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Streaming data integration: Challenges and opportunities

Nesime Tatbul
2010 2010 IEEE 26th International Conference on Data Engineering Workshops (ICDEW 2010)  
In this position paper, we motivate the need for streaming data integration in three main forms including across multiple streaming data sources, over multiple stream processing engine instances, and between  ...  We argue that this need presents a broad range of challenges and opportunities for new research.  ...  We would like to thank Laura Haas, Donald Kossmann, Renee Miller, and the MaxStream team for their comments and feedback.  ... 
doi:10.1109/icdew.2010.5452751 dblp:conf/icde/Tatbul10 fatcat:yx5u2g3k4vcqbbydyosoxzohge

Data Stream Summary in Big Data Context: Challenges and Opportunities

Jean Gane Sarr, Aliou Boly, Ndiouma Bame
2021 Advances in Science, Technology and Engineering Systems  
In order to take into account the aspect of volume, speed and variety of data streams, new methods have appeared in the field of Big Data and NoSQL.  ...  With the advent of Big Data, we are witnessing a rapid and varied production of huge amounts of sequential data that can have multiple dimensions, we speak of data streams.  ...  Thus, in this paper, while taking into account the opportunities offered by Big Data technologies, we abord in the section 2 the problematic of storage and computation of data streams.  ... 
doi:10.25046/aj060447 fatcat:n6az7pygxrdoti32xovq3fpo2q

Efficient data streaming with on-chip accelerators: Opportunities and challenges

Rui Hou, Lixin Zhang, Michael C. Huang, Kun Wang, Hubertus Franke, Yi Ge, Xiaotao Chang
2011 2011 IEEE 17th International Symposium on High Performance Computer Architecture  
Specifically, this paper uses a few simple case studies to show some of the common characteristics of the data streams introduced by onchip accelerators, discusses challenges and opportunities in exploiting  ...  There is a wide spectrum of research opportunities for design and optimization of accelerators.  ...  We would also like to thank Yu Zhang from IBM China Research Lab, and Jian Li from IBM Austin Research Lab, for the technical discussions and valuable comments on earlier stages of this work.  ... 
doi:10.1109/hpca.2011.5749739 dblp:conf/hpca/HouZHWFGC11 fatcat:xecaxvszjbbcxgvqtlfrfcb2ma

Enhancing disease surveillance with novel data streams: challenges and opportunities

Benjamin M Althouse, Samuel V Scarpino, Lauren Ancel Meyers, John W Ayers, Marisa Bargsten, Joan Baumbach, John S Brownstein, Lauren Castro, Hannah Clapham, Derek AT Cummings, Sara Del Valle, Stephen Eubank (+24 others)
2015 EPJ Data Science  
Novel data streams (NDS), such as web search data or social media updates, hold promise for enhancing the capabilities of public health surveillance.  ...  We present the case that clearly articulating surveillance objectives and systematically evaluating NDS and comparing the performance of NDS to existing surveillance data and alternative NDS data is critical  ...  BMA and SVS also acknowledge support from the Santa Fe Institute and the Omidyar Group. Approved for public release LA-UR-14-25873. Received: 15 September 2015 Accepted: 8 October 2015  ... 
doi:10.1140/epjds/s13688-015-0054-0 pmid:27990325 pmcid:PMC5156315 fatcat:wxp4mkirjrb5nerrldfqi42eeu

Integrating Novel Data Streams to Support Biosurveillance in Commercial Livestock Production Systems in Developed Countries: Challenges and Opportunities

M. Carolyn Gates, Lindsey K. Holmstrom, Keith E. Biggers, Tammy R. Beckham
2015 Frontiers in Public Health  
The most commonly identified challenges were (1) the lack of standardized systems for recording essential data elements within and between surveillance data streams, (2) the additional time required to  ...  collect data elements that are not routinely recorded by participants, (3) the concern over the sharing and use of business sensitive information with regulatory authorities and other data analysts, (  ...  Each data stream has its own unique challenges associated with achieving adequate specificity, timeliness, and population coverage.  ... 
doi:10.3389/fpubh.2015.00074 pmid:25973416 pmcid:PMC4411973 fatcat:i6hfdqritne3fpjw6wtgtqa64u

Data-Centric Engineering: integrating simulation, machine learning and statistics. Challenges and Opportunities [article]

Indranil Pan, Lachlan Mason, Omar Matar
2021 arXiv   pre-print
We highlight the opportunities that such an integrated vision can unlock and outline the key challenges holding back its realisation.  ...  New hybrid, data-centric engineering approaches, leveraging the best of both worlds and integrating both simulations and data, are emerging as a powerful tool with a transformative impact on the physical  ...  Acknowledgements We acknowledge funding from the Engineering and Physical Sciences Research Council, UK, through the Programme Grant PREMIERE (EP/T000414/1), as well as funding through the Wave 1 of The  ... 
arXiv:2111.06223v2 fatcat:ejwhon6envhandje4twvatgliq

Challenges and opportunities of ESL design automation

Zhiru Zhang, Deming Chen
2012 2012 IEEE 11th International Conference on Solid-State and Integrated Circuit Technology  
We shall discuss existing and potential solutions to these challenges and outline research opportunities and directions in the evolution of ESL design automation.  ...  This paper identifies a set of key challenges in ESL design automation with major focus on high-level synthesis (HLS).  ...  These needs and challenges have created many new and important research directions as well as business opportunities in the EDA community.  ... 
doi:10.1109/icsict.2012.6467670 fatcat:6cium5rwsjhsteh46ip6bnbxjy

