Mathematical Formulas for Economists

Size: px
Start display at page:

Download "Mathematical Formulas for Economists"

Transcription

1 Mathematical Formulas for Economists

2 Springer-Verlag Berlin Heidelberg GmbH

3 Bernd Luderer. Volker Nollau Klaus Vetters Mathematical Formulas for Economists With 58 Figures and 6 Tables, Springer

4 Professor Dr. Bernd Luderer Chemnitz University of Technology Faculty of Mathematics StraBe der Nationen Chemnitz Germany Professor Dr. Volker Nollau Dr. Klaus Vetters Dresden University of Technology Faculty of Mathematics and Natural Science MommsenstraBe Dresden Germany ISBN Library of Congress Cataloging-in-Publication Data applied for Die Deutsche Bibliothek - CIP-Einheitsaufnahme Luderer, Bernd: Mathematical formulas for economists: with 6 tables I Bernd Luderer; Volker Nollau; Klaus Vetters. ISBN ISBN (ebook) DOI / This work is subject to copyright. All rights are reserved, whether the whole or part of the material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilm or in any other way, and storage in data banks. Duplication of this publication or parts thereof is permitted only under the provisions of the German Copyright Law of September 9, 1965, in its current version, and permission for use must always be obtained from Springer-Verlag Berlin Heidelberg GmbH. Violations are liable for prosecution under the German Copyright Law. Springer-Verlag Berlin Heidelberg 2002 Originally pnblished by Springer-Verlag Berlin Heidelberg New York in 2002 The use of general descriptive names, registered names, trademarks, etc. in this publication does not imply, even in the absence of a specific statement, that such names are exempt from the relevant protective laws and regnlations and therefore free for general use. Softcover-Design: Erich Kirchner, Heidelberg SPIN / Printed on acid-free paper

5 Preface This collection of formulas constitutes a compendium of mathematics for economics and business. It contains the most important formulas, statements and algorithms in this significant subfield of modern mathematics and addresses primarily students of economics or business at universities, colleges and trade schools. But people dealing with practical or applied problems will also find this collection to be an efficient and easy-to-use work of reference. First the book treats mathematical symbols and constants, sets and statements, number systems and their arithmetic as well as fundamentals of combinatorics. The chapter on sequences and series is followed by mathematics of finance, the representation of functions of one and several independent variables, their differential and integral calculus and by differential and difference equations. In each case special emphasis is placed on applications and models in economics. The chapter on linear algebra deals with matrices, vectors, determinants and systems of linear equations. This is followed by the representation of structures and algorithms of linear programming. Finally, the reader finds formulas on descriptive statistics (data analysis, ratios, inventory and time series analysis), on probability theory (events, probabilities, random variables and distributions) and on inductive statistics (point and interval estimates, tests). Some important tables complete the work. The present manual arised as a result of many years' teaching for students of economic faculties at the Institutes of Technology of Dresden and Chemnitz, Germany. Moreover, the authors could take advantage of experience and suggestions of numerous colleagues. For critical reading of the manuscript we feel obliged to thank Dipl.-Math. M. Richter and Dr K. Eppler. Our special thank is due to M. Schoenherr, Dr U. Wuerker and Dr J. Rudl, who contributed to technical preparation of the book. After successful use by German readers it is a great pleasure for us to present this collection of formulas to the English auditorium. The translation is based on the third, revised German edition. We are greatly obliged to Springer Verlag for giving us the opportunity to publish this book in English. Finally we would like to emphasize that remarks and criticism are always welcome. Chemnitz / Dresden, July 2001 Bernd Luderer Volker Nollau Klaus Vetters

6 Contents Mathematical Symbols and Constants... 1 Notations and symbols... 1 Mathematical constants Sets and Propositions Notion of a set... 3 Relations between sets Operations with sets... 4 Rules for operations with sets... 5 Product sets and mappings Propositional calculus Number Systems and their Arithmetic... 9 Natural, integer, rational, and real numbers Calculation with real numbers Absolute values Factorial and binomial coefficients Equations....'. 13 Inequalities Finite sums Powers and roots Logarithms Complex numbers... " Combinatorial Analysis Permutations Arrangements Combinations Sequences and Series Sequences of numbers Sequences of functions Infinite series Function and power series Taylor series Fourier series

7 VIII Contents Mathematics of Finance Simple interest Compound interest Annuities Dynamic annuities Amortization calculus Price calculus Investment analysis Depreciations Numerical methods for the determination of zeros Functions of one Independent Variable Basic notions Linear functions Quadratic functions Polynomials Fractional rational functions, partial fraction decomposition Exponential functions Logarithmic functions Trigonometric functions Inverse trigonometric functions Hyperbolic functions Area-hyperbolic functions Some economic functions Differential Calculus for Functions of one Variable Limit of a function Continuity..., 60 Differentiation Economic interpretation of the first derivative Rates of change and elasticities..., 66 Mean value theorems Higher derivatives and Taylor expansion Description of function features by means of derivatives Investigation of economic functions, profit maximization Integral Calculus for Functions of one Variable Indefinite integral Definite integral Tables of indefinite integrals Improper integrals Parameter integrals Economic applications of integral calculus

8 Contents IX Differential Equations First-order differential equations Linear differential equations of n-th order First-order linear systems with constant coefficients Difference Equations First-order linear difference equations Economic models Linear second-order difference equations Economic models Linear difference equations of n-th order with constant coefficients 100 Differential Calculus for Functions of Several Variables Basic notions Point sets of the space lr n Limit and continuity Differentiation of functions of several variables Total differential Unconstrained extreme value problems Constrained extreme value problems Least squares method Propagation of errors Economic applications Linear Algebra Vectors Equations of straight lines and planes Matrices Determinants... : Systems of linear equations Gaussian elimination Cramer's rule Exchange method Inverse matrix Eigenvalue problems for matrices Matrix models Linear Programming and Transportation Problem Normal form of a linear programming problem Simplex method Dual simplex method..., 130 Generation of an initial simplex table..., 131 Duality Transportation problem..., 134

