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Distributed Intelligence on the Edge-to-Cloud Continuum: A Systematic Literature Review

Daniel Rosendo, Alexandru Costan, Patrick Valduriez, Gabriel Antoniu
2022 Journal of Parallel and Distributed Computing  
We conclude our review with a detailed discussion of relevant open research challenges and of future directions in this domain such as: holistic understanding of performance; performance optimization of  ...  review aims at providing a comprehensive vision of the main state-of-the-art libraries and frameworks for machine learning and data analytics available today.  ...  Acknowledgments This work was funded by Inria through the HPC-BigData Inria Challenge (IPL) and by French ANR OverFlow project (ANR-15-CE25-0003).  ... 
doi:10.1016/j.jpdc.2022.04.004 fatcat:mopdegh4vrgt5k47vrmc7xum24

Prosumer in smart grids based on intelligent edge computing: A review on Artificial Intelligence Scheduling Techniques

Sami Ben Slama
2021 Ain Shams Engineering Journal  
A comprehensive review of both emerging issues and edge computing in the Smart Grid environment is discussed and explained.  ...  A vast amount of data is one of the biggest challenges on the Internet of Things.  ...  The authors, therefore, gratefully acknowledge the DSR for their technical and financial support.  ... 
doi:10.1016/j.asej.2021.05.018 fatcat:k4n5li6fvjg2dedrjksybk3jh4

Neuromemristive Circuits for Edge Computing: A Review

Olga Krestinskaya, Alex Pappachen James, Leon Ong Chua
2019 IEEE Transactions on Neural Networks and Learning Systems  
This paper provides the review of neuromorphic CMOS-memristive architectures that can be integrated into edge computing devices.  ...  The volume, veracity, variability, and velocity of data produced from the ever increasing network of sensors connected to Internet pose challenges for power management, scalability, and sustainability  ...  While these architectures can be a promising solution for efficiency and energy issues of edge devices, various challenged and drawbacks should be considered during the design to make their architectures  ... 
doi:10.1109/tnnls.2019.2899262 pmid:30892238 fatcat:aeefukk4h5du7bfv7qg7wn7tx4

Live Video Analytics with FPGA-based Smart Cameras

Shang Wang, Chen Zhang, Yuanchao Shu, Yunxin Liu
2019 Proceedings of the 2019 Workshop on Hot Topics in Video Analytics and Intelligent Edges - HotEdgeVideo'19  
We envision a novel analytics stack that orchestrates the computing resource of massive networked cameras to enable efficient edge video analytics.  ...  The increasing complexity of deep learning and massive deployment of cameras at the edge have drastically increased the resource demand of edge data analytics.  ...  To deliver these promises, however, we must address the fundamental systems challenge: How to utilize the on-camera resource in a large camera fleet to run video-analytics applications at scale?  ... 
doi:10.1145/3349614.3356027 dblp:conf/mobicom/WangZSL19 fatcat:575dyoeos5e35oxkephcveww2m

Video Analytics for Surveillance: Theory and Practice [From the Guest Editors

Carlo Regazzoni, Andrea Cavallaro, Ying Wu, Janusz Konrad, Arun Hampapur
2010 IEEE Signal Processing Magazine  
We hope you will enjoy the articles selected for this special issue. However, as we pointed out, this special issue provides only a signal processing perspective on video analytics.  ...  We would like to thank the authors for their contribution to this special issue and the reviewers for helping us select and strengthen the final articles.  ...  The recognition of video analytics as a key security element presents both a challenge and an opportunity for the technical community.  ... 
doi:10.1109/msp.2010.937451 fatcat:fz6idpj66fatbdy3bdzzy44mo4

Towards Value-Sensitive Learning Analytics Design

Bodong Chen, Haiyi Zhu
2019 Proceedings of the 9th International Conference on Learning Analytics & Knowledge - LAK19  
By reporting on these two cases, this paper responds to a need of practical means to support ethical considerations and human values in learning analytics systems.  ...  These two cases demonstrate that Value Sensitive Design could be a viable approach for balancing a wide range of human values, which tend to encompass and surpass ethical issues, in learning analytics  ...  Discussion and Implications 4.4.1 Challenges and Future Directions.  ... 
doi:10.1145/3303772.3303798 dblp:conf/lak/ChenZ19 fatcat:xq2ckrwp4jhqbiq5atvu43g2xu

Deep Visual Analytics (DVA): Applications, Challenges and Future Directions

Md Rafiqul Islam, Shanjita Akter, Md Rakybuzzaman Ratan, Abu Raihan M. Kamal, Guandong Xu
2021 Human-Centric Intelligent Systems  
However, designing and implementing a novel VIS with the large scale of data is a challenging task.  ...  While existing studies have applied various visual analytics (VA) to analyze and visualize insightful information, deep visual analytics (DVA) have considered as a promising technique to provide input  ...  Analyze how DCNNs make decisions Bilal et al. (2017) [9] Analyze CNN's sensitivity and improve structure Zeng et al. (2017) [150] Proposed a visualization system called CNNComparator [77]  ... 
doi:10.2991/hcis.k.210704.003 fatcat:wi2oxp66wvan7oc3rgumkvnl3m

