Recent Trends And Future Challenges In Learning From Data

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Recent Trends and Future Challenges in Learning from Data

Author : Cristina Davino
Publisher : Springer
ISBN 13 : 9783031544675
Total Pages : 0 pages
Book Rating : 4.5/5 (446 download)

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Book Synopsis Recent Trends and Future Challenges in Learning from Data by : Cristina Davino

Download or read book Recent Trends and Future Challenges in Learning from Data written by Cristina Davino and published by Springer. This book was released on 2024-01-30 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book collects together selected peer-reviewed contributions presented at the European Conference on Data Analysis, ECDA 2022, held in Naples, Italy, September 14-16, 2022. Highlighting the role of statistics in discovering novel and interesting patterns in the era of big data, it follows the motto of the conference: “Avoiding drowning in the data: recent trends and future challenges in learning from data”. The central focus is on multidisciplinary approaches to data analysis, classification, and the interface between computer science, data mining and statistics. Both methodological and applied topics are covered. The former includes supervised and unsupervised techniques with particular emphasis on advances in regression and clustering analysis and constructing composite indicators. The applications are mainly in risk analysis, biology, and education. The volume is organized into four main macro themes: methodological contributions in the social sciences and education, multivariate analysis methods for big data, innovative contributions for applications inspired by biology, and strategies for analyzing complex data in finance.

Recent Trends in Educational Technology and Administration

Author : Srikanta Patnaik
Publisher : Springer Nature
ISBN 13 : 303129016X
Total Pages : 558 pages
Book Rating : 4.0/5 (312 download)

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Book Synopsis Recent Trends in Educational Technology and Administration by : Srikanta Patnaik

Download or read book Recent Trends in Educational Technology and Administration written by Srikanta Patnaik and published by Springer Nature. This book was released on 2023-06-30 with total page 558 pages. Available in PDF, EPUB and Kindle. Book excerpt: The management of an educational system is referred to as educational administration. It includes providing leadership for student education, establishing curriculum, carrying out assessments, and managing people and material resources to reach certain goals. It also includes the management of processes within a school system to ensure specific outcomes are achieved. Moreover, educational administration is critical because it allows schools to present opportunities for students to study. As technological advancements drive digital transformation and globalization, teachers may assist students in acquiring the technological skills needed to succeed in future careers. Also, the significance of integrating technology in education administration is to efficiently reach more students and facilitate customized learning through MOOCs, Virtual classrooms, video courses and augmented reality (AR) etc. It not only helps in imparting education but also helps in monitoring the student performance by collecting respective data. This book approaches Educational Technology & Administration while keeping in view these requirements. It not only identifies the gaps in existing educational policies but also suggests new research directions to make the teaching-learning procedure more efficient, accessible and easier. It further recommends development of new innovative policies, practices and reforms encouraging the scope of experimentation while ensuring quality. This book is targeted towards educators working closely in this field, researchers, policy makers and academic administrators working collaboratively towards the enhancement of the education system.

Learning from Imbalanced Data Sets

Author : Alberto Fernández
Publisher : Springer
ISBN 13 : 3319980742
Total Pages : 377 pages
Book Rating : 4.3/5 (199 download)

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Book Synopsis Learning from Imbalanced Data Sets by : Alberto Fernández

Download or read book Learning from Imbalanced Data Sets written by Alberto Fernández and published by Springer. This book was released on 2018-10-22 with total page 377 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides a general and comprehensible overview of imbalanced learning. It contains a formal description of a problem, and focuses on its main features, and the most relevant proposed solutions. Additionally, it considers the different scenarios in Data Science for which the imbalanced classification can create a real challenge. This book stresses the gap with standard classification tasks by reviewing the case studies and ad-hoc performance metrics that are applied in this area. It also covers the different approaches that have been traditionally applied to address the binary skewed class distribution. Specifically, it reviews cost-sensitive learning, data-level preprocessing methods and algorithm-level solutions, taking also into account those ensemble-learning solutions that embed any of the former alternatives. Furthermore, it focuses on the extension of the problem for multi-class problems, where the former classical methods are no longer to be applied in a straightforward way. This book also focuses on the data intrinsic characteristics that are the main causes which, added to the uneven class distribution, truly hinders the performance of classification algorithms in this scenario. Then, some notes on data reduction are provided in order to understand the advantages related to the use of this type of approaches. Finally this book introduces some novel areas of study that are gathering a deeper attention on the imbalanced data issue. Specifically, it considers the classification of data streams, non-classical classification problems, and the scalability related to Big Data. Examples of software libraries and modules to address imbalanced classification are provided. This book is highly suitable for technical professionals, senior undergraduate and graduate students in the areas of data science, computer science and engineering. It will also be useful for scientists and researchers to gain insight on the current developments in this area of study, as well as future research directions.