9 X Contents Descriptive Statistics Basic notions Univariate data analysis Statistical parameters Bivariate data analysis Ratios Inventory analysis Time series analysis Calculus of Probability Random events and their probabilities Conditional probabilities Random variables and their distributions Discrete distributions Continuous distributions Special continuous distributions Random vectors Inductive Statistics Sample Point estimates Confidence interval estimates Statistical tests Significance tests under normal distribution Tables References Index

10 Mathematical Symbols and Constants n LXi i=l n I1 Xi i=l n! - set of natural numbers - set of natural numbers inclusively zero - set of integer numbers - set of rational numbers - set of real numbers - set of nonnegative real numbers - set of n-tuples of real numbers (n-dimensional vectors) - set of complex numbers - nonnegative number y (square root) such that y2 = X, X ~ 0 - nonnegative number y (n-th root) such yn=x, X ~ 0 - sum of the numbers Xi: Xl + X Xn - product of the numbers Xi: Xl' X2... xn n (n factorial) min { a, b} - minimum of the numbers a and b: a for a ~ b, b for a ~ b max{ a, b} - maximum of the numbers a and b: a for a ~ b, b for a ~ b r X 1 - smallest integer y such that y ~ X (rounding up) LxJ - greatest integer y such that y ~ x (rounding down) sgn X Ixl (a, b) [a,b] (a, b] [a, b) ~, > ±, =F def - signum: 1 for X > 0, 0 for X = 0, -1 for X < 0 - absolute value of the real number x: X for x ~ 0 and -x for x < 0 - open interval, i. e. a < x < b - closed interval, i. e. a ~ x ~ b - half-open interval closed from the right, i. e. a < x ~ b - half-open interval open at the right, i. e. a ~ x < b - less or equal; greater or equal - first plus, then minus; first minus, then plus - equality by definition - the left-hand side is defined by the right-hand side

11 2 Mathematical symbols and constants 'V - for all; for any there exists... ; there is (at least one)... P 1\ q - conjunction; p and q p V q - disjunction; p or q p =:::} q - implication; from p it follows q p{::::=}q...,p aem a~m - equivalence; p is equivalent to q - negation; not p n! = n - factorial (~) AcB o rang (A) det A, IAI 8ij lim an n-too lim f(x) x-txo lim f(x) x.j.xo - a is an element of the set M - a is not an element of the set M - binomial coefficient - A subset of B - empty set - norm (of a vector, matrix,... - rank of the matrix A - determinant of the matrix A - Kronecker's symbol: 1 for i = j and 0 for i =f. j - limit of the sequence {an} for n tending to infinity - limit of the function f at the point Xo - limit from the right (right-hand limit) at the point Xo lim f(x) - limit from the left (left-hand limit) at the point Xo xtxo Ue(x*) - c-neighbourhood of the point x* f(x)l~ = [f(x)]~ = feb) - f(a) 7r = e = r 1 = = 180 I' = /1 =

Parameter Estimation and Hypothesis Testing in Linear Models

Parameter Estimation and Hypothesis Testing in Linear Models Parameter Estimation and Hypothesis Testing in Linear Models Springer-Verlag Berlin Heidelberg GmbH Karl-Rudolf Koch Parameter Estimation and Hypothesis Testing in Linear Models Second, updated and enlarged

More information

Karl-Rudolf Koch Introduction to Bayesian Statistics Second Edition

Karl-Rudolf Koch Introduction to Bayesian Statistics Second Edition Karl-Rudolf Koch Introduction to Bayesian Statistics Second Edition Karl-Rudolf Koch Introduction to Bayesian Statistics Second, updated and enlarged Edition With 17 Figures Professor Dr.-Ing., Dr.-Ing.

More information

Rade Westergren Mathematics Handbook

Rade Westergren Mathematics Handbook Rade Westergren Mathematics Handbook Springer-Verlag Berlin Heidelberg GmbH Lennart Rade Bertil Westergren Mathematics Handbook for Science and Engineering Fourth Edition Springer ~ Studentlitteratur Lennart

More information

Bourbaki Elements of the History of Mathematics

Bourbaki Elements of the History of Mathematics Bourbaki Elements of the History of Mathematics Springer Berlin Heidelberg New York Barcelona Hong Kong London Milan Paris Singapore Tokyo Nicolas Bourbaki Elements of the History of Mathematics Translated

More information

Stochastic Optimization Methods

Stochastic Optimization Methods Stochastic Optimization Methods Kurt Marti Stochastic Optimization Methods With 14 Figures 4y Springer Univ. Professor Dr. sc. math. Kurt Marti Federal Armed Forces University Munich Aero-Space Engineering

More information

Linear Programming and its Applications

Linear Programming and its Applications Linear Programming and its Applications H. A. Eiselt C.-L. Sandblom Linear Programming and its Applications With 71 Figures and 36 Tables 123 Prof. Dr. H. A. Eiselt University of New Brunswick Faculty

More information

Classics in Mathematics Andre Weil Elliptic Functions according to Eisenstein and Kronecker

Classics in Mathematics Andre Weil Elliptic Functions according to Eisenstein and Kronecker Classics in Mathematics Andre Weil Elliptic Functions according to Eisenstein and Kronecker Andre Weil was horn on May 6, 1906 in Paris. After studying mathematics at the Ecole Normale Superieure and receiving

