Applications of Synthetic High Dimensional Data
Language: English
Published by IGI Global, 2024
- Hardcover
- New
Seller: AHA-BUCH GmbH, Einbeck, GermanyAHA-BUCH GmbH
AbeBooks seller since August 14, 2006
Condition: New
£ 413.30
Quantity: 2 available
Add to basketItem description from seller
nach der Bestellung gedruckt Neuware - Printed after ordering - The need for tailored data for machine learning models is often unsatisfied, as it is considered too much of a risk in the real-world context. Synthetic data, an algorithmically birthed counterpart to operational data, is the linchpin for overcoming constraints associated with sensitive or regulated information. In high-dimensional data, where the dimensions of features and variables often surpass the number of available observations, the emergence of synthetic data heralds a transformation. Applications of Synthetic High Dimensional Data delves into the algorithms and applications underpinning the creation of synthetic data, which surpass the capabilities of authentic datasets in many cases. Beyond mere mimicry, synthetic data takes center stage in prioritizing the mathematical domain, becoming the crucible for training robust machine learning models. It serves not only as a simulation but also as a theoretical entity, permitting the consideration of unforeseen variables and facilitating fundamental problem-solving. This book navigates the multifaceted advantages of synthetic data, illuminating its role in protecting the privacy and confidentiality of authentic data. It also underscores the controlled generation of synthetic data as a mechanism to safeguard private information while maintaining a controlled resemblance to real-world datasets. This controlled generation ensures the preservation of privacy and facilitates learning across datasets, which is crucial when dealing with incomplete, scarce, or biased data. Ideal for researchers, professors, practitioners, faculty members, students, and online readers, this book transcends theoretical discourse. …
Seller Inventory # 9798369318867
- Title
- Applications of Synthetic High Dimensional Data
- Author
- Marzena Sobczak-Michalowska
- Publisher
- IGI Global
- Publication year
- 2024
- Condition
- Neu
- Binding
- Buch
- Language
- English
- ISBN 13
- 9798369318867
- Item weight
- 807 grams
- Dimensions
- 260x183x22 mm
"Synopsis" may belong to another edition of this title.
About the Author
Dr. Samarjeet Borah is currently working as Professor in the Department of Computer Applications, SMIT, Sikkim Manipal University (SMU), Sikkim, India. Dr. Borah handles various academics, research and administrative activities such as curriculum development, Board of Studies, Doctoral Research Committee, IT Infrastructure Management etc. inSikkim Manipal University. Dr. Borah is involved with various funded projects from AICTE (Govt. of India), DST-CSRI (Govt. of India)etc. in the capacity of Principal Investigator/Co-principal Investigator. He has organized various national and international conferences such as ISRO Sponsored Training Programme on Remote Sensing & GIS, NCWBCB 2014, NER-WNLP 2014, IC3-2016, IC3-2018, ICDSM-2019, ICAET-2020, IC3-2020 etc. Dr. Borah is involved with various book volumes and journals of repute for Springer, IEEE, Inderscience, IGI Global etc. in the capacity of Editor/Guest Editor/Reviewer. He is editor-in-chief of the book/proceedings series – Research Notes on Computing and Communication Sciences, Apple Academic Press, USA.
Dr. Zdzislaw Polkowski is associated with Department of Humanities and Social Sciences, The Karkonosze University of Applied Sciences in Jelenia Góra, Poland. He holds a PhD degree in Computer Science and Management from Wroclaw University of Technology, Post Graduate degree in Microcomputer Systems in Management from University of Economics in Wroclaw and Post Graduate degree IT in Education from Economics University in Katowice. He obtained his Engineering degree in Industrial Computer Systems from Technical University of Zielona Gora. He has published more than 55 papers in journals, 15 conference proceedings, including more than 8 papers in journals indexed in the Web of Science. He served as a member of Technical Program Committee in many International conferences in Poland, India, China, Iran, Romania and Bulgaria.
Dr. Sambit Kumar Mishra is having more than 25 years of teaching experience in different AICTE approved institutions in India. He obtained his Bachelor Degree in Engineering in Computer Engineering from Amravati University, Maharashtra, India in 1991, M.Tech. in Computer Science from Indian School of Mines, Dhanbad( Now IIT, Dhanbad), India in 1998 and Ph.D. in Computer Science and Engineering from Siksha 'O' Anusandhan University, Bhubaneswar, Odisha, India in 2015. He has more than 33 publications in different peer reviewed International Journals and editorial board member of different peer reviewed indexed Journals. Presently he is working as Professor in the Department of Computer Science and Engineering, Gandhi Institute for Education and Technology, Baniatangi, Bhubaneswar, Odisha, India. ORCID ID of Dr.Sambit Kumar Mishra : https://orcid.org/0000-0002-5767-6787
"About the title" may belong to another edition of this title.
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