Frontiers of Multimedia Research

Frontiers of Multimedia Research PDF

Author: Shih-Fu Chang

Publisher: Morgan & Claypool

Published: 2018-01-03

Total Pages: 416

ISBN-13: 1970001054

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The field of multimedia is unique in offering a rich and dynamic forum for researchers from “traditional” fields to collaborate and develop new solutions and knowledge that transcend the boundaries of individual disciplines. Despite the prolific research activities and outcomes, however, few efforts have been made to develop books that serve as an introduction to the rich spectrum of topics covered by this broad field. A few books are available that either focus on specific subfields or basic background in multimedia. Tutorial-style materials covering the active topics being pursued by the leading researchers at frontiers of the field are currently lacking. In 2015, ACM SIGMM, the special interest group on multimedia, launched a new initiative to address this void by selecting and inviting 12 rising-star speakers from different subfields of multimedia research to deliver plenary tutorial-style talks at the ACM Multimedia conference for 2015. Each speaker discussed the challenges and state-of-the-art developments of their prospective research areas in a general manner to the broad community. The covered topics were comprehensive, including multimedia content understanding, multimodal human-human and human-computer interaction, multimedia social media, and multimedia system architecture and deployment. Following the very positive responses to these talks, the speakers were invited to expand the content covered in their talks into chapters that can be used as reference material for researchers, students, and practitioners. Each chapter discusses the problems, technical challenges, state-of-the-art approaches and performances, open issues, and promising direction for future work. Collectively, the chapters provide an excellent sampling of major topics addressed by the community as a whole. This book, capturing some of the outcomes of such efforts, is well positioned to fill the aforementioned needs in providing tutorial-style reference materials for frontier topics in multimedia. At the same time, the speed and sophistication required of data processing have grown. In addition to simple queries, complex algorithms like machine learning and graph analysis are becoming common. And in addition to batch processing, streaming analysis of real-time data is required to let organizations take timely action. Future computing platforms will need to not only scale out traditional workloads, but support these new applications too. This book, a revised version of the 2014 ACM Dissertation Award winning dissertation, proposes an architecture for cluster computing systems that can tackle emerging data processing workloads at scale. Whereas early cluster computing systems, like MapReduce, handled batch processing, our architecture also enables streaming and interactive queries, while keeping MapReduce's scalability and fault tolerance. And whereas most deployed systems only support simple one-pass computations (e.g., SQL queries), ours also extends to the multi-pass algorithms required for complex analytics like machine learning. Finally, unlike the specialized systems proposed for some of these workloads, our architecture allows these computations to be combined, enabling rich new applications that intermix, for example, streaming and batch processing. We achieve these results through a simple extension to MapReduce that adds primitives for data sharing, called Resilient Distributed Datasets (RDDs). We show that this is enough to capture a wide range of workloads. We implement RDDs in the open source Spark system, which we evaluate using synthetic and real workloads. Spark matches or exceeds the performance of specialized systems in many domains, while offering stronger fault tolerance properties and allowing these workloads to be combined. Finally, we examine the generality of RDDs from both a theoretical modeling perspective and a systems perspective. This version of the dissertation makes corrections throughout the text and adds a new section on the evolution of Apache Spark in industry since 2014. In addition, editing, formatting, and links for the references have been added.

Frontiers in New Media Research

Frontiers in New Media Research PDF

Author: Francis L.F. Lee

Publisher: Routledge

Published: 2013-05-07

Total Pages: 320

ISBN-13: 1136286853

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This volume puts together the works of a group of distinguished scholars and active researchers in the field of media and communication studies to reflect upon the past, present, and future of new media research. The chapters examine the implications of new media technologies on everyday life, existing social institutions, and the society at large at various levels of analysis. Macro-level analyses of changing techno-social formation – such as discussions of the rise of surveillance society and the "fifth estate" – are combined with studies on concrete and specific new media phenomena, such as the rise of Pro-Am collaboration and "fan labor" online. In the process, prominent concepts in the field of new media studies, such as social capital, displacement, and convergence, are critically examined, while new theoretical perspectives are proposed and explicated. Reflecting the inter-disciplinary nature of the field of new media studies and communication research in general, the chapters interrogate into the problematic through a range of theoretical and methodological approaches. The book should offer students and researchers who are interested in the social impact of new media both critical reviews of the existing literature and inspirations for developing new research questions.