More information

Springer Berlin Heidelberg New York Barcelona Budapest Hong Kong London Milan Paris Santa Clara Singapore Tokyo

Springer Berlin Heidelberg New York Barcelona Budapest Hong Kong London Milan Paris Santa Clara Singapore Tokyo Springer Berlin Heidelberg New York Barcelona Budapest Hong Kong London Milan Paris Santa Clara Singapore Tokyo J. M. RUeger Electronic Distance Measurement An Introduction Fourth Edition With 56 Figures

More information

Data Analysis Using the Method of Least Squares

Data Analysis Using the Method of Least Squares Data Analysis Using the Method of Least Squares J. Wolberg Data Analysis Using the Method of Least Squares Extracting the Most Information from Experiments With Figures and Tables 123 John Wolberg Technion-Israel

More information

Lecture Notes in Mathematics Editors: J.-M. Morel, Cachan F. Takens, Groningen B. Teissier, Paris

Lecture Notes in Mathematics Editors: J.-M. Morel, Cachan F. Takens, Groningen B. Teissier, Paris Lecture Notes in Mathematics 1915 Editors: J.-M. Morel, Cachan F. Takens, Groningen B. Teissier, Paris Türker Bıyıkoğlu Josef Leydold Peter F. Stadler Laplacian Eigenvectors of Graphs Perron-Frobenius

More information

Advanced Calculus of a Single Variable

Advanced Calculus of a Single Variable Advanced Calculus of a Single Variable Tunc Geveci Advanced Calculus of a Single Variable 123 Tunc Geveci Department of Mathematics and Statistics San Diego State University San Diego, CA, USA ISBN 978-3-319-27806-3

More information

Fuzzy Randomness. Bernd Moller Michael Beer

Fuzzy Randomness. Bernd Moller Michael Beer Fuzzy Randomness Bernd Moller Michael Beer Springer-Verlag Berlin Heidelberg GmbH Engineering ONLINE LIBRARY springeronline.com Bernd Moller Michael Beer Fuzzy Randomne Uncertainty in Civil Engineering

More information

Statistics of Random Processes

Statistics of Random Processes Robert S. Liptser Albert N. Shiryaev Statistics of Random Processes II. Applications Translated by A. B. Aries Translation Editor: Stephen S. Wilson Second, Revised and Expanded Edition Springer Authors

More information

Landolt-Börnstein Numerical Data and Functional Relationships in Science and Technology New Series / Editor in Chief: W.

Landolt-Börnstein Numerical Data and Functional Relationships in Science and Technology New Series / Editor in Chief: W. Landolt-Börnstein Numerical Data and Functional Relationships in Science and Technology New Series / Editor in Chief: W. Martienssen Group VIII: Advanced Materials and Technologies Volume 6 Polymers Subvolume

More information

Nonlinear Dynamical Systems in Engineering

Nonlinear Dynamical Systems in Engineering Nonlinear Dynamical Systems in Engineering . Vasile Marinca Nicolae Herisanu Nonlinear Dynamical Systems in Engineering Some Approximate Approaches Vasile Marinca Politehnica University of Timisoara Department

More information

Latif M. Jiji. Heat Convection. With 206 Figures and 16 Tables

Latif M. Jiji. Heat Convection. With 206 Figures and 16 Tables Heat Convection Latif M. Jiji Heat Convection With 206 Figures and 16 Tables Prof. Latif M. Jiji City University of New York School of Engineering Dept. of Mechanical Engineering Convent Avenue at 138th

More information

Nuclear Magnetic Resonance Data

Nuclear Magnetic Resonance Data Landolt-Börnstein Numerical Data and Functional Relationships in Science and Technology New Series / Editor in Chief: W. Martienssen Group III: Condensed Matter Volume 35 Nuclear Magnetic Resonance Data

More information

Lecture Notes in Artificial Intelligence

Lecture Notes in Artificial Intelligence Lecture Notes in Artificial Intelligence Subseries of Lecture Notes in Computer Science Edited by J.G. Carbonell and J. Siekmann 1047 Lecture Notes in Computer Science Edited by G. Goos, J. Hartmanis and

More information

Semantics of the Probabilistic Typed Lambda Calculus

Semantics of the Probabilistic Typed Lambda Calculus Semantics of the Probabilistic Typed Lambda Calculus Dirk Draheim Semantics of the Probabilistic Typed Lambda Calculus Markov Chain Semantics, Termination Behavior, and Denotational Semantics Dirk Draheim

More information

Undergraduate Texts in Mathematics. Editors J. H. Ewing F. W. Gehring P. R. Halmos

Undergraduate Texts in Mathematics. Editors J. H. Ewing F. W. Gehring P. R. Halmos Undergraduate Texts in Mathematics Editors J. H. Ewing F. W. Gehring P. R. Halmos Springer Books on Elemeritary Mathematics by Serge Lang MATH! Encounters with High School Students 1985, ISBN 96129-1 The

More information

UV-VIS Spectroscopy and Its Applications

UV-VIS Spectroscopy and Its Applications SPRINGER LABORATORY Heinz-Helmut Perkampus UV-VIS Spectroscopy and Its Applications Translated by H. Charlotte Grinter and Dr. T. L. Threlfall With 78 Figures and 21 Tables Springer -Ver lag Berlin Heidelberg

More information

Experimental Techniques in Nuclear and Particle Physics

Experimental Techniques in Nuclear and Particle Physics Experimental Techniques in Nuclear and Particle Physics Stefaan Tavernier Experimental Techniques in Nuclear and Particle Physics 123 Prof. Stefaan Tavernier Vrije Universiteit Brussel Fak. Wetenschappen