Recent Trends and Future Direction for Data Analytics

Author : Kumari, Aparna
Publisher : IGI Global
ISBN 13 :
Total Pages : 370 pages
Book Rating : 4.3/5 (693 download)

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Book Synopsis Recent Trends and Future Direction for Data Analytics by : Kumari, Aparna

Download or read book Recent Trends and Future Direction for Data Analytics written by Kumari, Aparna and published by IGI Global. This book was released on 2024-05-14 with total page 370 pages. Available in PDF, EPUB and Kindle. Book excerpt: In an increasingly data-centric world, scholars and practitioners grapple with the complexities of harnessing data analytics effectively across various industries. The challenge lies in navigating the rapid evolution of methodologies, identifying emerging trends, and understanding the nuanced applications of data analytics in real-world scenarios. This gap between theory and practice inhibits academic progress. It hampers industry innovation, leaving stakeholders needing help to leverage data to its full potential. Recent Trends and Future Direction for Data Analytics presents a compelling solution. By delving into real-world case studies spanning supply chain management, marketing, healthcare, and finance, this book bridges the gap between theory and practice, offering invaluable insights into the practical applications of data analytics. A systematic exploration of fundamental concepts, advanced techniques, and specialized topics equips scholars, researchers, and industry professionals with the knowledge and tools needed to navigate the complexities of data analytics with confidence.

Recent Trends in Computational Intelligence Enabled Research

Author : Siddhartha Bhattacharyya
Publisher : Academic Press
ISBN 13 : 0323851797
Total Pages : 420 pages
Book Rating : 4.3/5 (238 download)

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Book Synopsis Recent Trends in Computational Intelligence Enabled Research by : Siddhartha Bhattacharyya

Download or read book Recent Trends in Computational Intelligence Enabled Research written by Siddhartha Bhattacharyya and published by Academic Press. This book was released on 2021-07-31 with total page 420 pages. Available in PDF, EPUB and Kindle. Book excerpt: The field of computational intelligence has grown tremendously over that past five years, thanks to evolving soft computing and artificial intelligent methodologies, tools and techniques for envisaging the essence of intelligence embedded in real life observations. Consequently, scientists have been able to explain and understand real life processes and practices which previously often remain unexplored by virtue of their underlying imprecision, uncertainties and redundancies, and the unavailability of appropriate methods for describing the incompleteness and vagueness of information represented. With the advent of the field of computational intelligence, researchers are now able to explore and unearth the intelligence, otherwise insurmountable, embedded in the systems under consideration. Computational Intelligence is now not limited to only specific computational fields, it has made inroads in signal processing, smart manufacturing, predictive control, robot navigation, smart cities, and sensor design to name a few. Recent Trends in Computational Intelligence Enabled Research: Theoretical Foundations and Applications explores the use of this computational paradigm across a wide range of applied domains which handle meaningful information. Chapters investigate a broad spectrum of the applications of computational intelligence across different platforms and disciplines, expanding our knowledge base of various research initiatives in this direction. This volume aims to bring together researchers, engineers, developers and practitioners from academia and industry working in all major areas and interdisciplinary areas of computational intelligence, communication systems, computer networks, and soft computing. Provides insights into the theory, algorithms, implementation, and application of computational intelligence techniques Covers a wide range of applications of deep learning across various domains which are researching the applications of computational intelligence Investigates novel techniques and reviews the state-of-the-art in the areas of machine learning, computer vision, soft computing techniques

Recent Trends in Blockchain for Information Systems Security and Privacy

Author : Amit Kumar Tyagi
Publisher : CRC Press
ISBN 13 : 1000474399
Total Pages : 362 pages
Book Rating : 4.0/5 (4 download)

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Book Synopsis Recent Trends in Blockchain for Information Systems Security and Privacy by : Amit Kumar Tyagi

