Intelligent Systems Modeling and Simulation II: Machine Learning, Neural Networks, Efficient Numerical Algorithm and Statistical Methods
暫譯: 智能系統建模與模擬 II：機器學習、神經網絡、高效數值算法與統計方法
Samsul Ariffin Abdul Karim
- 出版商: Springer
- 出版日期: 2022-10-13
- 售價: $8,880
- 貴賓價: 9.5 折 $8,436
- 語言: 英文
- 頁數: 640
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 3031040279
- ISBN-13: 9783031040276
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相關分類:
Machine Learning、Algorithms-data-structures
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相關主題
商品描述
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.
商品描述(中文翻譯)
本書基於智慧系統開發了一種新的建模和模擬系統。隨著我們直接從第三次工業革命（IR3.0）邁向第四次工業革命（IR4.0），許多新興技術和算法在許多科學和工程領域中出現。如今，大多數行業在產品開發及產品精煉中都使用IR4.0。這些應用包括油井鑽探的模擬、消費者分析的大數據分析、大規模數值模擬的最快算法等等。這些將為運營成本節省數百萬美元。毫無疑問，數學、統計學和計算技術完美融合，形成了一個用於模擬和建模的智慧系統。本書受到這一快速發展的啟發，共有41章由各領域專家貢獻。該書的主要範疇是基於機器學習、神經網絡、高效數值算法和統計方法開發一個新的建模和模擬系統。本書非常適合對智慧數值建模和模擬感興趣的研究生、研究人員以及科學家。
作者簡介
Samsul Ariffin Bin Abdul Karim is an Associate Professor with Software Engineering Programme, Faculty of Computing and Informatics, Universiti Malaysia Sabah (UMS), Malaysia. He obtained his PhD in Mathematics from Universiti Sains Malaysia (USM). He is a Professional Technologists registered with Malaysia Board of Technologists (MBOT), No. Perakuan PT21030227. His research interest includes numerical analysis, machine learning, approximation theory, optimization, science, and engineering education as well as wavelets. He has published more than 140 papers in Journals and Conferences including three Edited Conferences Volume and 60 book chapters. He was the recipient of Effective Education Delivery Award and Publication Award (Journal & Conference Paper), UTP Quality Day 2010, 2011 and 2012, respectively. He was Certified WOLFRAM Technology Associate, Mathematica Student Level. He also has published ten books with Springer Publishing including five books with Studies in Systems, Decision and Control (SSDC) series, one book with Taylor and Francis/CRC Press, one book with IntechOpen and one book with UTP Press. Recently he has received Book Publication Award in UTP Quality Day 2020 for book Water Quality Index (WQI) Prediction Using Multiple Linear Fuzzy Regression: Case Study in Perak River, Malaysia, that was published by SpringerBriefs in Water Science and Technology in 2020.
作者簡介(中文翻譯)
Samsul Ariffin Bin Abdul Karim 是馬來西亞沙巴大學（Universiti Malaysia Sabah, UMS）計算與資訊學院軟體工程課程的副教授。他在馬來西亞科學大學（Universiti Sains Malaysia, USM）獲得數學博士學位。他是馬來西亞技術專業人員委員會（Malaysia Board of Technologists, MBOT）註冊的專業技術人員，證書號碼為 PT21030227。他的研究興趣包括數值分析、機器學習、近似理論、優化、科學與工程教育以及小波分析。他已在期刊和會議上發表超過140篇論文，包括三本編輯會議論文集和60章書籍。他曾獲得2010、2011和2012年UTP品質日的有效教育傳遞獎和出版獎（期刊與會議論文）。他是WOLFRAM技術協會的認證成員，屬於Mathematica學生級別。他還與Springer Publishing出版了十本書籍，其中包括五本《系統、決策與控制研究》（Studies in Systems, Decision and Control, SSDC）系列的書籍、一部與Taylor and Francis/CRC Press合作的書籍、一部與IntechOpen合作的書籍，以及一部與UTP Press合作的書籍。最近，他因其著作《水質指數（WQI）預測使用多重線性模糊回歸：馬來西亞霹靂河案例研究》獲得2020年UTP品質日的書籍出版獎，該書於2020年由SpringerBriefs在水科學與技術系列中出版。
