The document discusses generating functions. It defines a generating function G(z) as a power series representation of a sequence <an> = a0, a1, a2, ... . Properties of generating functions include that differentiating or multiplying generating functions results in new generating functions, and that generating functions can reveal relationships between sequences.
This document provides definitions and formulas from theoretical computer science, including:
1. Big O, Omega, and Theta notation for analyzing algorithm complexity.
2. Common series like geometric and harmonic series.
3. Recurrence relations and methods for solving them like the master theorem.
4. Combinatorics topics like permutations, combinations, and binomial coefficients.
The document describes a damped mass-spring system and provides the equation of motion for analyzing the free vibration of the system. It then gives the general solution to the differential equation that describes the response x(t) in terms of the system's natural frequency, damping ratio, initial displacement, and initial velocity. The student is asked to:
1. Create a Matlab function to calculate the response x(t) for given parameter values.
2. Run sample code that plots the response for different damping ratios.
3. Calculate and submit the response at two specific cases.
The document discusses discretization of continuous-time linear systems. It presents:
1) The solution to the state equation as the sum of the homogeneous and particular solutions.
2) Computing the homogeneous solution using the matrix exponential, and the particular solution as a convolution integral.
3) Discretizing the system by holding inputs constant between sample times kh and kh+h, and computing the state x and output y at sample times using the matrix exponential and convolution integral.
1. The document discusses the concept of tangent lines and slope. It provides 5 examples of calculating the slope of a function at different points to derive the equation of the tangent line.
2. The slopes are calculated by taking the limit as h approaches 0 of the change in y over the change in x.
3. The slopes found were 2, 0, -1/2, 4, and 1/2, leading to tangent lines of y=2x-3, y=-2, y=-x/2+1, y=4x+2, and y=x/2+1 respectively.
1) The volume of the solid region bounded by z = 9 - x^2 - y in the first octant is found using iterated integration.
2) The volume of the region bounded by z = x^2 + y^2, x^2 + y^2 = 25, and the xy-plane is found using polar coordinates.
3) The double integral of sin(x^2) over the region from 0 to 9 in x and y from 0 to x is evaluated.
The document provides steps for graphing the cubic function f(x) = 2x^3 - 3x^2 - 12x. Step 1 analyzes the monotonicity of the function by examining the sign chart of its derivative f'(x). Step 2 analyzes concavity by examining the sign chart of the second derivative f''(x). Step 3 combines these analyses into a single sign chart summarizing the function's properties over its domain. The goal is to completely graph the function, indicating zeros, asymptotes, critical points, maxima/minima, and inflection points.
This document contains tables summarizing formulas for derivatives, trigonometric functions, logarithms. It lists the derivative of common functions like x, x^2, sinx, cosx. It also provides trigonometric formulas for sine, cosine, tangent of sum and difference of angles. Formulas are given for logarithms, including the change of base formula and properties of logarithms.
This document provides definitions and formulas from theoretical computer science, including:
1. Big O, Omega, and Theta notation for analyzing algorithm complexity.
2. Common series like geometric and harmonic series.
3. Recurrence relations and methods for solving them like the master theorem.
4. Combinatorics topics like permutations, combinations, and binomial coefficients.
The document describes a damped mass-spring system and provides the equation of motion for analyzing the free vibration of the system. It then gives the general solution to the differential equation that describes the response x(t) in terms of the system's natural frequency, damping ratio, initial displacement, and initial velocity. The student is asked to:
1. Create a Matlab function to calculate the response x(t) for given parameter values.
2. Run sample code that plots the response for different damping ratios.
3. Calculate and submit the response at two specific cases.
The document discusses discretization of continuous-time linear systems. It presents:
1) The solution to the state equation as the sum of the homogeneous and particular solutions.
2) Computing the homogeneous solution using the matrix exponential, and the particular solution as a convolution integral.
3) Discretizing the system by holding inputs constant between sample times kh and kh+h, and computing the state x and output y at sample times using the matrix exponential and convolution integral.
1. The document discusses the concept of tangent lines and slope. It provides 5 examples of calculating the slope of a function at different points to derive the equation of the tangent line.
2. The slopes are calculated by taking the limit as h approaches 0 of the change in y over the change in x.
3. The slopes found were 2, 0, -1/2, 4, and 1/2, leading to tangent lines of y=2x-3, y=-2, y=-x/2+1, y=4x+2, and y=x/2+1 respectively.
1) The volume of the solid region bounded by z = 9 - x^2 - y in the first octant is found using iterated integration.
2) The volume of the region bounded by z = x^2 + y^2, x^2 + y^2 = 25, and the xy-plane is found using polar coordinates.
3) The double integral of sin(x^2) over the region from 0 to 9 in x and y from 0 to x is evaluated.
The document provides steps for graphing the cubic function f(x) = 2x^3 - 3x^2 - 12x. Step 1 analyzes the monotonicity of the function by examining the sign chart of its derivative f'(x). Step 2 analyzes concavity by examining the sign chart of the second derivative f''(x). Step 3 combines these analyses into a single sign chart summarizing the function's properties over its domain. The goal is to completely graph the function, indicating zeros, asymptotes, critical points, maxima/minima, and inflection points.
This document contains tables summarizing formulas for derivatives, trigonometric functions, logarithms. It lists the derivative of common functions like x, x^2, sinx, cosx. It also provides trigonometric formulas for sine, cosine, tangent of sum and difference of angles. Formulas are given for logarithms, including the change of base formula and properties of logarithms.
This document provides information on various mathematical topics including:
1. Graphs of polynomial functions in factorized form such as quadratics, cubics, and quartics.
2. Transformations of functions including translations, reflections, dilations, and their effects on graphs.
3. Exponential, logarithmic, and trigonometric functions and their graphs.
4. Relations, functions, and tests to determine if a relation is a function and if a function is one-to-one or many-to-one.
