Applied Machine Learning for Smart Data Analysis
Dey, Nilanjan, Wagh, Sanjeev, Mahalle, Parikshit N.
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.
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
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