Download or read book Recent Trends in Blockchain for Information Systems Security and Privacy written by Amit Kumar Tyagi and published by CRC Press. This book was released on 2021-11-23 with total page 362 pages. Available in PDF, EPUB and Kindle. Book excerpt: Blockchain technology is an emerging distributed, decentralized architecture and computing paradigm, which has accelerated the development and application of cloud, fog and edge computing; artificial intelligence; cyber physical systems; social networking; crowdsourcing and crowdsensing; 5g; trust management and finance; and other many useful sectors. Nowadays, the primary blockchain technology uses are in information systems to keep information secure and private. However, many threats and vulnerabilities are facing blockchain in the past decade such 51% attacks, double spending attacks, etc. The popularity and rapid development of blockchain brings many technical and regulatory challenges for research and academic communities. The main goal of this book is to encourage both researchers and practitioners of Blockchain technology to share and exchange their experiences and recent studies between academia and industry. The reader will be provided with the most up-to-date knowledge of blockchain in mainstream areas of security and privacy in the decentralized domain, which is timely and essential (this is due to the fact that the distributed and p2p applications are increasing day-by-day, and the attackers adopt new mechanisms to threaten the security and privacy of the users in those environments). This book provides a detailed explanation of security and privacy with respect to blockchain for information systems, and will be an essential resource for students, researchers and scientists studying blockchain uses in information systems and those wanting to explore the current state of play.

Quality and Reliability Engineering: Recent Trends and Future Directions

Author : Boby John
Publisher : Allied Publishers
ISBN 13 : 8184248318
Total Pages : 458 pages
Book Rating : 4.1/5 (842 download)

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Book Synopsis Quality and Reliability Engineering: Recent Trends and Future Directions by : Boby John

Download or read book Quality and Reliability Engineering: Recent Trends and Future Directions written by Boby John and published by Allied Publishers. This book was released on 2013-04-16 with total page 458 pages. Available in PDF, EPUB and Kindle. Book excerpt: International conference supported by Indian Statistical Institute, held at Bangalore, 20-22 December, 2011; selected papers.

Big Data and Learning Analytics in Higher Education

Author : Ben Kei Daniel
Publisher : Springer
ISBN 13 : 3319065203
Total Pages : 287 pages
Book Rating : 4.3/5 (19 download)

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Book Synopsis Big Data and Learning Analytics in Higher Education by : Ben Kei Daniel

Download or read book Big Data and Learning Analytics in Higher Education written by Ben Kei Daniel and published by Springer. This book was released on 2016-08-27 with total page 287 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book focuses on the uses of big data in the context of higher education. The book describes a wide range of administrative and operational data gathering processes aimed at assessing institutional performance and progress in order to predict future performance, and identifies potential issues related to academic programming, research, teaching and learning. Big data refers to data which is fundamentally too big and complex and moves too fast for the processing capacity of conventional database systems. The value of big data is the ability to identify useful data and turn it into useable information by identifying patterns and deviations from patterns.

Recent Trends in Data Science and Soft Computing

Author : Faisal Saeed
Publisher : Springer
ISBN 13 : 3319990071
Total Pages : 1126 pages
Book Rating : 4.3/5 (199 download)

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Book Synopsis Recent Trends in Data Science and Soft Computing by : Faisal Saeed

Download or read book Recent Trends in Data Science and Soft Computing written by Faisal Saeed and published by Springer. This book was released on 2018-09-08 with total page 1126 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents the proceedings of the 3rd International Conference of Reliable Information and Communication Technology 2018 (IRICT 2018), which was held in Kuala Lumpur, Malaysia, on July 23–24, 2018. The main theme of the conference was “Data Science, AI and IoT Trends for the Fourth Industrial Revolution.” A total of 158 papers were submitted to the conference, of which 103 were accepted and considered for publication in this book. Several hot research topics are covered, including Advances in Data Science and Big Data Analytics, Artificial Intelligence and Soft Computing, Business Intelligence, Internet of Things (IoT) Technologies and Applications, Intelligent Communication Systems, Advances in Computer Vision, Health Informatics, Reliable Cloud Computing Environments, Recent Trends in Knowledge Management, Security Issues in the Cyber World, and Advances in Information Systems Research, Theories and Methods.