1. The document provides examples and explanations of concepts in solid geometry including the three dimensional coordinate system, distance formula in three space, and equations for planes, spheres, cylinders, quadric surfaces, and their graphs.
2. Key solid geometry concepts covered include plotting points in three dimensions, finding distances between points and distances from a point to a plane, midpoint formulas, and standard and general equations for planes, spheres, cylinders, ellipsoids, hyperboloids, and paraboloids.
3. Examples are given for graphing equations of a plane, sphere, circular cylinder, parabolic cylinder, and their relation to the standard equations.
This document provides a summary of key concepts in algebra, geometry, trigonometry and their definitions. It includes formulas and properties for lines, polynomials, exponents, trig functions, triangles, circles, spheres, cones, cylinders, distance and the quadratic formula. Key topics covered are factoring, binomials, slope-intercept form, trig ratios, trig identities, trig reciprocals and the Pythagorean identities.
The document contains a midterm exam for an ODE class with 6 problems worth 10 points each. Problem 1 asks to find the general solution of a 7th order linear ODE using the method of undetermined coefficients. Problem 2 asks to solve a 2nd order linear ODE using either variation of parameters or undetermined coefficients. Problem 3 asks to solve a nonlinear 2nd order ODE using a substitution. Problem 4 asks to find the equation of motion for a mass attached to a spring with an external force applied. Problem 5 asks to solve an eigenvalue problem for a CE equation. Problem 6 asks to use variation of parameters to solve a 2nd order nonhomogeneous ODE.
This document discusses feature extraction in computer vision systems. It focuses on edge and corner detection methods. Edge detection aims to locate boundaries between objects and background in images. Common approaches discussed include Sobel and Canny edge detectors, which apply first and second derivative filters to detect edges. Corner detection aims to find stable points of interest across images for tracking objects. It involves computing the eigenvalues of a matrix formed from the image gradient to identify corners.
This document contains 20 multiple integral exercises with solutions. Some of the exercises involve calculating double integrals over specified regions, while others involve setting up approximations of double integrals using Riemann sums. Exercise 19 involves sketching solid regions in 3D space and Exercise 20 involves sketching surfaces defined by z=f(x,y).
1) The document defines properties of exponential and logarithmic functions including: exponential functions follow exponent laws, logarithmic functions follow logarithmic laws, and the derivatives of exponentials and logarithms are the exponential/logarithmic functions themselves multiplied by the exponent/logarithm's argument.
2) Rules for limits of exponentials and logarithms as the argument approaches positive/negative infinity or zero are provided.
3) Graphs of the natural logarithm and logarithms with base a > 1 are similar shapes that increase without bound as the argument increases from 0 to infinity.
1. The document describes equations of motion involving acceleration, velocity, and force for various systems. It provides equations relating acceleration, velocity, position, mass, and applied forces over time.
2. Examples of equations of motion presented include those for constant acceleration in one dimension, motion under a central force, damped harmonic motion, and projectile motion under gravity.
3. Key concepts discussed are Newton's laws of motion, relationships between acceleration, velocity, position, and time through integration, and how applied forces relate to acceleration through F=ma.
Lesson 13: Derivatives of Logarithmic and Exponential FunctionsMatthew Leingang
The document is notes for a calculus class covering derivatives of exponential and logarithmic functions. It includes:
- Announcements about upcoming review sessions and an exam on sections 1.1-2.5.
- An outline of topics to be covered, including derivatives of the natural exponential function, natural logarithm function, other exponentials/logarithms, and logarithmic differentiation.
- Definitions and properties of exponential functions, the natural number e, and logarithmic functions.
- Examples of graphs of various exponential and logarithmic functions.
- Derivatives of exponential functions and proofs involving limits.
The document discusses mathematical formulas and proofs. It contains:
1) Formulas for polynomials and series expansions using binomial coefficients.
2) A claim and proof about the series expansion of (1-x)-3 using binomial theorem.
3) Notations showing equivalence and equality of expressions.
One way to see higher dimensional surfaceKenta Oono
The document defines and describes various matrix groups and their properties in 3 sentences:
It introduces common matrix groups such as GLn(R), SLn(R), On, and defines them as subsets of Mn(R) satisfying certain properties like determinant constraints. It also discusses low dimensional examples including SO(2), SO(3), and representations of groups like SU(2) acting on su(2) by adjoint representations. Finally, it briefly mentions homotopy groups πn and homology groups Hn as topological invariants that can distinguish spaces.
This document contains a chapter on integration with 20 exercises involving calculating areas under curves. The exercises provide functions defining regions and ask the reader to calculate areas using various techniques like right endpoints, left endpoints, and trapezoid rules. The functions include polynomials, trigonometric functions, exponentials, and logarithms. Calculating areas allows practicing applying definitions of integrals to find anti-derivatives and definite integrals.
Lesson 16: Derivatives of Logarithmic and Exponential FunctionsMatthew Leingang
We show the the derivative of the exponential function is itself! And the derivative of the natural logarithm function is the reciprocal function. We also show how logarithms can make complicated differentiation problems easier.
(1) The document presents a math problem involving compound interest with variables a, n, r, and b.
(2) It shows the calculation of the total interest S earned over n periods using the compound interest formula.
(3) The answer gives the value of b as a function of a, n, and r by setting S equal to the principal times the interest rate.
This document contains mathematical expressions and definitions related to quantum mechanics, angular momentum, spherical harmonics, and other physics concepts. It includes:
1) Definitions of the Pauli spin matrices and their properties.