More information

Topics in Algebra and Analysis

Topics in Algebra and Analysis Radmila Bulajich Manfrino José Antonio Gómez Ortega Rogelio Valdez Delgado Topics in Algebra and Analysis Preparing for the Mathematical Olympiad Radmila Bulajich Manfrino Facultad de Ciencias Universidad

More information

Nuclear Magnetic Resonance Data

Nuclear Magnetic Resonance Data Landolt-Börnstein Numerical Data and Functional Relationships in Science and Technology New Series / Editor in Chief: W. Martienssen Group III: Condensed Matter Volume 35 Nuclear Magnetic Resonance Data

More information

Shijun Liao. Homotopy Analysis Method in Nonlinear Differential Equations

Shijun Liao. Homotopy Analysis Method in Nonlinear Differential Equations Shijun Liao Homotopy Analysis Method in Nonlinear Differential Equations Shijun Liao Homotopy Analysis Method in Nonlinear Differential Equations With 127 figures Author Shijun Liao Shanghai Jiao Tong

More information

SpringerBriefs in Statistics

SpringerBriefs in Statistics SpringerBriefs in Statistics For further volumes: http://www.springer.com/series/8921 Jeff Grover Strategic Economic Decision-Making Using Bayesian Belief Networks to Solve Complex Problems Jeff Grover

More information

1000 Solved Problems in Classical Physics

1000 Solved Problems in Classical Physics 1000 Solved Problems in Classical Physics Ahmad A. Kamal 1000 Solved Problems in Classical Physics An Exercise Book 123 Dr. Ahmad A. Kamal Silversprings Lane 425 75094 Murphy Texas USA anwarakamal@yahoo.com

More information

Landolt-Börnstein / New Series

Landolt-Börnstein / New Series Landolt-Börnstein / New Series Landolt-Börnstein Numerical Data and Functional Relationships in Science and Technology New Series Editor in Chief: W. Martienssen Units and Fundamental Constants in Physics

More information

Mathematics for Economics

Mathematics for Economics Mathematics for Economics third edition Michael Hoy John Livernois Chris McKenna Ray Rees Thanasis Stengos The MIT Press Cambridge, Massachusetts London, England c 2011 Massachusetts Institute of Technology

More information

Differential Scanning Calorimetry

Differential Scanning Calorimetry Differential Scanning Calorimetry Springer-Verlag Berlin Heidelberg GmbH G. W. H. H6hne. W. F. Hemminger H.-J. Flammersheim Differential Scanning Ca lori metry 2nd revised and enlarged edition With 130

More information

Lecture Notes in Economics and Mathematical Systems

Lecture Notes in Economics and Mathematical Systems Lecture Notes in Economics and Mathematical Systems 524 Founding Editors: M. Beckmann H. P. Ktinzi Managing Editors: Prof. Dr. G. Fandel Fachbereich Wirtschaftswissenschaften Femuniversitiit Hagen Feithstr.

More information

Econometric Analysis of Count Data

Econometric Analysis of Count Data Econometric Analysis of Count Data Springer-Verlag Berlin Heidelberg GmbH Rainer Winkelmann Econometric Analysis of Count Data Third, Revised and Enlarged Edition With l3 Figures and 20 Tables, Springer

More information

Ergebnisse der Mathematik und ihrer Grenzgebiete

Ergebnisse der Mathematik und ihrer Grenzgebiete Ergebnisse der Mathematik und ihrer Grenzgebiete 3. Foige. Band 16 A Series of Modern Surveys in Mathematics Editorial Board E. Bombieri, Princeton S. Feferman, Stanford N. H. Kuiper, Bures-sur-Yvette

More information

Egon Krause. Fluid Mechanics

Egon Krause. Fluid Mechanics Egon Krause Fluid Mechanics Egon Krause Fluid Mechanics With Problems and Solutions, and an Aerodynamic Laboratory With 607 Figures Prof. Dr. Egon Krause RWTH Aachen Aerodynamisches Institut Wüllnerstr.5-7

More information

Peter Orlik Volkmar Welker. Algebraic Combinatorics. Lectures at a Summer School in Nordfjordeid, Norway, June 2003 ABC

Peter Orlik Volkmar Welker. Algebraic Combinatorics. Lectures at a Summer School in Nordfjordeid, Norway, June 2003 ABC Peter Orlik Volkmar Welker Algebraic Combinatorics Lectures at a Summer School in Nordfjordeid, Norway, June 2003 ABC Authors Peter Orlik Department of Mathematics University of Wisconsin-Madison 480 Lincoln

More information

Günter Zschornack Handbook of X-Ray Data

Günter Zschornack Handbook of X-Ray Data Günter Zschornack Handbook of X-Ray Data Günter Zschornack Handbook of X-Ray Data With 113 Figures and 161 Tables 123 Ass.-Prof. Dr. rer. nat. habil. Günter Zschornack Technische Universität Dresden Institut

More information

ThiS is a FM Blank Page

ThiS is a FM Blank Page Acid-Base Diagrams ThiS is a FM Blank Page Heike Kahlert Fritz Scholz Acid-Base Diagrams Heike Kahlert Fritz Scholz Institute of Biochemistry University of Greifswald Greifswald Germany English edition

More information

Ambrosio Dancer Calculus of Variations and Partial Differential Equations

Ambrosio Dancer Calculus of Variations and Partial Differential Equations Ambrosio Dancer Calculus of Variations and Partial Differential Equations Springer-Verlag Berlin Heidelberg GmbH L. Ambrosio N. Dancer Calculus of Variations and Partial Differential Equations Topics on

More information

Topics in Boundary Element

Topics in Boundary Element Topics in Boundary Element Research Edited by C. A. Brebbia Volume 7 Electrical Engineering Applications With 186 Figures and 11 Tables Springer-Verlag Berlin Heidelberg New York London Paris Tokyo Hong

