaningful if these columns have only finitely many nonzero entries. Moreover, this amounts to forming a linear combination of the columns of A that effectively involves Simultaneous Mathematics Pdf Questions Equations only finitely many of them, whence the result has only finitely many nonzero entries because each of those columns does. Products of two matrices of the given type are well defined Mathematics Formula In Hindi 10th Questions provided that the column-index and row-index sets match , are Mathematics Simultaneous Equations Pdf Questions Mathematics Simultaneous Equations Pdf Questions of the same type, and correspond to the composition of linear maps.
If R is a normed ring , then the condition of row or column finiteness can be relaxed. With the norm in place, absolutely convergent series can be used Mathematics Simultaneous Equations Pdf Questions instead of finite sums. For example, the matrices whose column sums are absolutely convergent sequences form a ring. Analogously, the matrices whose row sums are absolutely convergent series also form a ring. Infinite matrices can also be used to describe Pdf Questions Mathematics Equations Simultaneous operators on Hilbert spaces , where convergence and continuity questions arise, which again results in certain constraints that must be imposed.
However, the explicit point of view of matrices tends to obfuscate the matter, [76] and the abstract and more powerful tools of functional analysis can be used instead. An empty matrix is a matrix in which the number of rows or columns or both is zero. For example, if A is a 3-by-0 matrix and B is a 0-by-3 matrix, Mathematics Simultaneous Equations Pdf Questions then AB is the 3-by-3 zero matrix corresponding to the null map from a 3-dimensional space V to itself, while BA is a 0-by-0 matrix.
There is no common notation for empty matrices, but most computer algebra systems allow creating Equations Simultaneous Pdf Questions Mathematics and computing with them. The determinant of the 0-by-0 matrix is 1 as follows regarding the empty product occurring in the Leibniz formula for the determinant as 1. Chapter 5B Exponential Function pages Section 5B Exponential Function examples.
Section 5B Mathematics Simultaneous Equations Pdf Questions Mathematics Simultaneous Equations Pdf Questions Mathematics Simultaneous Equations Pdf Questions Exponential function examples part II. Chapter 5C The Logarithmic Function pages Chapter 5C Logarithmic Function pages Section 5C Logarithmic Function Examples.
Chapter 5E Hyperbolic Functions pages C hapter 5E Hyperbolic Functions pages Hyperbolic Functions I Examples. Hyperbolic Function Examples II. Section 5E Hyperbolic Functions Examples. Chapter 6A The Derivative pages Chapter 6B Derivatives of Functions Pages Chapter 6B Derivatives of Functions pages Section 6B Chain Rule examples. Section 6B Chain rule exam questions.
Chapter 6C Chain Rule Revisited pages Section 6C Engineering Examples using the chain rule. Sections 6b and 6c. Test on Differentiating Hyperbolic Functions �. Chapter 6E Higher Derivative pages Section 6E Higher Derivatives Examples.
Section 6e examples. Chapter 6F Parametric Differentiation pages Section 6F Parametric Differentiation Mathematics Simultaneous Equations Pdf Questions Mathematics Simultaneous Equations Pdf Questions Examples. Section 6f. Section 6G Implicit Differentiation Page Section 6g Page Notes. Section 6G Implicit and log differentiation examples.
Section 6g Logarithmic Differentiation pages Logarithmic Differentiation Notes. Test on Logarithmic Differentiation � Section 6G. Section 7A Curve Sketching pages Section 7A Curve Sketching Notes. Section 7a Exam questions 7 page Exercises 7a question Section 7A Exam questions. Section 7B Optimization pages Section 7B Notes. Section 7B Exercises 7b question 4.
Section 7b. Section 7C First Derivative Test pages Section 7C Notes. Section 7c Exercises 7c question 2 page Section 7c. Section 7F Series Expansion pages to Notes on Section 7F Series Expansion pages to Section 7f Series Expansion pages to Notes on Section 7f Series Expansion pages to F2: Maclaurin series of functions pages Mac Series Notes. Section 7F: Maclaurin Series for sin x Pages Section F3: Taylor series of functions pages Taylor Series Notes.
Section G: Binomial Revisited pages Section 7G: Binomial Revisited Pages Binomial Series notes. Section 7H: Introduction to Infinite Series pages Section 7H3: Examples of Geometric Series pages Section 7H4: Ratio Test pages Section 7J: General Power Series. Section 7J Interval of Convergence examples.
Section 8A and 8B pages Sections 8A and 8B Notes. Exercises 8b page



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