2) Expressions for spin operators and raising/lowering operators.
3) Spherical harmonic functions and their relationships to angular momentum quantum numbers.
4) Operators for the quantum harmonic oscillator and their eigenstates.
5) Additional equations for spin, magnetic fields, and other quantum mechanical systems.
This document contains mathematical formulas for:
1) Trigonometric identities involving sin, cos, tan, cot, sec, csc functions.
2) Representations of complex numbers and operations involving complex numbers.
3) Hyperbolic functions such as sinh, cosh, tanh and their properties.
4) Logarithmic and exponential identities.
5) Approximations involving small quantities like sin(x) ≈ x and ln(1+x) ≈ x.
6) Rules for computing derivatives of functions like u(x), a^u, ln(u), sin(u), cos(u).
The document contains solutions to optimization problems using techniques like Lagrange multipliers. The summaries are:
1) Solutions to differential equations involving sin, cos, and exponential terms.
2) Solutions to differential equations involving sin and polynomial terms.
3) Solutions to a differential equation involving polynomials and exponential terms.
This document provides definitions and formulas from theoretical computer science. It includes big O, Omega, and Theta notation for analyzing algorithm runtimes. It also covers series, limits, supremums/infimums, and other mathematical concepts. Recurrence relations and generating functions are defined for solving recurrences. Identities are given for combinations, Stirling numbers, Eulerian numbers, and more.
The document contains 23 math problems involving equations, inequalities, geometry concepts like angles and lengths of lines, limits, and other algebraic expressions. The problems cover a wide range of math topics including functions, polynomials, systems of equations, trigonometry, and calculus.
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This document discusses the Gamma and Beta functions. It defines them using improper definite integrals and notes they are special transcendental functions. The Gamma function was introduced by Euler and both functions have applications in areas like number theory and physics. The document provides properties of each function and examples of evaluating integrals using their definitions and relations.
The document contains 46 mathematical formulae related to algebra, quadratic equations, arithmetic progressions, geometric progressions, factorials, and binomial expansions. Some key formulae include:
1) (a + b)2 = a2 + 2ab + b2 for expanding a binomial square.
2) The quadratic formula for solving ax2 + bx + c = 0 is x = (-b ± √(b2 - 4ac))/2a.
3) The nth term of an arithmetic progression with first term a and common difference d is an = a + (n - 1)d.
4) The nth term of a geometric progression with first term a and common ratio
This document provides information on various mathematical topics including:
1. Graphs of polynomial functions in factorized form such as quadratics, cubics, and quartics.
2. Transformations of functions including translations, reflections, dilations, and their effects on graphs.
3. Exponential, logarithmic, and trigonometric functions and their graphs.
4. Relations, functions, and tests to determine if a relation is a function and if a function is one-to-one or many-to-one.
1. The document provides examples and explanations of concepts in solid geometry including the three dimensional coordinate system, distance formula in three space, and equations for planes, spheres, cylinders, quadric surfaces, and their graphs.
2. Key solid geometry concepts covered include plotting points in three dimensions, finding distances between points and distances from a point to a plane, midpoint formulas, and standard and general equations for planes, spheres, cylinders, ellipsoids, hyperboloids, and paraboloids.
3. Examples are given for graphing equations of a plane, sphere, circular cylinder, parabolic cylinder, and their relation to the standard equations.
This document provides a summary of key concepts in algebra, geometry, trigonometry and their definitions. It includes formulas and properties for lines, polynomials, exponents, trig functions, triangles, circles, spheres, cones, cylinders, distance and the quadratic formula. Key topics covered are factoring, binomials, slope-intercept form, trig ratios, trig identities, trig reciprocals and the Pythagorean identities.
The document contains a midterm exam for an ODE class with 6 problems worth 10 points each. Problem 1 asks to find the general solution of a 7th order linear ODE using the method of undetermined coefficients. Problem 2 asks to solve a 2nd order linear ODE using either variation of parameters or undetermined coefficients. Problem 3 asks to solve a nonlinear 2nd order ODE using a substitution. Problem 4 asks to find the equation of motion for a mass attached to a spring with an external force applied. Problem 5 asks to solve an eigenvalue problem for a CE equation. Problem 6 asks to use variation of parameters to solve a 2nd order nonhomogeneous ODE.
This document discusses feature extraction in computer vision systems. It focuses on edge and corner detection methods. Edge detection aims to locate boundaries between objects and background in images. Common approaches discussed include Sobel and Canny edge detectors, which apply first and second derivative filters to detect edges. Corner detection aims to find stable points of interest across images for tracking objects. It involves computing the eigenvalues of a matrix formed from the image gradient to identify corners.
This document contains 20 multiple integral exercises with solutions. Some of the exercises involve calculating double integrals over specified regions, while others involve setting up approximations of double integrals using Riemann sums. Exercise 19 involves sketching solid regions in 3D space and Exercise 20 involves sketching surfaces defined by z=f(x,y).
1) The document defines properties of exponential and logarithmic functions including: exponential functions follow exponent laws, logarithmic functions follow logarithmic laws, and the derivatives of exponentials and logarithms are the exponential/logarithmic functions themselves multiplied by the exponent/logarithm's argument.
2) Rules for limits of exponentials and logarithms as the argument approaches positive/negative infinity or zero are provided.
3) Graphs of the natural logarithm and logarithms with base a > 1 are similar shapes that increase without bound as the argument increases from 0 to infinity.
1. The document describes equations of motion involving acceleration, velocity, and force for various systems. It provides equations relating acceleration, velocity, position, mass, and applied forces over time.
2. Examples of equations of motion presented include those for constant acceleration in one dimension, motion under a central force, damped harmonic motion, and projectile motion under gravity.
