Applied Machine Learning for Smart Data Analysis
暫譯: 應用機器學習於智慧數據分析

Dey, Nilanjan, Wagh, Sanjeev, Mahalle, Parikshit N.

  • 出版商: CRC
  • 出版日期: 2019-05-29
  • 售價: $6,080
  • 貴賓價: 9.5$5,776
  • 語言: 英文
  • 頁數: 320
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 1138339792
  • ISBN-13: 9781138339798
  • 相關分類: Data ScienceMachine Learning
  • 海外代購書籍(需單獨結帳)

商品描述

The book focusses on how machine learning and Internet of Things (IoT) has empowered the advancement of information driven arrangements including key concepts and advancements. Ontologies that are used in heterogeneous IoT environment have been discussed including interpretation, context awareness, analyzing various data sources, machine learning algorithms and intelligent services and applications. Further, it includes unsupervised and semi-supervised machine learning techniques with study of semantic analysis and sentimental analysis of reviews. Divided into sections as machine learning, security, IoT and data mining, the concepts are explained with practical implementation including results.

Key Features

Follows an algorithmic approach for data analysis in machine learning

Introduces machine learning methods in applications

Address the emerging issues in computing like deep learning, machine learning, internet of things and data analytics

Focuses on machine learning techniques namely unsupervised and semi-supervised for unseen and seen data sets

Case studies are covered relating to the human health, transportation and internet applications

商品描述(中文翻譯)

本書專注於機器學習和物聯網(IoT)如何促進以資訊為驅動的解決方案的進步,包括關鍵概念和技術。討論了在異質物聯網環境中使用的本體,包括解釋、上下文感知、分析各種數據來源、機器學習算法以及智能服務和應用。此外,還包括無監督和半監督的機器學習技術,並研究了評論的語義分析和情感分析。本書分為機器學習、安全性、物聯網和數據挖掘幾個部分,概念以實際實施和結果進行解釋。

主要特點
採用算法方法進行機器學習中的數據分析
介紹應用中的機器學習方法
解決計算領域中出現的問題,如深度學習、機器學習、物聯網和數據分析
專注於無監督和半監督的機器學習技術,針對未見和已見的數據集
涵蓋與人類健康、交通和互聯網應用相關的案例研究

作者簡介

Nilanjan Dey received his Ph. D. Degree from Jadavpur University, India, in 2015. He is an Assistant Professor in the Department of Information Technology, Techno India College of Technology, Kolkata, W.B., India. He holds an honorary position of Visiting Scientist at Global Biomedical Technologies Inc., CA, USA and Research Scientist of Laboratory of Applied Mathematical Modeling in Human Physiology, Territorial Organization of- Scientific and Engineering Unions, Bulgaria. Associate Researcher of Laboratoire RIADI, University of Manouba, Tunisia. He is the associated Member of University of Reading, London, UK and Scientific Member of - Politécnica of Porto. His research topic is Medical Imaging, Data mining, Machine learning, Computer Aided Diagnosis, Atherosclerosis etc. He is the Editor-in-Chief of International Journal of Ambient Computing and Intelligence (IGI Global), US, International Journal of Rough Sets and Data Analysis (IGI Global), US, the International Journal of Synthetic Emotions (IGI Global), US, (Co-EinC) and International Journal of Natural Computing Research (IGI Global) (Co-EinC), US. Series Co-Editor of Advances in Ubiquitous Sensing Applications for Healthcare (AUSAH), Elsevier, Series Editor of Computational Intelligence in Engineering Problem Solving, CRC Press and Advances in Geospatial Technologies (AGT) Book Series, (IGI Global), US, Executive Editor of International Journal of Image Mining (IJIM), Inderscience, Associated Editor of IEEE Access and International Journal of Information Technology, Springer. He has 20 books and more than 250 research articles in peer-reviewed journals and international conferences. He is the organizing committee member of several international conferences including ITITS, W4C, ICMIR, FICTA, ICICT etc.

Prof. Sanjeev Wagh, working as Professor in Department of Information Technology at Govt. College of Engineering, Karad. He has completed his BE(1996), ME(2000) & PhD(2008) in Computer Science & Engineering from Govt. College of Engineering, Pune & Nanded. He was full time Post Doctorate fellow at Center for TeleInfrastructure, Aalborg University, Denmark during 2013-14. He has also completed MBA from NIBM (2015), Chennai. His research interest areas are Natural Science Computing, Internet technologies & Wireless Sensor networks. He has 71 research papers to his credit, published in International /National Journals & conferences. Currently 5 research scholars are pursuing PhD under his supervision in various Universities. He is fellow member of ISTE, IETE, ACM & CSI. He is editor for 4 International Journal in Engineering & Technology.

