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Intelligent systems modeling and simulation IImachine learning, neural networks, efficient numerical algorithm and statistical methods /

Record Type:	Electronic resources : Monograph/item
Title/Author:	Intelligent systems modeling and simulation IIedited by Samsul Ariffin Abdul Karim.
Reminder of title:	machine learning, neural networks, efficient numerical algorithm and statistical methods /
remainder title:	Intelligent systems modeling and simulation 2
other author:	Abdul Karim, Samsul Ariffin.
Published:	Cham :Springer International Publishing :2022.
Description:	xix, 695 p. :ill., digital ;24 cm.
Contained By:	Springer Nature eBook
Subject:	Mathematical models.
Online resource:	https://doi.org/10.1007/978-3-031-04028-3
ISBN:	9783031040283$q(electronic bk.)

Intelligent systems modeling and simulation IImachine learning, neural networks, efficient numerical algorithm and statistical methods /
Intelligent systems modeling and simulation IImachine learning, neural networks, efficient numerical algorithm and statistical methods /[electronic resource] :Intelligent systems modeling and simulation 2edited by Samsul Ariffin Abdul Karim. - Cham :Springer International Publishing :2022. - xix, 695 p. :ill., digital ;24 cm. - Studies in systems, decision and control,v. 4442198-4190 ;. - Studies in systems, decision and control ;v.3..

Introduction -- Data-driven Ordinary Differential Equations Model for predicting missing data and forecasting Crude Oil Prices -- Efficient iterative approximation for nonlinear porous medium equation with drainage model -- The Performance of Logistic Regression and Discriminant Analysis in Spam E-mail Classification -- Detecting Structural Breaks and Outliers for Volatility Data via Impulse Indicator Saturation -- Index.

This book develops a new system of modeling and simulations based on intelligence system. As we are directly moving from Third Industrial Revolution (IR3.0) to Fourth Industrial Revolution (IR4.0), there are many emergence techniques and algorithm that appear in many sciences and engineering branches. Nowadays, most industries are using IR4.0 in their product development as well as to refine their products. These include simulation on oil rig drilling, big data analytics on consumer analytics, fastest algorithm for large-scale numerical simulations and many more. These will save millions of dollar in the operating costs. Without any doubt, mathematics, statistics and computing are well blended to form an intelligent system for simulation and modeling. Motivated by this rapid development, in this book, a total of 41 chapters are contributed by the respective experts. The main scope of the book is to develop a new system of modeling and simulations based on machine learning, neural networks, efficient numerical algorithm and statistical methods. This book is highly suitable for postgraduate students, researchers as well as scientists that have interest in intelligent numerical modeling and simulations.

ISBN: 9783031040283$q(electronic bk.)

Standard No.: 10.1007/978-3-031-04028-3doiSubjects--Topical Terms:

182479
Mathematical models.

LC Class. No.: QA401 / .I57 2022

Dewey Class. No.: 511.8

Intelligent systems modeling and simulation IImachine learning, neural networks, efficient numerical algorithm and statistical methods /
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505 0 $a Introduction -- Data-driven Ordinary Differential Equations Model for predicting missing data and forecasting Crude Oil Prices -- Efficient iterative approximation for nonlinear porous medium equation with drainage model -- The Performance of Logistic Regression and Discriminant Analysis in Spam E-mail Classification -- Detecting Structural Breaks and Outliers for Volatility Data via Impulse Indicator Saturation -- Index.
520 $a This book develops a new system of modeling and simulations based on intelligence system. As we are directly moving from Third Industrial Revolution (IR3.0) to Fourth Industrial Revolution (IR4.0), there are many emergence techniques and algorithm that appear in many sciences and engineering branches. Nowadays, most industries are using IR4.0 in their product development as well as to refine their products. These include simulation on oil rig drilling, big data analytics on consumer analytics, fastest algorithm for large-scale numerical simulations and many more. These will save millions of dollar in the operating costs. Without any doubt, mathematics, statistics and computing are well blended to form an intelligent system for simulation and modeling. Motivated by this rapid development, in this book, a total of 41 chapters are contributed by the respective experts. The main scope of the book is to develop a new system of modeling and simulations based on machine learning, neural networks, efficient numerical algorithm and statistical methods. This book is highly suitable for postgraduate students, researchers as well as scientists that have interest in intelligent numerical modeling and simulations.
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