3. Key concepts discussed are Newton's laws of motion, relationships between acceleration, velocity, position, and time through integration, and how applied forces relate to acceleration through F=ma.
Lesson 13: Derivatives of Logarithmic and Exponential FunctionsMatthew Leingang
The document is notes for a calculus class covering derivatives of exponential and logarithmic functions. It includes:
- Announcements about upcoming review sessions and an exam on sections 1.1-2.5.
- An outline of topics to be covered, including derivatives of the natural exponential function, natural logarithm function, other exponentials/logarithms, and logarithmic differentiation.
- Definitions and properties of exponential functions, the natural number e, and logarithmic functions.
- Examples of graphs of various exponential and logarithmic functions.
- Derivatives of exponential functions and proofs involving limits.
The document discusses mathematical formulas and proofs. It contains:
1) Formulas for polynomials and series expansions using binomial coefficients.
2) A claim and proof about the series expansion of (1-x)-3 using binomial theorem.
3) Notations showing equivalence and equality of expressions.
One way to see higher dimensional surfaceKenta Oono
The document defines and describes various matrix groups and their properties in 3 sentences:
It introduces common matrix groups such as GLn(R), SLn(R), On, and defines them as subsets of Mn(R) satisfying certain properties like determinant constraints. It also discusses low dimensional examples including SO(2), SO(3), and representations of groups like SU(2) acting on su(2) by adjoint representations. Finally, it briefly mentions homotopy groups πn and homology groups Hn as topological invariants that can distinguish spaces.
This document contains a chapter on integration with 20 exercises involving calculating areas under curves. The exercises provide functions defining regions and ask the reader to calculate areas using various techniques like right endpoints, left endpoints, and trapezoid rules. The functions include polynomials, trigonometric functions, exponentials, and logarithms. Calculating areas allows practicing applying definitions of integrals to find anti-derivatives and definite integrals.
Lesson 16: Derivatives of Logarithmic and Exponential FunctionsMatthew Leingang
We show the the derivative of the exponential function is itself! And the derivative of the natural logarithm function is the reciprocal function. We also show how logarithms can make complicated differentiation problems easier.
(1) The document presents a math problem involving compound interest with variables a, n, r, and b.
(2) It shows the calculation of the total interest S earned over n periods using the compound interest formula.
(3) The answer gives the value of b as a function of a, n, and r by setting S equal to the principal times the interest rate.
This document contains mathematical expressions and definitions related to quantum mechanics, angular momentum, spherical harmonics, and other physics concepts. It includes:
1) Definitions of the Pauli spin matrices and their properties.
2) Expressions for spin operators and raising/lowering operators.
3) Spherical harmonic functions and their relationships to angular momentum quantum numbers.
4) Operators for the quantum harmonic oscillator and their eigenstates.
5) Additional equations for spin, magnetic fields, and other quantum mechanical systems.
This document contains mathematical formulas for:
1) Trigonometric identities involving sin, cos, tan, cot, sec, csc functions.
2) Representations of complex numbers and operations involving complex numbers.
3) Hyperbolic functions such as sinh, cosh, tanh and their properties.
4) Logarithmic and exponential identities.
5) Approximations involving small quantities like sin(x) ≈ x and ln(1+x) ≈ x.
6) Rules for computing derivatives of functions like u(x), a^u, ln(u), sin(u), cos(u).
The document contains solutions to optimization problems using techniques like Lagrange multipliers. The summaries are:
1) Solutions to differential equations involving sin, cos, and exponential terms.
2) Solutions to differential equations involving sin and polynomial terms.
3) Solutions to a differential equation involving polynomials and exponential terms.
This document provides definitions and formulas from theoretical computer science. It includes big O, Omega, and Theta notation for analyzing algorithm runtimes. It also covers series, limits, supremums/infimums, and other mathematical concepts. Recurrence relations and generating functions are defined for solving recurrences. Identities are given for combinations, Stirling numbers, Eulerian numbers, and more.
The document contains 23 math problems involving equations, inequalities, geometry concepts like angles and lengths of lines, limits, and other algebraic expressions. The problems cover a wide range of math topics including functions, polynomials, systems of equations, trigonometry, and calculus.
Enroll for FREE MCA TEST SERIES and get an edge over your competitors,
Paste this Link and enroll for free course:
http://www.tcyonline.com/activatefree.php?id=14
For detail Information on MCA Preparation and free MOCK test , Paste this link on your browser :
http://www.tcyonline.com/india/mca_preparation.php
This document discusses the Gamma and Beta functions. It defines them using improper definite integrals and notes they are special transcendental functions. The Gamma function was introduced by Euler and both functions have applications in areas like number theory and physics. The document provides properties of each function and examples of evaluating integrals using their definitions and relations.
The document contains 46 mathematical formulae related to algebra, quadratic equations, arithmetic progressions, geometric progressions, factorials, and binomial expansions. Some key formulae include:
1) (a + b)2 = a2 + 2ab + b2 for expanding a binomial square.
2) The quadratic formula for solving ax2 + bx + c = 0 is x = (-b ± √(b2 - 4ac))/2a.
3) The nth term of an arithmetic progression with first term a and common difference d is an = a + (n - 1)d.
4) The nth term of a geometric progression with first term a and common ratio
This document contains a large collection of mathematical expressions, equations, and sets. Some key points:
- It includes expressions like n(A), n(B), n[(A-B)(B-A)], and n(A × B) with various values.
- There are several equations set equal to values, such as x2 - 3x < 0, -2 < log < -1, and equations containing sums, integrals, and logarithms.
- Sets are defined containing various elements like numbers, vectors, and functions.
