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نام کتاب
Numerical Methods Using Java

For Data Science, Analysis, and Engineering

Haksun Li

Paperback1196 Pages
PublisherApress
Edition1
LanguageEnglish
Year2022
ISBN9781484267967
938
A4056
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کیفیت متن:اورجینال انتشارات
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#Numerical_Methods

#Java

#Data_Science

#Engineering

توضیحات

Implement numerical algorithms in Java using NM Dev, an object-oriented and high-performance programming library for mathematics.You’ll see how it can help you easily create a solution for your complex engineering problem by quickly putting together classes.


Numerical Methods Using Java covers a wide range of topics, including chapters on linear algebra, root finding, curve fitting, differentiation and integration, solving differential equations, random numbers and simulation, a whole suite of unconstrained and constrained optimization algorithms, statistics, regression and time series analysis. The mathematical concepts behind the algorithms are clearly explained, with plenty of code examples and illustrations to help even beginners get started.


What You Will Learn

  • Program in Java using a high-performance numerical library
  • Learn the mathematics for a wide range of numerical computing algorithms
  • Convert ideas and equations into code
  • Put together algorithms and classes to build your own engineering solution
  • Build solvers for industrial optimization problems
  • Do data analysis using basic and advanced statistics


Who This Book Is For

Programmers, data scientists, and analysts with prior experience with programming in any language, especially Java.


Table of Contents

Chapter 1: Introduction to Numerical Methods in Java

Chapter 2: Linear Algebra

Chapter 3: Finding Roots of Equations

Chapter 4: Finding Roots of System of Equations

Chapter 5: Curve Fitting and Interpolation

Chapter 6: Numerical Differentiation and Integration

Chapter 7: Ordinary Differential Equations

Chapter 8: Partial Differential Equations

Chapter 9: Unconstrained Optimization

Chapter 10: Constrained Optimization

Chapter 11: Heuristics

Chapter 12: Basic Statistics

Chapter 13: Random Numbers and Simulation

Chapter 14: Linear Regression

Chapter 15: Time-Series Analysis


About the Author

Haksun Li, PhD, is founder of NM Group, a scientific and mathematical research company. He has the vision of “Making the World Better Using Mathematics”. Under his leadership, the firm serves worldwide brokerage houses and funds, multinational corporations and very high net worth individuals. Haksun is an expert in options trading, asset allocation, portfolio optimization and fixed-income product pricing. He has coded up a variety of numerical software, including SuanShu (a library of numerical methods), NM Dev (a library of numerical methods), AlgoQuant (a library for financial analytics), NMRMS (a portfolio management system for equities), and supercurve (a fixed-income options pricing system). Prior to this, Haksun was a quantitative trader/quantitative analyst with multiple investment banks. He has worked in New York, London, Tokyo, and Singapore.


Additionally, Haksun is the vice dean of the Big Data Finance and Investment Institute of Fudan University, China. He was an adjunct professor with multiple universities. He has taught at the National University of Singapore (mathematics), Nanyang Technological University (business school), Fudan University (economics), as well as Hong Kong University of Science and Technology (mathematics). Dr. Haksun Li has a B.S. and M.S. in pure and financial mathematics from the University of Chicago, and an M.S. and a PhD in computer science and engineering from the University of Michigan, Ann Arbor.

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