More information

Theory of Elasticity

Theory of Elasticity Theory of Elasticity Aldo Maceri Theory of Elasticity 123 Prof. Dr.-Ing. Aldo Maceri Universitá Roma Tre Departimento di Ingegneria Meccanica e Industriale Via della Vasca Navale, 79 00146 Roma Italy

More information

Fundamentals of Mass Determination

Fundamentals of Mass Determination Fundamentals of Mass Determination Michael Borys Roman Schwartz Arthur Reichmuth Roland Nater Fundamentals of Mass Determination 123 Michael Borys Fachlabor 1.41 Physikalisch-Technische Bundesanstalt Bundesallee

More information

Mathematics for Physicists and Engineers

Mathematics for Physicists and Engineers Mathematics for Physicists and Engineers Klaus Weltner Sebastian John Wolfgang J. Weber Peter Schuster Jean Grosjean Mathematics for Physicists and Engineers Fundamentals and Interactive Study Guide 2nd

More information

Statistics and Measurement Concepts with OpenStat

Statistics and Measurement Concepts with OpenStat Statistics and Measurement Concepts with OpenStat William Miller Statistics and Measurement Concepts with OpenStat William Miller Urbandale, Iowa USA ISBN 978-1-4614-5742-8 ISBN 978-1-4614-5743-5 (ebook)

More information

Magnetic Properties of Non-Metallic Inorganic Compounds Based on Transition Elements

Magnetic Properties of Non-Metallic Inorganic Compounds Based on Transition Elements Landolt-Börnstein Numerical Data and Functional Relationships in Science and Technology New Series / Editor in Chief: W. Martienssen Group III: Condensed Matter Volume 27 Magnetic Properties of Non-Metallic

More information

Classics in Mathematics Lars Hormander. The Analysis of Linear Partial Differential Operators I

Classics in Mathematics Lars Hormander. The Analysis of Linear Partial Differential Operators I Classics in Mathematics Lars Hormander The Analysis of Linear Partial Differential Operators I Born on January 24,1931, on the southern coast of Sweden, Lars Hormander did his secondary schooling as well..

More information

Springer-Verlag Berlin Heidelberg GmbH

Springer-Verlag Berlin Heidelberg GmbH Springer-Verlag Berlin Heidelberg GmbH Kazuhiro Arai The Economics of Education An Analysis of College-Going Behavior With 18 Figures Springer Kazuhiro Arai Professor of Economics Hitotsubashi University

More information

Peter E. Kloeden Eckhard Platen. Numerical Solution of Stochastic Differential Equations

Peter E. Kloeden Eckhard Platen. Numerical Solution of Stochastic Differential Equations Peter E. Kloeden Eckhard Platen Numerical Solution of Stochastic Differential Equations Peter E. Kloeden School of Computing and Mathematics, Deakin Universit y Geelong 3217, Victoria, Australia Eckhard

More information

Feynman Integral Calculus

Feynman Integral Calculus Feynman Integral Calculus Vladimir A. Smirnov Feynman Integral Calculus ABC Vladimir A. Smirnov Lomonosov Moscow State University Skobeltsyn Institute of Nuclear Physics Moscow 119992, Russia E-mail: smirnov@theory.sinp.msu.ru

More information

Introduction to Numerical Analysis

Introduction to Numerical Analysis J. Stoer R. Bulirsch Introduction to Numerical Analysis Translated by R. Bartels, W. Gautschi, and C. Witzgall Springer Science+Business Media, LLC J. Stoer R. Bulirsch Institut fiir Angewandte Mathematik

More information

Lecture Notes in Physics

Lecture Notes in Physics Lecture Notes in Physics Edited by H. Araki, Kyoto, J. Ehlers, MLinchen, K. Hepp, ZSrich R. Kippenhahn, MLinchen, D. Ruelle, Bures-sur-Yvette H.A. WeidenmSIler, Heidelberg, J. Wess, Karlsruhe and J. Zittartz,

More information

Encyclopaedia of Mathematical Sciences

Encyclopaedia of Mathematical Sciences Encyclopaedia of Mathematical Sciences Volume 50 Editor-in-Chief: R. V. Gamkrelidze Springer Berlin Heidelberg New ork Barcelona Budapest Hong Kong London Milan Paris Santa Clara Singapore Tokyo A. V.

More information

P.M. Cohn. Basic Algebra. Groups, Rings and Fields. m Springer

P.M. Cohn. Basic Algebra. Groups, Rings and Fields. m Springer Basic Algebra P.M. Cohn Basic Algebra Groups, Rings and Fields m Springer P.M. Cohn, MA, PhD, FRS Department of Mathematics, University College London, Gower Street, London WC1E 6BT, UK British Library

More information

Reactivity and Structure Concepts in Organic Chemistry

Reactivity and Structure Concepts in Organic Chemistry Reactivity and Structure Concepts in Organic Chemistry Volume T1 Editors: Klaus Hafner Charles W Rees Barry M. Trost Jean-Marie Lehn P. von Rague Schleyer Rudolf Zahradnik Steven V. Ley Caroline M. R.

More information

Lauge Fuglsang Nielsen. Composite Materials. Properties as Influenced by Phase Geometry. With 241 Figures ABC

Lauge Fuglsang Nielsen. Composite Materials. Properties as Influenced by Phase Geometry. With 241 Figures ABC Composite Materials Lauge Fuglsang Nielsen Composite Materials Properties as Influenced by Phase Geometry With 241 Figures ABC Lauge Fuglsang Nielsen Technical University of Denmark Dept. Civil Engineering,

More information

Metalliferous Sediments of the World Ocean. Metalliferous Sediments of the World Ocean

Metalliferous Sediments of the World Ocean. Metalliferous Sediments of the World Ocean Gurvich Evgeny Gurvich evgeny gurvich was born in 1947 in Moscow. He received his Ph.D. and D.Sc. degrees from the P. P. Shirshov Institute of Oceanology in Moscow where he remained for more than 25 years.