The document discusses digital filter structures. It covers IIR and FIR filter structures. For IIR filters, it describes direct form I and II structures as well as cascade form using biquad sections. Cascade form implements the IIR filter as a product of second-order filter sections in a direct form structure. FIR filters can be implemented using direct form or cascade of direct form filter sections. The choice of structure depends on factors like complexity, memory requirements, and quantization effects.
1) The document provides formulas for integrals of common functions including polynomials, rational functions, radicals, logarithms, and combinations of these.
2) Integrals are provided for basic forms like x^n, 1/x, as well as more complex forms involving roots, rational functions, logarithms and their combinations.
3) Each integral is given a reference number and is expressed using standard notation of the integral, the integrand, and any constants needed.
This document provides formulas for integrals of common functions. It includes integrals of polynomials, rational functions, radicals, logarithms, exponentials, trigonometric functions, and their combinations. There are a total of 94 formulas organized into sections based on function type. The integrals cover basic forms, rational functions, radicals, logarithms, exponentials, and trigonometric functions.
Sparse Representation of Multivariate Extremes with Applications to Anomaly R...Hayato Watanabe
The document appears to be discussing statistical methods and properties related to maximum values. It includes mathematical formulas and discusses concepts like:
- The maximum of a set of random variables and how its distribution changes with the sample size.
- Properties like the mean and variance scaling based on sample size.
- Applications to detecting outliers or anomalous observations.
The document summarizes an inequality originally proven by T. Andreescu and G. Dospinescu. This inequality, presented as Theorem 1, is shown to be useful for proving several other interesting inequalities in a simple way. Applications of Theorem 1 include proving inequalities involving sums of powers and expressions divided by sums. The document concludes by listing additional inequalities that can be solved using the techniques demonstrated.
This document contains the work of a student on a calculus test. It includes:
1) Solving limits, finding derivatives, and applying L'Hopital's rule.
2) Using induction to prove an identity.
3) Providing epsilon-delta proofs of limits.
4) Finding where a tangent line is parallel to a secant line.
5) Proving statements about limits of functions.
The student provides detailed solutions showing their work for each problem on the test.
Complex numbers are used to solve quadratic equations that have no real solutions, such as x2 + 1 = 0. Euler introduced the symbol i to represent the square root of -1, allowing numbers of the form a + bi, where a is the real part and bi is the imaginary part. Complex numbers can be represented graphically on a plane with real numbers on the x-axis and imaginary numbers on the y-axis. They can also be expressed in polar form as r(cosθ + i sinθ) or in exponential form as reiθ. Operations like addition, subtraction, multiplication and division can be performed with complex numbers.
Cryptography and data security involves number theory concepts like groups, rings, fields, and modular arithmetic. Some key ideas discussed include:
1) The integers under addition form a cyclic group, and the theorem that for any finite group G and element a in G, a raised to the order of G is the identity element.
2) Modular arithmetic defines equivalence classes for integers modulo n, and the set of residues Zn forms an abelian group under addition.
3) The multiplicative integers modulo n, Zn*, form a group whose size is given by Euler's totient function φ(n). For prime p, φ(p) = p - 1.
This document contains the solutions to homework assignment 5 for a complex variables class. It involves classifying singularities, finding residues of functions at certain points, and calculating the residue of a function with a pole of order 2. The key points addressed are:
1) Classifying singularities as removable, poles, or essential singularities.
2) Calculating residues of functions with simple poles or removable singularities.
3) Using L'Hopital's rule and residue formulae to find the residue of a function with a pole of order 2.
This document discusses complex numbers including:
1. Defining complex numbers and their algebraic properties such as addition, subtraction, multiplication and division.
2. Geometrically representing complex numbers in Cartesian and polar forms.
3. Key concepts such as the absolute value, distance between complex numbers, and the interpretation of multiplication in polar form.
4. De Moivre's theorem and its expansion along with examples of evaluating complex numbers and finding roots of complex numbers using this theorem.
5. Exponential and logarithmic forms of representing complex numbers.
(1) The document discusses various topics in geometry including lines, circles, triangles, and coordinate geometry. Key concepts discussed include the centroid, orthocentre, and circumcentre of a triangle as well as equations of lines and circles.
(2) Formulas are provided for distances between points and lines, parallel lines, perpendiculars from points to lines, and images of points in lines. Theorems regarding secants and intercepts made by circles on lines are also summarized.
(3) Standard notations used for circles are defined, such as representing the value of the equation of a circle at a point (x1, y1) as S1. Special cases of circles like those touching or passing through
The document contains examples of factorizing polynomials and rational expressions. Various techniques are demonstrated, such as finding the highest common factor, grouping like terms, and using the difference of two squares formula.
Similar to 110218 [아꿈사발표자료] taocp#1 1.2.9. 생성함수 (20)
Sudheer Mechineni, Head of Application Frameworks, Standard Chartered Bank
Discover how Standard Chartered Bank harnessed the power of Neo4j to transform complex data access challenges into a dynamic, scalable graph database solution. This keynote will cover their journey from initial adoption to deploying a fully automated, enterprise-grade causal cluster, highlighting key strategies for modelling organisational changes and ensuring robust disaster recovery. Learn how these innovations have not only enhanced Standard Chartered Bank’s data infrastructure but also positioned them as pioneers in the banking sector’s adoption of graph technology.
TrustArc Webinar - 2024 Global Privacy SurveyTrustArc
How does your privacy program stack up against your peers? What challenges are privacy teams tackling and prioritizing in 2024?
In the fifth annual Global Privacy Benchmarks Survey, we asked over 1,800 global privacy professionals and business executives to share their perspectives on the current state of privacy inside and outside of their organizations. This year’s report focused on emerging areas of importance for privacy and compliance professionals, including considerations and implications of Artificial Intelligence (AI) technologies, building brand trust, and different approaches for achieving higher privacy competence scores.