Dr. Parikshit N. Mahalle has obtained his B.E degree in Computer Science and Engineering from Sant Gadge Baba Amravati University, Amravati, India and M.E. degree in Computer Engineering from Savitribai Phule Pune University, Pune, India. He completed his Ph. D in Computer Science and Engineering specialization in Wireless Communication from Aalborg University, Aalborg, Denmark. He has more than 16 years of teaching and research experience.

He has been a member board of studies in computer engineering, Savitribai Phule Pune University (SPPU), Pune, India. He has been a member - Board of studies in computer engineering, SPPU. He is member - BoS coordination committee in computer engineering, SPPU. He is also serving as member- Technical committee, SPPU. He is IEEE member, ACM member, Life member CSI and Life member ISTE. He is: Reviewer for Springer journal of Wireless Personal Communications, Reviewer for Elsevier journal of Applied Computing and Informatics, Member-Editorial Review Board for IGI Global - International Journal of Ambient Computing and Intelligence (IJACI), Member-Editorial Review Board for Journal of Global Research in Computer Science, Reviewer for IGI Global - International Journal of Rough Sets and Data Analysis (IJRSDA), Associate Editor for IGI Global - International Journal of Synthetic Emotions (IJSE), Inderscience International Journal of Grid and Utility Computing (IJGUC). He has also remained technical program committee member for International conferences and symposium like IEEE ICC - 2014, IEEE ICACCI 2013, IEEE ICC 2015 - SAC-Communication for Smart Grid, IEEE ICC 2015 - SAC-Social Networking, IEEE ICC 2014 - Selected Areas in Communication Symposium, IEEE INDICON 2014, CSI ACC 2014, IEEE GCWSN 2014, GWS 2015, GLOBECOMM 2015, ICCUBEA 2015, ICCUBEA 2016 He has published 56 research publications at national and international journals and conferences with 177 citations. He has authored 8 books on subjects like: Identity Management for Internet of Things, River Publishers, Identity Management Framework for Internet of Things, Aalborg University Press, Data Structures and Algorithms - Ceengage Publications, Theory of Computations, Gigatech Publications, Fundamentals of Programming Languages - I, Gigatech Publications, Fundamentals of Programming Languages - II, Gigatech Publications, Design and Analysis of Algorithms: A Problem Solving Approach, (In Process) - Cambridge University Press

He is also the recipient of "Best Faculty Award" by STES and Cognizant Technologies Solutions. He has also delivered invited talk on "Identity Management in IoT" to Symantec Research Lab, Mountain View, California. Currently he is working as Professor and Head in Department of Computer Engineering at STES's Smt. Kashibai Navale College of Engineering, Pune, India. He has guided more than 100 plus undergraduate students and 20 plus post-graduate students for projects. His recent research interests include Algorithms, Internet of Things, Identity Management and Security. He has visited few countries like: Denmark, Sweden, Germany, Austria, Norway, China, Switzerland

Dr. Mohd Shafi Pathan

He is working as Professor in Smt. Kashibai Navale College of Engineering, Pune. Completed Ph.D.(CSE) from JNTU Anantapur, India. He has Completed University funded research project on "Public key cryptography for Cross-Realm Authentication in Kerberos" he has worked as resource person for workshop and seminar. He is reviewer many national and international journal and conferences. He has worked as Head-Publicity Committee for International Conference on "Global ICT standardization forum for India. He has worked as organising secretary for International conference on "International Conference on "Internet of Things, Next Generation Networks and Cloud Computing 2016" held at SKNCOE, Pune on 26th to 28th February 2016 and 2017. He was guest editor for Special Issue of ICINC 2016 by IGI Global International journal of Rough data sets and Analytics. He has authored four books and one chapter in springer book. He has published more than 40 research article in national and international journal. He is life member of ISTE and CSI

作者簡介(中文翻譯)

Nilanjan Dey 於2015年獲得印度賈達夫普大學的博士學位。他是印度西孟加拉邦加爾各答的Techno India College of Technology資訊科技系的助理教授。他在美國加州的Global Biomedical Technologies Inc.擔任訪問科學家,並在保加利亞的科學與工程聯盟區域組織的應用數學建模實驗室擔任研究科學家。他是突尼西亞馬努巴大學RIADI實驗室的副研究員。他是英國倫敦雷丁大學的關聯成員,以及葡萄牙波爾圖理工學院的科學成員。他的研究主題包括醫學影像、資料探勘、機器學習、電腦輔助診斷、動脈硬化等。他是《國際環境計算與智慧期刊》(IGI Global)、《國際粗集與資料分析期刊》(IGI Global)、《國際合成情感期刊》(IGI Global)(共同主編)和《國際自然計算研究期刊》(IGI Global)(共同主編)的主編。他是《醫療保健中普遍感知應用的進展》(AUSAH,Elsevier)的系列共同編輯、《工程問題解決中的計算智慧》(CRC Press)和《地理空間技術進展》(AGT)書系列(IGI Global)的系列編輯,以及《國際影像挖掘期刊》(IJIM,Inderscience)的執行編輯,還是IEEE Access和《國際資訊科技期刊》(Springer)的副編輯。他擁有20本書籍和超過250篇在同行評審期刊及國際會議上發表的研究文章。他是多個國際會議的組織委員會成員,包括ITITS、W4C、ICMIR、FICTA、ICICT等。

