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.

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.

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.

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.

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.

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.

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.

Big Data and Learning Analytics in Higher Education

Author : Ben Kei Daniel
Publisher : Springer
ISBN 13 : 3319065203
Total Pages : 272 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 272 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 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

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.

Modern Management Based on Big Data III

Author : A.J. Tallón-Ballesteros
Publisher : IOS Press
ISBN 13 : 1643683012
Total Pages : 498 pages
Book Rating : 4.6/5 (436 download)

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Book Synopsis Modern Management Based on Big Data III by : A.J. Tallón-Ballesteros

Download or read book Modern Management Based on Big Data III written by A.J. Tallón-Ballesteros and published by IOS Press. This book was released on 2022-09-29 with total page 498 pages. Available in PDF, EPUB and Kindle. Book excerpt: Data is the basic ingredient of all Big Data applications, and Big Data technologies are constantly deploying new strategies to maximise efficiency and reduce the time taken to process information. This book presents the proceedings of MMBD2022, the third edition of the conference series Modern Management based on Big Data (MMBD). The conference was originally scheduled to take place from 15 to 18 August 2022 in Seoul, South Korea, but was changed to a virtual event on the same dates. Some 200 submissions were received for presentation at the conference, 52 of which were ultimately accepted after exhaustive review by members of the programme committee and peer-reviewers, who took into account the breadth and depth of the research topics and the scope of MMBD. Topics covered include data analytics, modelling, technologies and visualization, architectures for parallel processing systems, data mining tools and techniques, machine learning algorithms, and big data for engineering applications. There are also papers covering modern management, including topics such as strategy, decision making, manufacturing and logistics-based systems, engineering economy, information systems and law-based information treatment, and papers from a special session covering big data in manufacturing, retail, healthcare, accounting, banking, education, global trading, and e-commerce. Big data analysis and emerging applications were popular topics. The book includes many innovative and original ideas, as well as results of general significance, all supported by clear and rigorous reasoning and compelling evidence and methods, and will be of interest to all those working with Big Data.

Computer Vision and Internet of Things

Author : Lavanya Sharma
Publisher : CRC Press
ISBN 13 : 100057055X
Total Pages : 320 pages
Book Rating : 4.0/5 (5 download)

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Book Synopsis Computer Vision and Internet of Things by : Lavanya Sharma

Download or read book Computer Vision and Internet of Things written by Lavanya Sharma and published by CRC Press. This book was released on 2022-05-20 with total page 320 pages. Available in PDF, EPUB and Kindle. Book excerpt: Computer Vision and Internet of Things: Technologies and Applications explores the utilization of Internet of Things (IoT) with computer vision and its underlying technologies in different applications areas. Using a series of present and future applications – including business insights, indoor-outdoor securities, smart grids, human detection and tracking, intelligent traffic monitoring, e-health departments, and medical imaging – this book focuses on providing a detailed description of the utilization of IoT with computer vision and its underlying technologies in critical application areas, such as smart grids, emergency departments, intelligent traffic cams, insurance, and the automotive industry. Key Features • Covers the challenging issues related to sensors, detection, and tracking of moving objects with solutions to handle relevant challenges • Describes the latest technological advances in IoT and computer vision with their implementations • Combines image processing and analysis into a unified framework to understand both IOT and computer vision applications • Explores mining and tracking of motion-based object data, such as trajectory prediction and prediction of a particular location of object data, and their critical applications • Provides novel solutions for medical imaging (skin lesion detection, cancer detection, enhancement techniques for MRI images, and automated disease prediction) This book is primarily aimed at graduates and researchers working in the areas of IoT, computer vision, big data, cloud computing, and remote sensing. It is also an ideal resource for IT professionals and technology developers.

Social Signal Processing

Author : Judee K. Burgoon
Publisher : Cambridge University Press
ISBN 13 : 1108124585
Total Pages : 441 pages
Book Rating : 4.1/5 (81 download)

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Book Synopsis Social Signal Processing by : Judee K. Burgoon

Download or read book Social Signal Processing written by Judee K. Burgoon and published by Cambridge University Press. This book was released on 2017-05-08 with total page 441 pages. Available in PDF, EPUB and Kindle. Book excerpt: Social Signal Processing is the first book to cover all aspects of the modeling, automated detection, analysis, and synthesis of nonverbal behavior in human-human and human-machine interactions. Authoritative surveys address conceptual foundations, machine analysis and synthesis of social signal processing, and applications. Foundational topics include affect perception and interpersonal coordination in communication; later chapters cover technologies for automatic detection and understanding such as computational paralinguistics and facial expression analysis and for the generation of artificial social signals such as social robots and artificial agents. The final section covers a broad spectrum of applications based on social signal processing in healthcare, deception detection, and digital cities, including detection of developmental diseases and analysis of small groups. Each chapter offers a basic introduction to its topic, accessible to students and other newcomers, and then outlines challenges and future perspectives for the benefit of experienced researchers and practitioners in the field.

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"--

Recent Trends in Mathematical Modeling and High Performance Computing

Author : Vinai K. Singh
Publisher : Springer Nature
ISBN 13 : 3030682811
Total Pages : 441 pages
Book Rating : 4.0/5 (36 download)

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Book Synopsis Recent Trends in Mathematical Modeling and High Performance Computing by : Vinai K. Singh

Download or read book Recent Trends in Mathematical Modeling and High Performance Computing written by Vinai K. Singh and published by Springer Nature. This book was released on 2021-08-23 with total page 441 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume explores the connections between mathematical modeling, computational methods, and high performance computing, and how recent developments in these areas can help to solve complex problems in the natural sciences and engineering. The content of the book is based on talks and papers presented at the conference Modern Mathematical Methods and High Performance Computing in Science & Technology (M3HPCST), held at Inderprastha Engineering College in Ghaziabad, India in January 2020. A wide range of both theoretical and applied topics are covered in detail, including the conceptualization of infinity, efficient domain decomposition, high capacity wireless communication, infectious disease modeling, and more. These chapters are organized around the following areas: Partial and ordinary differential equations Optimization and optimal control High performance and scientific computing Stochastic models and statistics Recent Trends in Mathematical Modeling and High Performance Computing will be of interest to researchers in both mathematics and engineering, as well as to practitioners who face complex models and extensive computations.