See how organizational priorities and strategic approaches to data security and privacy are evolving around the globe.
This webinar will review:
- The top 10 privacy insights from the fifth annual Global Privacy Benchmarks Survey
- The top challenges for privacy leaders, practitioners, and organizations in 2024
- Key themes to consider in developing and maintaining your privacy program
UiPath Test Automation using UiPath Test Suite series, part 5DianaGray10
Welcome to UiPath Test Automation using UiPath Test Suite series part 5. In this session, we will cover CI/CD with devops.
Topics covered:
CI/CD with in UiPath
End-to-end overview of CI/CD pipeline with Azure devops
Speaker:
Lyndsey Byblow, Test Suite Sales Engineer @ UiPath, Inc.
For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2024/06/building-and-scaling-ai-applications-with-the-nx-ai-manager-a-presentation-from-network-optix/
Robin van Emden, Senior Director of Data Science at Network Optix, presents the “Building and Scaling AI Applications with the Nx AI Manager,” tutorial at the May 2024 Embedded Vision Summit.
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van Emden shows how Nx can simplify the developer’s life and facilitate a rapid transition from concept to production-ready applications.He provides valuable insights into developing scalable and efficient edge AI solutions, with a strong focus on practical implementation.
Essentials of Automations: The Art of Triggers and Actions in FMESafe Software
In this second installment of our Essentials of Automations webinar series, we’ll explore the landscape of triggers and actions, guiding you through the nuances of authoring and adapting workspaces for seamless automations. Gain an understanding of the full spectrum of triggers and actions available in FME, empowering you to enhance your workspaces for efficient automation.
We’ll kick things off by showcasing the most commonly used event-based triggers, introducing you to various automation workflows like manual triggers, schedules, directory watchers, and more. Plus, see how these elements play out in real scenarios.
Whether you’re tweaking your current setup or building from the ground up, this session will arm you with the tools and insights needed to transform your FME usage into a powerhouse of productivity. Join us to discover effective strategies that simplify complex processes, enhancing your productivity and transforming your data management practices with FME. Let’s turn complexity into clarity and make your workspaces work wonders!
Climate Impact of Software Testing at Nordic Testing DaysKari Kakkonen
My slides at Nordic Testing Days 6.6.2024
Climate impact / sustainability of software testing discussed on the talk. ICT and testing must carry their part of global responsibility to help with the climat warming. We can minimize the carbon footprint but we can also have a carbon handprint, a positive impact on the climate. Quality characteristics can be added with sustainability, and then measured continuously. Test environments can be used less, and in smaller scale and on demand. Test techniques can be used in optimizing or minimizing number of tests. Test automation can be used to speed up testing.
Enchancing adoption of Open Source Libraries. A case study on Albumentations.AIVladimir Iglovikov, Ph.D.
Presented by Vladimir Iglovikov:
- https://www.linkedin.com/in/iglovikov/
- https://x.com/viglovikov
- https://www.instagram.com/ternaus/
This presentation delves into the journey of Albumentations.ai, a highly successful open-source library for data augmentation.
Created out of a necessity for superior performance in Kaggle competitions, Albumentations has grown to become a widely used tool among data scientists and machine learning practitioners.
This case study covers various aspects, including:
People: The contributors and community that have supported Albumentations.
Metrics: The success indicators such as downloads, daily active users, GitHub stars, and financial contributions.
Challenges: The hurdles in monetizing open-source projects and measuring user engagement.
Development Practices: Best practices for creating, maintaining, and scaling open-source libraries, including code hygiene, CI/CD, and fast iteration.
Community Building: Strategies for making adoption easy, iterating quickly, and fostering a vibrant, engaged community.
Marketing: Both online and offline marketing tactics, focusing on real, impactful interactions and collaborations.
Mental Health: Maintaining balance and not feeling pressured by user demands.
Key insights include the importance of automation, making the adoption process seamless, and leveraging offline interactions for marketing. The presentation also emphasizes the need for continuous small improvements and building a friendly, inclusive community that contributes to the project's growth.
Vladimir Iglovikov brings his extensive experience as a Kaggle Grandmaster, ex-Staff ML Engineer at Lyft, sharing valuable lessons and practical advice for anyone looking to enhance the adoption of their open-source projects.
Explore more about Albumentations and join the community at:
GitHub: https://github.com/albumentations-team/albumentations
Website: https://albumentations.ai/
LinkedIn: https://www.linkedin.com/company/100504475
Twitter: https://x.com/albumentations
GraphSummit Singapore | The Future of Agility: Supercharging Digital Transfor...Neo4j
Leonard Jayamohan, Partner & Generative AI Lead, Deloitte
This keynote will reveal how Deloitte leverages Neo4j’s graph power for groundbreaking digital twin solutions, achieving a staggering 100x performance boost. Discover the essential role knowledge graphs play in successful generative AI implementations. Plus, get an exclusive look at an innovative Neo4j + Generative AI solution Deloitte is developing in-house.
20 Comprehensive Checklist of Designing and Developing a WebsitePixlogix Infotech
Dive into the world of Website Designing and Developing with Pixlogix! Looking to create a stunning online presence? Look no further! Our comprehensive checklist covers everything you need to know to craft a website that stands out. From user-friendly design to seamless functionality, we've got you covered. Don't miss out on this invaluable resource! Check out our checklist now at Pixlogix and start your journey towards a captivating online presence today.
Communications Mining Series - Zero to Hero - Session 1DianaGray10
This session provides introduction to UiPath Communication Mining, importance and platform overview. You will acquire a good understand of the phases in Communication Mining as we go over the platform with you. Topics covered:
• Communication Mining Overview
• Why is it important?