More information

Walter R. Johnson Atomic Structure Theory

Walter R. Johnson Atomic Structure Theory Walter R. Johnson Atomic Structure Theory Walter R. Johnson Atomic Structure Theory Lectures on Atomic Physics With 21 Figures and 45 Tables 123 Professor Dr. Walter R. Johnson University of Notre Dame

More information

Tianyou Fan. Mathematical Theory of Elasticity of Quasicrystals and Its Applications

Tianyou Fan. Mathematical Theory of Elasticity of Quasicrystals and Its Applications Tianyou Fan Mathematical Theory of Elasticity of Quasicrystals and Its Applications Tianyou Fan Mathematical Theory of Elasticity of Quasicrystals and Its Applications With 82 figures Author Tianyou Fan

More information

Springer Series in 36 Computational Mathematics

Springer Series in 36 Computational Mathematics Springer Series in 36 Computational Mathematics Editorial Board R. Bank, La Jolla, CA R.L. Graham, La Jolla, CA J. Stoer, Würzburg R. Varga, Kent, Ohio H. Yserentant, Berlin Richard S. Varga Geršgorin

More information

Mathematics Syllabus UNIT I ALGEBRA : 1. SETS, RELATIONS AND FUNCTIONS

Mathematics Syllabus UNIT I ALGEBRA : 1. SETS, RELATIONS AND FUNCTIONS Mathematics Syllabus UNIT I ALGEBRA : 1. SETS, RELATIONS AND FUNCTIONS (i) Sets and their Representations: Finite and Infinite sets; Empty set; Equal sets; Subsets; Power set; Universal set; Venn Diagrams;

More information

Dynamics Formulas and Problems

Dynamics Formulas and Problems Dynamics Formulas and Problems Dietmar Gross Wolfgang Ehlers Peter Wriggers Jörg Schröder Ralf Müller Dynamics Formulas and Problems Engineering Mechanics 3 123 Dietmar Gross Division of Solid Mechanics

More information

Statistical Physics of Polymers

Statistical Physics of Polymers Statistical Physics of Polymers Advanced Texts in Physics This program of advanced texts covers a broad spectrum of topics which are of current and emerging interest in physics. Each book provides a comprehensive

More information

Classics in Mathematics

Classics in Mathematics Classics in Mathematics Friedrich Hirzebruch Topological Methods in Algebraic Geometry Friedrich Hirzebruch Topological Methods in Algebraic Geometry Reprint of the 1978 Edition Springer Friedrich Hirzebruch

More information

IB Mathematics Standard Level Revision guide

IB Mathematics Standard Level Revision guide IB Mathematics Standard Level Revision guide F.G. Groeneveld TopClassTutors.ORG Copyright 2016 by F. Groeneveld All rights reserved. No part of this publication may be reproduced, distributed, or transmitted

More information

Lecture Notes in Computer Science

Lecture Notes in Computer Science Lecture Notes in Computer Science Edited by G. Goos and J. Hartmanis 413 Reiner Lenz Group Theoretical Methods in Image Processing II III II II II Springer-Verlag Berlin Heidelberg NewYork London Paris

More information

Qing-Hua Qin. Advanced Mechanics of Piezoelectricity

Qing-Hua Qin. Advanced Mechanics of Piezoelectricity Qing-Hua Qin Advanced Mechanics of Piezoelectricity Qing-Hua Qin Advanced Mechanics of Piezoelectricity With 77 figures Author Prof. Qing-Hua Qin Research School of Engineering Australian National University

More information

UNIVERSITY OF SOUTHAMPTON ECONOMICS SERIES MATHEMATICS FOR ECONOMISTS AND SOCIAL SCIENTISTS

UNIVERSITY OF SOUTHAMPTON ECONOMICS SERIES MATHEMATICS FOR ECONOMISTS AND SOCIAL SCIENTISTS UNIVERSITY OF SOUTHAMPTON ECONOMICS SERIES MATHEMATICS FOR ECONOMISTS AND SOCIAL SCIENTISTS UNIVERSITY OF SOUTHAMPTON ECONOMICS SERIES Now available OUTPUT, INFLATION AND GROWTH: AN INTRODUCTION TO MACRO-ECONOMICS

More information

Semiconductor-Laser Fundamentals

Semiconductor-Laser Fundamentals Semiconductor-Laser Fundamentals Springer-Verlag Berlin Heidelberg GmbH Weng W. Chow Stephan W. Koch Semiconductor-laser Fundamentals Physics of the Gain Materials With 132 Figures and 3 Tables Springer

More information

Numerical Treatment of Partial Differential Equations

Numerical Treatment of Partial Differential Equations Christian Grossmann Hans-Görg Roos Numerical Treatment of Partial Differential Equations Translated and revised by Martin Stynes Prof. Dr. Christian Grossmann Prof. Dr. Hans-Görg Roos Institute of Numerical

More information

Jochen Hoefs Stable Isotope Geochemistry

Jochen Hoefs Stable Isotope Geochemistry Jochen Hoefs Stable Isotope Geochemistry Springer-Verlag Berlin Heidelberg GmbH Jochen Hoefs Stable Isotope Geochemistry 4th, Completely Revised, Updated, and Enlarged Edition With 73 Figures and 22 Tables