Frontiers of Cyberlearning

Frontiers of Cyberlearning PDF

Author: J. Michael Spector

Publisher: Springer

Published: 2018-11-03

Total Pages: 246

ISBN-13: 9811306508

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This book demonstrates teachers’ and learners’ experiences with big data in education; education and cloud computing; and new technologies for teacher support. It also discusses the advantages of using these frontier technologies in teaching and learning and predicts the future challenges. As such, it enables readers to better understand how technologies can improve learning and teaching experiences. It is intended for graduates and scholars in educational technology disciplines and anyone interested in the applications of frontier technologies in education.

The Mobile Frontier

The Mobile Frontier PDF

Author: Rachel Hinman

Publisher: Rosenfeld Media

Published: 2012-06-11

Total Pages: 280

ISBN-13: 1933820055

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Mobile user experience is a new frontier. Untethered from a keyboard and mouse, this rich design space is lush with opportunity to invent new and more human ways for people to interact with information. Invention requires casting off many anchors and conventions inherited from the last 50 years of computer science and traditional design and jumping head first into a new and unfamiliar design space.

Frontiers of Civil Society

Frontiers of Civil Society PDF

Author: Marek Mikuš

Publisher: Berghahn Books

Published: 2018-06-13

Total Pages: 358

ISBN-13: 1785338919

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In Serbia, as elsewhere in postsocialist Europe, the rise of “civil society” was expected to support a smooth transformation to Western models of liberal democracy and capitalism. More than twenty years after the Yugoslav wars, these expectations appear largely unmet. Frontiers of Civil Society asks why, exploring the roles of multiple civil society forces in a set of government “reforms” of society and individuals in the early 2010s, and examining them in the broader context of social struggles over neoliberal restructuring and transnational integration.

Frontier Computing

Frontier Computing PDF

Author: Jason C Hung

Publisher: Springer

Published: 2016-07-28

Total Pages: 1207

ISBN-13: 9811005397

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This volume contains the proceedings of the 4th International Conference on Frontier Computing (FC 2015), Bangkok, Thailand, September 9-11, 2015, and brings together state-of-the-art results covering many aspects of emerging computer science and information technology from international academic and industrial researchers. FC 2015 aimed at providing an open forum to reach a comprehensive understanding of the recent advances and developing trends in information technology, computer science and engineering, with themes under the scope of communication networks, business intelligence and knowledge management, web intelligence, and any related fields that prompt the development of information technology. Contributions cover a wide spectrum of topics: database and data mining, networking and communications, web and internet of things, embedded system, soft computing, social network analysis, security and privacy, optics communication, and ubiquitous/pervasive computing. Many papers have shown great academic potential and value, and in addition indicate promising directions of research in the focused realm of this conference series. Readers, including students, researchers, and industry professionals, will benefit from the results presented in this book, and it provides indicators for emerging trends for those starting their research careers.

Frontiers in Fake Media Generation and Detection

Frontiers in Fake Media Generation and Detection PDF

Author: Mahdi Khosravy

Publisher: Springer Nature

Published: 2022-05-28

Total Pages: 278

ISBN-13: 9811915245

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The book presents recent advances in the generation and detection of fake multimedia. It also presents some frontiers in defensive techniques in front of skillfully cloned media. The ultimate purpose of the research direction presented by this book is to build up a trustworthy media network benefited by an iron dome in front of media clones’ attacks. The book focusses on (1) applications of deep generative models in the generation of fake multimedia, and (2) cyber-defensive and detective techniques in front of cyberattacks. The book is composed of three parts: (i) introduction, (ii) fake media generation, and (iii) fake media detection.

Frontiers in Pen and Touch

Frontiers in Pen and Touch PDF

Author: Tracy Hammond

Publisher: Springer

Published: 2017-12-01

Total Pages: 341

ISBN-13: 3319642391

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This inspirational book contains evidence-based research presented by educational scientists, for the advancement of stylus-based technology and its applications for college and K-12 classrooms. Writing and sketching are an important part of teaching and learning, and digital ink technologies enable us to perform these activities in a digital world. Frontiers in Pen and Touch aims to highlight software and hardware practices and innovations, to encourage transformational use of pen and touch in the classroom. The content of the book is derived from the 2016 Conference on Pen and Touch Technology on Education (CPTTE). Chapters written by academic practitioners provide stories of success for ink, including multimedia content creation and increasing student engagement. Industry and academic researchers share their findings and present intelligent systems that enable pen and touch systems to teach and motivate students. This book is a must-read for anyone wanting to harness and integrate pen and touch for improving today’s student experiences.