• How can it help today’s business and the benefits
• Phases in Communication Mining
• Demo on Platform overview
• Q/A
Dr. Sean Tan, Head of Data Science, Changi Airport Group
Discover how Changi Airport Group (CAG) leverages graph technologies and generative AI to revolutionize their search capabilities. This session delves into the unique search needs of CAG’s diverse passengers and customers, showcasing how graph data structures enhance the accuracy and relevance of AI-generated search results, mitigating the risk of “hallucinations” and improving the overall customer journey.
Alt. GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using ...James Anderson
Effective Application Security in Software Delivery lifecycle using Deployment Firewall and DBOM
The modern software delivery process (or the CI/CD process) includes many tools, distributed teams, open-source code, and cloud platforms. Constant focus on speed to release software to market, along with the traditional slow and manual security checks has caused gaps in continuous security as an important piece in the software supply chain. Today organizations feel more susceptible to external and internal cyber threats due to the vast attack surface in their applications supply chain and the lack of end-to-end governance and risk management.
The software team must secure its software delivery process to avoid vulnerability and security breaches. This needs to be achieved with existing tool chains and without extensive rework of the delivery processes. This talk will present strategies and techniques for providing visibility into the true risk of the existing vulnerabilities, preventing the introduction of security issues in the software, resolving vulnerabilities in production environments quickly, and capturing the deployment bill of materials (DBOM).
Speakers:
Bob Boule
Robert Boule is a technology enthusiast with PASSION for technology and making things work along with a knack for helping others understand how things work. He comes with around 20 years of solution engineering experience in application security, software continuous delivery, and SaaS platforms. He is known for his dynamic presentations in CI/CD and application security integrated in software delivery lifecycle.
Gopinath Rebala
Gopinath Rebala is the CTO of OpsMx, where he has overall responsibility for the machine learning and data processing architectures for Secure Software Delivery. Gopi also has a strong connection with our customers, leading design and architecture for strategic implementations. Gopi is a frequent speaker and well-known leader in continuous delivery and integrating security into software delivery.
UiPath Test Automation using UiPath Test Suite series, part 6DianaGray10
Welcome to UiPath Test Automation using UiPath Test Suite series part 6. In this session, we will cover Test Automation with generative AI and Open AI.
UiPath Test Automation with generative AI and Open AI webinar offers an in-depth exploration of leveraging cutting-edge technologies for test automation within the UiPath platform. Attendees will delve into the integration of generative AI, a test automation solution, with Open AI advanced natural language processing capabilities.
Throughout the session, participants will discover how this synergy empowers testers to automate repetitive tasks, enhance testing accuracy, and expedite the software testing life cycle. Topics covered include the seamless integration process, practical use cases, and the benefits of harnessing AI-driven automation for UiPath testing initiatives. By attending this webinar, testers, and automation professionals can gain valuable insights into harnessing the power of AI to optimize their test automation workflows within the UiPath ecosystem, ultimately driving efficiency and quality in software development processes.
What will you get from this session?
1. Insights into integrating generative AI.
2. Understanding how this integration enhances test automation within the UiPath platform
3. Practical demonstrations
4. Exploration of real-world use cases illustrating the benefits of AI-driven test automation for UiPath
Topics covered:
What is generative AI
Test Automation with generative AI and Open AI.
UiPath integration with generative AI
Speaker:
Deepak Rai, Automation Practice Lead, Boundaryless Group and UiPath MVP
7. G(z) =
H(z) =
n≥0
n
an z = a0 + a1 z + a2 z + ...
n
bn z = b0 + b1 z + b2 z + ...
2
2
A
n≥0
n n
αG(z) + βH(z) = α an z + β bn z
n≥0 n≥0
= (αan + βbn )z n .
n≥0
= + + + ... + + + + ...
=( + )+( + ) +( + ) + ...
8. m
z G(z) = a0 z + a1 z
=
m
n
an−m z .
m+1
2
G(z) = a0 + a1 z + a2 z + ...
+ a2 z m+2
+ ...
B
n≥m
2
= a0−m + a1−m z + a2−m z + ...
= 0·z 0 + 0·z 1 + 0·z 2 + ... + a0 z m + a1 z m+1 + ...
n≺0 an=0
n m n
= an−m z = z an z .
n≥0 n≥0
an−m = 0, ..., 0, a0 , a1 , a2 , ...
m
9. z −m
(G(z) −
nm
n
an z ) = z −m
n≥m
an z n
B
−m m m+1
=z (am z + am+1 z + ...)
2
= a0+m + a1+m z + a2+m z + ...
n
= an+m z .
n≥0
an+m = am , am+1 , am+2 , ...
11. G(z)
‣ zG(z)
Fn
A+B
Fn−1
‣ 2
z G(z) Fn−2
‣ 2
(1 − z − z )G(z) Fn − Fn−1 − Fn−2
n2 Fn − Fn−1 − Fn−2 = 0
(1 − z − z 2 )G(z) = F0 + (F1 − F0 )z + (F2 − F1 − F0 )z 2
=1
+ (F3 − F2 − F1 )z 3 + ...
=z
z
G(z) = 2
.
1−z−z
12. A+B
an = c1 an − 1 + ... + cm an−m G(z)
X
G(z) = m
.
1 − c1 z − ... − cm z
z
G(z) =
1 − z − z2
13. 2
G(z) = a0 + a1 z + a2 z + ...
H(z) = b0 + b1 z + b2 z 2 + ...
G(z)H(z) = (a0 + a1 z + a2 z 2 + ...)(b0 + b1 z + b2 z 2 + ...)