Prof. Sanjeev Wagh 目前在印度卡拉德的政府工程學院資訊科技系擔任教授。他於1996年完成BE學位、2000年完成ME學位及2008年獲得計算機科學與工程的博士學位,均來自印度浦那和南德的政府工程學院。他在2013至2014年間,曾在丹麥奧爾堡大學的電信基礎設施中心擔任全職博士後研究員。他還於2015年在印度金奈的NIBM完成MBA學位。他的研究興趣包括自然科學計算、網際網路技術和無線感測網路。他已發表71篇研究論文,並在國際及國內期刊和會議上發表。目前有5名研究生在他的指導下於不同大學攻讀博士學位。他是ISTE、IETE、ACM和CSI的會員,並擔任4本國際工程與技術期刊的編輯。

Dr. Parikshit N. Mahalle 獲得印度Sant Gadge Baba Amravati University的計算機科學與工程學士學位,並在Savitribai Phule Pune University獲得計算機工程碩士學位。他在丹麥奧爾堡大學完成計算機科學與工程的博士學位,專攻無線通信。他擁有超過16年的教學和研究經驗。

他曾是印度Savitribai Phule Pune University(SPPU)計算機工程學科的學術委員會成員。他也是SPPU計算機工程學科的學術委員會協調委員會成員,並擔任SPPU的技術委員會成員。他是IEEE會員、ACM會員、CSI終身會員和ISTE終身會員。他擔任Springer的無線個人通信期刊的審稿人、Elsevier的應用計算與資訊期刊的審稿人、IGI Global《國際環境計算與智慧期刊》(IJACI)的編輯審查委員會成員、《全球計算機科學研究期刊》的編輯審查委員會成員、IGI Global《國際粗集與資料分析期刊》(IJRSDA)的審稿人、IGI Global《國際合成情感期刊》(IJSE)的副編輯,以及Inderscience的《國際網格與公用計算期刊》(IJGUC)的副編輯。他還曾擔任多個國際會議和研討會的技術程序委員會成員,如IEEE ICC - 2014、IEEE ICACCI 2013、IEEE ICC 2015 - SAC-智慧電網通信、IEEE ICC 2015 - SAC-社交網路、IEEE ICC 2014 - 通信選定領域研討會、IEEE INDICON 2014、CSI ACC 2014、IEEE GCWSN 2014、GWS 2015、GLOBECOMM 2015、ICCUBEA 2015、ICCUBEA 2016。他在國內外期刊和會議上發表了56篇研究論文,並獲得177次引用。他著有8本書,主題包括:物聯網的身份管理(River Publishers)、物聯網的身份管理框架(Aalborg University Press)、資料結構與演算法(Ceengage Publications)、計算理論(Gigatech Publications)、程式語言基礎 - I(Gigatech Publications)、程式語言基礎 - II(Gigatech Publications)、演算法的設計與分析:問題解決方法(正在進行中) - 劍橋大學出版社。

他還獲得了STES和Cognizant Technologies Solutions頒發的「最佳教學獎」。他曾在加州山景城的Symantec Research Lab發表過關於「物聯網中的身份管理」的邀請演講。目前,他在印度浦那的STES Smt. Kashibai Navale College of Engineering擔任計算機工程系的教授和系主任。他已指導超過100名本科生和20名研究生完成專案。他最近的研究興趣包括演算法、物聯網、身份管理和安全。他曾訪問過丹麥、瑞典、德國、奧地利、挪威、中國和瑞士等國家。

Dr. Mohd Shafi Pathan

他目前在浦那的Smt. Kashibai Navale College of Engineering擔任教授。他在印度JNTU Anantapur完成了計算機科學與工程的博士學位。他完成了大學資助的研究專案,主題為「Kerberos中的跨領域身份驗證的公鑰密碼學」,並擔任研討會和工作坊的資源人員。他是多個國內外期刊和會議的審稿人。他曾擔任「印度全球ICT標準化論壇」國際會議的宣傳委員會主任。他還擔任了2016年和2017年在SKNCOE舉辦的「物聯網、下一代網路和雲計算國際會議」的組織秘書。他曾擔任IGI Global《國際粗集資料集與分析期刊》ICINC 2016特刊的客座編輯。他著有四本書和一章春季出版的書籍,並在國內外期刊上發表了超過40篇研究文章。他是ISTE和CSI的終身會員。

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