Big data analytics in Industry 4.0 ecosystems

Gagangeet Singh Aujla, Radu Prodan, Danda B. Rawat
2021 Software, Practice & Experience  
The second paper titled "Data Dimensionality Reduction Techniques for Industry 4.0: Research Results, Challenges, and Future Research Directions" by Chhikara et al. 2 provides a comprehensive survey on  ...  A substantial number of submissions were received for the special issue. The papers were reviewed by at least three reviewers and underwent a rigorous two rounds of reviews.  ...  We are also thankful to all the authors who submitted their ideas and finding in this special issue and made it possible, and to the reviewers for their thoughtful and critical suggestions to improve the  ... 
doi:10.1002/spe.3008 fatcat:ybmfafgybvenjpgm3w6d7wcqhq

Collaboration Analytics — Current State and Potential Futures

Bertrand Schneider, Nia Dowell, Kate Thompson
2021 Journal of Learning Analytics  
In this editorial, we summarize the papers; discuss the nature of collaboration analytics based on this body of work; describe the associated opportunities, challenges, and risks; and depict potential  ...  This special issue brings together a rich collection of papers in collaboration analytics.  ...  The guest editors would also like to thank the authors and reviewers, without whom this special issue would never have come to pass.  ... 
doi:10.18608/jla.2021.7447 fatcat:kdzswl5yrfgf7cdrq52iatvotq

Analytics for the Internet of Things

Eugene Siow, Thanassis Tiropanis, Wendy Hall
2018 ACM Computing Surveys  
This article reviews work in the IoT and big data analytics from the perspective of their utility in creating efficient, effective and innovative applications and services for a wide spectrum of domains  ...  We review the broad vision for the IoT as it is shaped in various communities, examine the application of data analytics across IoT domains, provide a categorisation of analytic approaches and propose  ...  form a basis for a direction of future work towards tackling the challenges big data analytics on the IoT.  ... 
doi:10.1145/3204947 fatcat:m5qpzmych5gkhb5nw2xfoezvpm

Interaction for Immersive Analytics [chapter]

Wolfgang Büschel, Jian Chen, Raimund Dachselt, Steven Drucker, Tim Dwyer, Carsten Görg, Tobias Isenberg, Andreas Kerren, Chris North, Wolfgang Stuerzlinger
2018 Lecture Notes in Computer Science  
Finally, we look at some emerging system designs that suggest future directions.  ...  Specifically, we review and suggest some interaction design guidelines for immersive analytics. We also review some hardware setups for data visualization that are already archetypal.  ...  Acknowledgements Büschel acknowledges funding by the German Federal Ministry of Education and Research, grant no. 03ZZ0514C and Dwyer acknowledges support by the Australian Research Council Discovery Scheme  ... 
doi:10.1007/978-3-030-01388-2_4 fatcat:cvizg5wigvgxnjwjdx2vrc7nu4

Policy analysis and policy analytics

Katherine A. Daniell, Alec Morton, David Ríos Insua
2015 Annals of Operations Research  
Working from a description of what policy analysis entails, we review the emergence of the recent field of analytics and how it may impact public policy making.  ...  In particular, we seek to expose current applications of, and future possibilities for, new analytic methods that can be used to support public policy problem-solving and decision processes, which we term  ...  Acknowledgements The idea for this special volume was sparked by a workshop on Policy Analytics organized at LAMSADE-CNRS, Paris, in December 2011 as a joint initiative between LAMSADE and DIMACS, where  ... 
doi:10.1007/s10479-015-1902-9 fatcat:iv3hwclvlrbmzkyavv4tewjr5y

Fog Computing for Smart Cities' Big Data Management and Analytics: A Review

Elarbi Badidi, Zineb Mahrez, Essaid Sabir
2020 Future Internet  
We specifically describe The design of a fog-based data pipeline to address The issues of latency and network bandwidth required by time-sensitive smart city applications.  ...  The new and emerging paradigms of edge and fog computing promise to address big data storage and analysis in The field of smart cities.  ...  They discussed The benefits of cloud computing applications to cope with these issues, and they provided insights into future opportunities for smart grid development.  ... 
doi:10.3390/fi12110190 fatcat:i3ziazyorve2rc2zvhxzskirhm

Multisensory Immersive Analytics [chapter]

Jon McCormack, Jonathan C. Roberts, Benjamin Bach, Carla Dal Sasso Freitas, Takayuki Itoh, Christophe Hurter, Kim Marriott
2018 Lecture Notes in Computer Science  
While the emphasis of this chapter is towards non-visual immersive analytics, we include a discussion on how visual presentations are integrated with different modalities, and the opportunities of mixing  ...  This chapter explores the opportunities and challenges for developers and users to utilize and represent data through non-visual sensory channels to help them understand and interact with data.  ...  We conclude in Section 3.9. with a discussion of future work and directions for multisensory immersive analytics.  ... 
doi:10.1007/978-3-030-01388-2_3 fatcat:l6ez5zjhhrg7rpgegqrpxqihxu

Oncology Section EDGE Task Force on Prostate Cancer Outcomes: A Systematic Review of Clinical Measures of Strength and Muscular Endurance

Mary Insana Fisher, Claire C. Davies, Genevieve Colon, Hannah Geyer, Lucinda Pfalzer
2015 Rehabilitation Oncology  
Library Search Assistance was provided at University of Michigan-Flint, Baptist Health Lexington, and University of Dayton.  ...  ACKNOWLEDGEMENTS From ACKNOWLEDGEMENTS Support was provided through Graduate Research Assistants at the University of Michigan-Flint and the University of Dayton.  ...  The purpose of this review is to outline the PRISM care philosophy and provide a perspective as to the future role and opportunities that the physical therapist is optimally positioned to provide.  ... 
doi:10.1097/01893697-201533020-00006 fatcat:vvjc3nlvzrgobj64q6gsjn35rq
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