Industry 4.0, AI, and Data Science

Author : Vikram Bali
Publisher :
ISBN 13 : 9780367562915
Total Pages : pages
Book Rating : 4.5/5 (629 download)

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Book Synopsis Industry 4.0, AI, and Data Science by : Vikram Bali

Download or read book Industry 4.0, AI, and Data Science written by Vikram Bali and published by . This book was released on 2021 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: "The aim of this book is to provide insight into Data Science and Artificial Learning Techniques based on Industry 4.0, conveys how Machine Learning & Data Science are becoming an essential part of industrial and academic research. Varying from healthcare to social networking and everywhere hybrid models for Data Science, Al, and Machine Learning are being used. The book describes different theoretical and practical aspects and highlights how new systems are being developed. Along with focusing on the research trends, challenges and future of AI in Data Science, the book explores the potential for integration of advanced AI algorithms, addresses the challenges of Data Science for Industry 4.0, covers different security issues, includes qualitative and quantitative research, and offers case studies with working models. This book also provides an overview of AI and Data Science algorithms for readers who do not have a strong mathematical background. Undergraduates, postgraduates, academicians, researchers, and industry professionals will benefit from this book and use it as a guide"--

Global Trends 2040

Author : National Intelligence Council
Publisher : Cosimo Reports
ISBN 13 : 9781646794973
Total Pages : 158 pages
Book Rating : 4.7/5 (949 download)

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Book Synopsis Global Trends 2040 by : National Intelligence Council

Download or read book Global Trends 2040 written by National Intelligence Council and published by Cosimo Reports. This book was released on 2021-03 with total page 158 pages. Available in PDF, EPUB and Kindle. Book excerpt: "The ongoing COVID-19 pandemic marks the most significant, singular global disruption since World War II, with health, economic, political, and security implications that will ripple for years to come." -Global Trends 2040 (2021) Global Trends 2040-A More Contested World (2021), released by the US National Intelligence Council, is the latest report in its series of reports starting in 1997 about megatrends and the world's future. This report, strongly influenced by the COVID-19 pandemic, paints a bleak picture of the future and describes a contested, fragmented and turbulent world. It specifically discusses the four main trends that will shape tomorrow's world: - Demographics-by 2040, 1.4 billion people will be added mostly in Africa and South Asia. - Economics-increased government debt and concentrated economic power will escalate problems for the poor and middleclass. - Climate-a hotter world will increase water, food, and health insecurity. - Technology-the emergence of new technologies could both solve and cause problems for human life. Students of trends, policymakers, entrepreneurs, academics, journalists and anyone eager for a glimpse into the next decades, will find this report, with colored graphs, essential reading.

Knowledge Society and Education in the Asia-Pacific

Author : José Ernesto Rangel Delgado
Publisher : Springer Nature
ISBN 13 : 9811623333
Total Pages : 130 pages
Book Rating : 4.8/5 (116 download)

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Book Synopsis Knowledge Society and Education in the Asia-Pacific by : José Ernesto Rangel Delgado

Download or read book Knowledge Society and Education in the Asia-Pacific written by José Ernesto Rangel Delgado and published by Springer Nature. This book was released on 2021-07-21 with total page 130 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book explores recent trends in the knowledge-based society and education field in Asia-Pacific and discusses future challenges in the region. It presents studies on the development of scientific thought in the field on the knowledge-based society in the Pacific Circle. This book explores the theoretical framework of the knowledge-based society framed by the borders imposed by the Pacific Ocean, particularly from the perspective of the Pacific Circle Consortium (PCC), in the face of a paradigm shift to satisfy the human needs that must be preserved to guarantee economic and human conditions that future development requires. It analyzes how education relates to the knowledge society in the Asia Pacific region, and considers global issues such as environmental degradation, climate change, pollution, soil erosion, growth of the population. It discusses how these issues concerns parents, educators, civil societies and governments of the countries around the Pacific Circle. This book explores the necessity of changing the current transformative paradigm to one that ensures environmental sustainability, with the support of scientific education and research, as an issue that must be integrated into the curricula in schools at all educational levels.

Learning from Data

Author : Vladimir Cherkassky
Publisher : John Wiley & Sons
ISBN 13 : 9780470140512
Total Pages : 560 pages
Book Rating : 4.1/5 (45 download)

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Book Synopsis Learning from Data by : Vladimir Cherkassky

Download or read book Learning from Data written by Vladimir Cherkassky and published by John Wiley & Sons. This book was released on 2007-09-10 with total page 560 pages. Available in PDF, EPUB and Kindle. Book excerpt: An interdisciplinary framework for learning methodologies—covering statistics, neural networks, and fuzzy logic, this book provides a unified treatment of the principles and methods for learning dependencies from data. It establishes a general conceptual framework in which various learning methods from statistics, neural networks, and fuzzy logic can be applied—showing that a few fundamental principles underlie most new methods being proposed today in statistics, engineering, and computer science. Complete with over one hundred illustrations, case studies, and examples making this an invaluable text.

