Numerical methods using Java : for data science, analysis, and engineering / Haksun Li.

Format:

Book

Author/Creator:

Li, Haksun, author.

Language:

English

Subjects (All):

Java (Computer program language).

Computer algorithms.

Programming (Mathematics).

Physical Description:

1 online resource (xiv, 1186 pages) : illustrations

Place of Publication:

New York, New York : Apress, [2022]

Summary:

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.

Contents:

1: Introduction to Numerical Methods in Java

2: Linear Algebra

3: Finding Roots of Equations

4: Finding Roots of Systems of Equations

5: Curve Fitting and Interpolation

6: Numerical Differentiation and Integration

7: Ordinary Differential Equations

8: Partial Differential Equations

9: Unconstrained Optimization

10: Constrained Optimization

11: Heuristics

12: Basic Statistics

13: Random Numbers and Simulation

14: Linear Regression

15: Time Series Analysis

References.

Notes:

Description based on print version record.

Other Format:

Print version: Li, Haksun Numerical Methods Using Java

ISBN:

9781523150793

1523150793

9781484267974

1484267974

OCLC:

1291318194