More information

Lecture Notes in Physics

Lecture Notes in Physics Lecture Notes in Physics Edited by H. Araki, Kyoto, J. Ehlers, MLinchen, K. Hepp, ZUrich R. Kippenhahn, ML~nchen, D. Ruelle, Bures-sur-Yvette H.A. WeidenmSIler, Heidelberg, J. Wess, Karlsruhe and J. Zittartz,

More information

Statics and Mechanics of Structures

Statics and Mechanics of Structures Statics and Mechanics of Structures Steen Krenk Jan Høgsberg Statics and Mechanics of Structures Prof. Steen Krenk Department of Mechanical Engineering Technical University of Denmark Kongens Lyngby,

More information

Differential-Algebraic Equations Forum

Differential-Algebraic Equations Forum Differential-Algebraic Equations Forum Editors-in-Chief Achim Ilchmann (TU Ilmenau, Ilmenau, Germany) Timo Reis (Universität Hamburg, Hamburg, Germany) Editorial Board Larry Biegler (Carnegie Mellon University,

More information

Petroleum Geoscience: From Sedimentary Environments to Rock Physics

Petroleum Geoscience: From Sedimentary Environments to Rock Physics Petroleum Geoscience: From Sedimentary Environments to Rock Physics Petroleum Geoscience: From Sedimentary Environments to Rock Physics With contributions from Per Avseth, Jan Inge Faleide, Roy H. Gabrielsen,

More information

Lecture Notes in Mathematics

Lecture Notes in Mathematics Lecture Notes in Mathematics Edited by A. Dold and B. Eckmann 766 Tammo tom Dieck Transformation Groups and Representation Theory Springer-Verlag Berlin Heidelberg New York 1979 Author T. tom Dieck Mathematisches

More information

Igor R. Shafarevich: Basic Algebraic Geometry 2

Igor R. Shafarevich: Basic Algebraic Geometry 2 Igor R. Shafarevich: Basic Algebraic Geometry 2 Igor R. Shafarevich Basic Algebraic Geometry 2 Second, Revised and Expanded Edition Springer-Verlag Berlin Heidelberg GmbH Igor R. Shafarevich Steklov Mathematical

More information

Frank Bothmann Rudolf Kerndlmaier Albert Koffeman Klaus Mandel Sarah Wallbank A Guidebook for Riverside Regeneration Artery - Transforming Riversides

Frank Bothmann Rudolf Kerndlmaier Albert Koffeman Klaus Mandel Sarah Wallbank A Guidebook for Riverside Regeneration Artery - Transforming Riversides Frank Bothmann Rudolf Kerndlmaier Albert Koffeman Klaus Mandel Sarah Wallbank A Guidebook for Riverside Regeneration Artery - Transforming Riversides for the Future This publication has received European

More information

Two -Dimensional Digital Signal Processing II

Two -Dimensional Digital Signal Processing II Two -Dimensional Digital Signal Processing II Transforms and Median Filters Edited by T. S. Huang With Contributions by J.-O. Eklundh T.S. Huang B.I. Justusson H. J. Nussbaumer S.G. Tyan S. Zohar With

More information

Studies in Systems, Decision and Control. Series editor Janusz Kacprzyk, Polish Academy of Sciences, Warsaw, Poland

Studies in Systems, Decision and Control. Series editor Janusz Kacprzyk, Polish Academy of Sciences, Warsaw, Poland Studies in Systems, Decision and Control Volume 13 Series editor Janusz Kacprzyk, Polish Academy of Sciences, Warsaw, Poland e-mail: kacprzyk@ibspan.waw.pl About this Series The series "Studies in Systems,

More information

Finite Mathematics

Finite Mathematics Finite Mathematics 978-1-63545-026-2 To learn more about all our offerings Visit Knewton.com Source Author(s) (Text or Video) Title(s) Link (where applicable) OpenStax Senior Contributing Authors: Gilbert

More information

UNITEXT La Matematica per il 3+2. Volume 87

UNITEXT La Matematica per il 3+2. Volume 87 UNITEXT La Matematica per il 3+2 Volume 87 More information about this series at http://www.springer.com/series/5418 Sandro Salsa Gianmaria Verzini Partial Differential Equations in Action Complements

More information

Mathematics for Chemists

Mathematics for Chemists Mathematics for Chemists MATHEMATICS FOR CHEMISTS D. M. Hirst Department of Molecular Sciences, university of Warwick, Coventry M D. M. Hirst 1976 All rights reserved. No part of this publication may be

More information

Solid Phase Microextraction

Solid Phase Microextraction Solid Phase Microextraction Gangfeng Ouyang Ruifen Jiang Editors Solid Phase Microextraction Recent Developments and Applications 123 Editors Gangfeng Ouyang School of Chemistry Sun Yat-sen University

More information

Nonlinear Optics. D.L.Mills. Basic Concepts. Springer-Verlag. With 32 Figures

Nonlinear Optics. D.L.Mills. Basic Concepts. Springer-Verlag. With 32 Figures Nonlinear Optics D.L.Mills Nonlinear Optics Basic Concepts With 32 Figures Springer-Verlag Berlin Heidelberg New York London Paris Tokyo HongKong Barcelona Budapest Professor D. L. Mills, Ph.D. Department

More information

UNIVERSITY OF NORTH ALABAMA MA 110 FINITE MATHEMATICS

UNIVERSITY OF NORTH ALABAMA MA 110 FINITE MATHEMATICS MA 110 FINITE MATHEMATICS Course Description. This course is intended to give an overview of topics in finite mathematics together with their applications and is taken primarily by students who are not

More information

Lecture Notes of 12 the Unione Matematica Italiana

Lecture Notes of 12 the Unione Matematica Italiana Lecture Notes of 12 the Unione Matematica Italiana For further volumes: http://www.springer.com/series/7172 Editorial Board Franco Brezzi (Editor in Chief) IMATI-CNR Via Ferrata 5a 27100 Pavia, Italy e-mail:

More information

B U S I N E S S M A T H E M A T I C S

B U S I N E S S M A T H E M A T I C S B U S I N E S S M A T H E M A T I C S For Grade XII Ashok Kumar Chaudhary Global College of Management Uniglobe HSS, +2 Science Bijay Lal Pradhan Birendra Multiple Campus Apex Educational Academy Chitwan

More information

Landolt-Börnstein / New Series

Landolt-Börnstein / New Series Landolt-Börnstein / New Series Landolt-Börnstein Numerical Data and Functional Relationships in Science and Technology New Series Editor in Chief: W. Martienssen Units and Fundamental Constants in Physics

More information

MTH306: Algebra II. Course length: Two semesters. Materials: None

MTH306: Algebra II. Course length: Two semesters. Materials: None MTH306: Algebra II Students are able to gain credit if they have previously completed this course but did not successfully earn credit. For each unit, students take a diagnostic test that assesses their

More information

Major Matrix Mathematics Education 7-12 Licensure - NEW

Major Matrix Mathematics Education 7-12 Licensure - NEW Course Name(s) Number(s) Choose One: MATH 303Differential Equations MATH 304 Mathematical Modeling MATH 305 History and Philosophy of Mathematics MATH 405 Advanced Calculus MATH 406 Mathematical Statistics

More information

Contents. Set Theory. Functions and its Applications CHAPTER 1 CHAPTER 2. Preface... (v)

Contents. Set Theory. Functions and its Applications CHAPTER 1 CHAPTER 2. Preface... (v) (vii) Preface... (v) CHAPTER 1 Set Theory Definition of Set... 1 Roster, Tabular or Enumeration Form... 1 Set builder Form... 2 Union of Set... 5 Intersection of Sets... 9 Distributive Laws of Unions and

More information

Fractal Control Theory

Fractal Control Theory Fractal Control Theory Shu-Tang Liu Pei Wang Fractal Control Theory 123 Shu-Tang Liu College of Control Science and Engineering Shandong University Jinan China Pei Wang College of Electrical Engineering

More information

Elasto-Plastic and Damage Analysis of Plates and Shells

Elasto-Plastic and Damage Analysis of Plates and Shells Elasto-Plastic and Damage Analysis of Plates and Shells George Z. Voyiadjis Pawel Woelke Elasto-Plastic and Damage Analysis of Plates and Shells With 82 Figures and 14 Tables 123 Dr. George Z. Voyiadjis

More information

Editors,: P. Diehl E. Fluck H. Gunther R. Kosfeld J. Seelig

Editors,: P. Diehl E. Fluck H. Gunther R. Kosfeld J. Seelig NMR Basic Principles and Progress 34 Editors,: P. Diehl E. Fluck H. Gunther R. Kosfeld J. Seelig Guest-Editors: E. Fluck, H. Gunther Advisory Board: G. Bodenhausen S. Forsen R. K. Harris C. L. Khetrapal

More information

Sample. An Incremental Development. John H. Saxon, Jr. Third Edition. Used by Permission SAXON PUBLISHERS, INC.

Sample. An Incremental Development. John H. Saxon, Jr. Third Edition. Used by Permission SAXON PUBLISHERS, INC. An Incremental Development Third Edition John H. Saxon, Jr. SAXON PUBLISHERS, INC. Algebra 1: An Incremental Development Third Edition Copyright 2003 by Saxon Publishers, Inc. All rights reserved. No part

More information

Topics in Number Theory

Topics in Number Theory Topics in Number Theory THE UNIVERSITY SERIES IN MATHEMATICS Series Editor: Joseph J. Kohn Princeton University THE CLASSIFICATION OF FINITE SIMPLE GROUPS Daniel Gorenstein VOLUME 1: GROUPS OF NONCHARACTERISTIC

More information

Circuit Analysis for Power Engineering Handbook

Circuit Analysis for Power Engineering Handbook Circuit Analysis for Power Engineering Handbook Circuit Analysis for Power Engineering Handbook Arieh L. Shenkman SPRINGER SCIENCE+BUSINESS MEDIA, B.V A c.i.p. Catalogue record for this book is available

More information

Springer Series in Solid-State Sciences. Edited by Peter Fulde

Springer Series in Solid-State Sciences. Edited by Peter Fulde 7 Springer Series in Solid-State Sciences Edited by Peter Fulde Springer Series in Solid-State Sciences Editors: M. Cardona P. Fulde H.-J. Queisser Volume 1 Principles of Magnetic Resonance By C. P. Slichter

More information

Igor Emri Arkady Voloshin. Statics. Learning from Engineering Examples

Igor Emri Arkady Voloshin. Statics. Learning from Engineering Examples Statics Igor Emri Arkady Voloshin Statics Learning from Engineering Examples Igor Emri University of Ljubljana Ljubljana, Slovenia Arkady Voloshin Lehigh University Bethlehem, PA, USA ISBN 978-1-4939-2100-3

More information

Die Grundlehren der mathematischen Wissenschaften

Die Grundlehren der mathematischen Wissenschaften Die Grundlehren der mathematischen Wissenschaften in Einzeldarstellungen mit besonderer Beriicksichtigung der Anwendungsgebiete Band 52 H erau.fgegeben von J. L. Doob. E. Heinz F. Hirzebruch. E. Hopf H.

More information

Catholic Central High School

Catholic Central High School Catholic Central High School Course: Basic Algebra 2 Department: Mathematics Length: One year Credit: 1 Prerequisite: Completion of Basic Algebra 1 or Algebra 1, Basic Plane Geometry or Plane Geometry,

More information