New Trends and Applications in Internet of Things (IoT) and Big Data Analytics

Author : Rohit Sharma
Publisher : Springer Nature
ISBN 13 : 3030993299
Total Pages : 278 pages
Book Rating : 4.0/5 (39 download)

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Book Synopsis New Trends and Applications in Internet of Things (IoT) and Big Data Analytics by : Rohit Sharma

Download or read book New Trends and Applications in Internet of Things (IoT) and Big Data Analytics written by Rohit Sharma and published by Springer Nature. This book was released on 2022-05-16 with total page 278 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book focuses on the use of The Internet of Things (IoT) and big data in business intelligence, data management, Hadoop, machine learning, cloud, smart cities, etc. IoT and big data emerged from the early 2000s data boom, driven forward by many of the early internet and technology companies. The Internet of Things (IoT) is an interconnection of several devices, networks, technologies, and human resources to achieve a common goal. There are a variety of IoT-based applications being used in different sectors and have succeeded in providing huge benefits to the users. The generation of big data by IoT has ruptured the existing data processing capacity of IoT and recommends to adopt the data analytics to strengthen solutions. The success of IoT depends upon the influential association of big data analytics. New technologies like search engines, mobile devices, and industrial machines provided as much data as companies could handle—and the scale continues to grow. In a study conducted by IDC, the market intelligence firm estimated that the global production of data would grow 10x between 2015 and 2020. So, the proposed book covers up all the aspects in the field discuss above.

Handbook of Research on Pattern Engineering System Development for Big Data Analytics

Author : Tiwari, Vivek
Publisher : IGI Global
ISBN 13 : 1522538712
Total Pages : 396 pages
Book Rating : 4.5/5 (225 download)

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Book Synopsis Handbook of Research on Pattern Engineering System Development for Big Data Analytics by : Tiwari, Vivek

Download or read book Handbook of Research on Pattern Engineering System Development for Big Data Analytics written by Tiwari, Vivek and published by IGI Global. This book was released on 2018-04-20 with total page 396 pages. Available in PDF, EPUB and Kindle. Book excerpt: Due to the growing use of web applications and communication devices, the use of data has increased throughout various industries. It is necessary to develop new techniques for managing data in order to ensure adequate usage. The Handbook of Research on Pattern Engineering System Development for Big Data Analytics is a critical scholarly resource that examines the incorporation of pattern management in business technologies as well as decision making and prediction process through the use of data management and analysis. Featuring coverage on a broad range of topics such as business intelligence, feature extraction, and data collection, this publication is geared towards professionals, academicians, practitioners, and researchers seeking current research on the development of pattern management systems for business applications.

International Summit on the Teaching Profession Valuing our Teachers and Raising their Status How Communities Can Help

Author : Schleicher Andreas
Publisher : OECD Publishing
ISBN 13 : 9264292691
Total Pages : 116 pages
Book Rating : 4.2/5 (642 download)

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Book Synopsis International Summit on the Teaching Profession Valuing our Teachers and Raising their Status How Communities Can Help by : Schleicher Andreas

Download or read book International Summit on the Teaching Profession Valuing our Teachers and Raising their Status How Communities Can Help written by Schleicher Andreas and published by OECD Publishing. This book was released on 2018-03-15 with total page 116 pages. Available in PDF, EPUB and Kindle. Book excerpt: There is increasing recognition that teachers will play a key role in preparing students for the challenges of the future. We expect teachers to equip students with the skill set and knowledge required for success in an increasingly global, digital, complex, uncertain and volatile world.

Recent Trends in Product Design and Intelligent Manufacturing Systems

Author : B.B.V.L. Deepak
Publisher : Springer Nature
ISBN 13 : 981194606X
Total Pages : 968 pages
Book Rating : 4.8/5 (119 download)

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Book Synopsis Recent Trends in Product Design and Intelligent Manufacturing Systems by : B.B.V.L. Deepak

Download or read book Recent Trends in Product Design and Intelligent Manufacturing Systems written by B.B.V.L. Deepak and published by Springer Nature. This book was released on 2022-10-05 with total page 968 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents select proceedings of the 3rd Innovative Product Design and Intelligent Manufacturing System (IPDIMS 2020), held at National Institute of Technology (NIT) Rourkela, 30–31 December 2021. This volume covers the latest research topics in design and manufacturing fields of engineering. Some of the themes covered include Industry 4.0, smart manufacturing, advanced robotics and CAD/CAM/CIM. This book will be useful for students, researchers and professionals in the disciplines of mechatronics, mechanical, manufacturing, production and industrial engineering, especially those working on improvements in manufacturing technologies and development of resilient infrastructure in industry.