C
= (a0 b0 ) + (a0 b1 + a1 b0 )z + (a0 b2 + a1 b1 + a2 b0 )z 2 + ...
2
= c0 + c1 z + c2 z + ...
n
cn = ak bn−k
k=0
z m G(z)
14. G(z) = a0 + a1 z + a2 z 2 + ...
C
H(z) = b0 + b1 z + b2 z 2 + ... bn = 1
2
= 1 + z + z + ...
1
=
1−z
1
G(z)H(z) = G(z)
1−z
= a0 + (a0 + a1 )z + (a0 + a1 + a2 )z 2 + ...
15. F (z)G(z)H(z) = d0 , d1 , d2 , ...
dn =
a i bj c k .
C
i,j,k≥0
i+j+k=n
n
from F (z)G(z), cn = ak bn−k
k=0
ajk z k = zn a0k0 a1k1 . . .
j≥0 k≥0 n≥0 k0 ,k1 ,...≥0
k0 +k1 +...=n
16. z
D
G(z) = a0 + a1 z + a2 z 2 + a3 z 3 + ...
G(−z) = a0 − a1 z + a2 z 2 − a3 z 3 + ...
G(z) + G(−z) = 2a0 + 2a2 z 2 + 2a4 z 4 + ...
1 2 4
(G(z) + G(−z)) = a0 + a2 z + a4 z + . . .
2
G(z) = a0 + a1 z + a2 z 2 + a3 z 3 + ...
G(−z) = a0 − a1 z + a2 z 2 − a3 z 3 + ...
G(z) − G(−z) = 2a1 z + 2a3 z 3 + 2a5 z 5 + ...
1
(G(z) − G(−z)) = a1 z + a3 z 3 + a5 z 5 + . . .
2
17. Im
m
z
D
ri eiθ = cosθ + i sinθ
sinθ
θ
-r 0 r Re
cosθ
-ri
18. Im
m
z
D
ri e2π/im = cos(2π/m) + i sin(2π/m) =ω
sin(2π/m)
2π/m 1
n −kr k
an z = ω G(ω z)
-r 0 r Re n m
cos(2π/m) mod m=r 0≤km
0 ≤ r m.
-ri
19. Im
i
z
e2π/im = cos(2π/m) + i sin(2π/m) =ω
D
sin(2π/3)
√ √
= 3/2 120° 1 3
m=3 ω=− + i
-1 0 1 Re 2 2
cos(2π/3)
= 1/2
r=1
1 −k
n k
an z = ω G(ω z)
3
-i n mod 3=1 0≤k3
4 7
a1 z + a4 z + a7 z + . . .
1
= (G(z) + ω −1 G(ωz) + ω −2 G(ω 2 z)).
3
20. G(z) = a0 + a1 z + a2 z 2 + ... =
an z n
E
n≥0
G (z) = a1 + 2a2 z + 3a3 z 2 + ... = (k + 1)ak+1 z k .
k≥0
n
zG (z) = nan z . nan
n≥0
21. z
1 2 1 3
2
G(z) = a0 + a1 z + a2 z + ... =
n≥0
an z
1
n
k
E
G(t)dt = a0 z + a1 z + a2 z + . . . = ak−1 z .
0 2 3 k
k≥1
1 2
G(z) = = 1 + z + z + ...
1−z
1
2 k
G (z) = = 1 + 2z + 3z + ... = (k + 1)z .
(1 − z)2
k≥0
z 1
1 1 2 1 3 k
G(t)dt = ln = z + z + z ... = z .
0 1−z 2 3 k
k≥1
22. 0
z
G(t)dt = ln
1
1−z
1 2 1 3
= z + z + z ... =
2 3
E
1
k
k≥1
k
z .
1
G(z)H(z) = G(z) = a0 + (a0 + a1 )z + (a0 + a1 + a2 )z 2 + ...
1−z
1 1 1 2 1 1 3
ln = 0 + (0 + 1)z + (0 + 1 + )z + (0 + 1 + + )z + ...
1−z 1−z 2 2 3
3 2 11 3
= z + z + z + ... = Hk z k .
2 6
k≥0
23. r
(1 + z) = 1 + rz +
r(r − 1) 2
2
z + ... =
r
k
zk .
k≥0
F
r
1 −n − 1 k n+k
= (−z) = zk .
(1 − z)n+1 k n
k≥0 k≥0
r r(r − 2t − 1) 2 r − kt r k
x = 1 + rz + z + ··· = z .
2 k r − kt
k≥0
24. 1 2
exp z = ez = 1 + z + z + · · · =
2!
1
k!
zk .
k≥0
F
z n n 1 n+1 k zk
(e − 1) = z + z n+1 + · · · = n! .
n+1 n n k!
k
25. 1 2 1 3
ln(1 + z) = z − z + z − · · · =
2 3
(−1)k+1
k≥1
k
zk ,
F
1 1 m+k
ln( )= (Hm+k − Hm ) zk .
(1 − z)m+1 1−z k
k≥1
1 n n 1 n+1 k zk
(ln ) =z + z n+1 + · · · = n! .
1−z n+1 n n k!
k
26. z(z + 1) . . . (z + n − 1) =
k
k
n
k
z ,
F
z n k
= zk ,
(1 − z)(1 − 2z) . . . (1 − nz) n
k
z 1 1 2 Bk z k
z −1
= 1 − z + z + ··· = .
e 2 12 k!
k≥0
r(r + 2t) 2 r(r + kt)k−1
xr = 1 + rz + z + ··· = zk .
2 k!
k≥0
27. G(z) z n [z n ]G(z)
G
2 n
G(z) = a0 + a1 z + a2 z + · · · [z ]G(z) = an
n 1 G(z)dz
[z ]G(z) =
2πi |z|=r z n+1