Challenges and Opportunities [chapter]

Linda H. Geiser, Toral Patel-Weynand, Anne S. Marsh, Korena Mafune, Daniel J. Vogt
2020 Forest and Rangeland Soils of the United States Under Changing Conditions  
Challenges and Opportunities • Planning strategically.  ...  (Photo source: K Mafune) Box 10.1 (continued) Challenges and Opportunities  ... 
doi:10.1007/978-3-030-45216-2_10 fatcat:6f7cfo43gbhjhb4zhbrbghn3ii

Beyond BIO2010: Integrating Biology and Mathematics: Collaborations, Challenges, and Opportunities

Pat Marsteller
2010 CBE - Life Sciences Education  
Continued and expanded funding streams will be required to adopt and adapt the innovations portrayed and to create new ones to address these challenges.  ...  BEYOND BIO2010: CHALLENGES FOR THE FUTURE Many of the papers examine key barriers to full integration of quantitative methods and potential solutions.  ... 
doi:10.1187/cbe.10-06-0084 pmid:20810940 pmcid:PMC2931654 fatcat:ncbqxsjfafdl3bpagsgnrx4yrm

Integration of DERs on Power Systems: Challenges and Opportunities

Tomms GGmez San Rommn
2017 Social Science Research Network  
challenges and opportunities on the power sector.  ...  and how retail markets will evolve with more proactive and market engaged consumers, iii) what are the effects and integration of DERs on wholesale markets, and iv) what are the challenges that DERs pose  ...  The drivers for DER customer adoption , and the challenges and opportunities that the integration of DERs pose in current distribution networks and their implications on the functioning of wholesale and  ... 
doi:10.2139/ssrn.2919287 fatcat:6idkkajldfar3lo2w4ky7b5ybu

Nanoelectronics: Challenges and Opportunities [chapter]

Giovanni De Micheli
2006 Lecture Notes in Computer Science  
Outline • Nanotechnology and nanoelectronics • Application domains and requirements • Design technology challenges • Architectures for nanocircuits • Summary and conclusions Design issues • Variability  ...  High T -small gap [Simuninic, UCSD] Outline • Nanotechnology and nanoelectronics • Application domains and requirements • Design technology challenges • Architectures for nanocircuits • Summary  ...  Summary and conclusions • Novel nanotechnologies will provide us with unprecedented levels of functional integration and performance • High-performance, ultra low-power, reliable circuits will be required  ... 
doi:10.1007/11847083_64 fatcat:tj4u5fm3jbazplfvxy5dtatndy

Nanoelectronics: challenges and opportunities

Giovanni de Micheli
2007 2007 International Symposium on VLSI Design, Automation and Test (VLSI-DAT)  
Outline • Nanotechnology and nanoelectronics • Application domains and requirements • Design technology challenges • Architectures for nanocircuits • Summary and conclusions Design issues • Variability  ...  High T -small gap [Simuninic, UCSD] Outline • Nanotechnology and nanoelectronics • Application domains and requirements • Design technology challenges • Architectures for nanocircuits • Summary  ...  Summary and conclusions • Novel nanotechnologies will provide us with unprecedented levels of functional integration and performance • High-performance, ultra low-power, reliable circuits will be required  ... 
doi:10.1109/vdat.2007.373195 fatcat:k4vwrb26c5a7rjfscrmm6ykrae

Integrating Data Mining Into Managerial Accounting System: Challenges and Opportunities

Yihan Wang, Zhenkun Wang
2016 Chinese Business Review  
The study investigated the adoption of data mining technologies in managerial accounting system, concentrating on the challenges and opportunities.  ...  Data mining involves extracting information from large data sets, discovering the hidden relationships and unknown dependencies, and supporting strategic decision-making tasks.  ...  Based on documentary studies and SWOT analysis, this paper identifies the challenges and opportunities when integrating data mining technologies into management accounting system.  ... 
doi:10.17265/1537-1506/2016.01.004 fatcat:2cg6hqu7efhvvbb3xo6thc5uui

Integrated Valorization of Desalination Brine through NaOH Recovery: Opportunities and Challenges

Amit Kumar, Katherine R. Phillips, Janny Cai, Uwe Schröder, John H. Lienhard
2019 Angewandte Chemie International Edition  
In this mini review, we discuss opportunities and challenges for integrated valorization of desalination brine through NaOH and HCl recovery. Figure. TOC  ...  Better utilization of this brine would have a positive impact on the energy use, cost, and environmental footprint of desalination.  ...  Thiel, Fengmin Du, and Haotian Wang for helpful suggestions. Keywords: Brine to chemicals, NaOH recovery, bipolar-membrane-electrodialysis  ... 
doi:10.1002/anie.201810469 fatcat:jnc6ly7j55gpbc4npiufn3cfbe

Connected car and CO2 emission overview: solutions, challenges and opportunities

Asmaâ Berdigh, Kenza Oufaska, Khalid El Yassini
2019 International Journal of Information Privacy Security and Integrity  
This paper highlighted also the most recurrent transport issues and the IoT outcome solutions, there characteristics and challenges, within a focus on the intra-vehicular wireless sensor networks.  ...  vehicle-to-internet (V2I) and vehicle-to-road infrastructure (V2R).  ...  Continuing with the opportunities and proposals for solutions, features and challenges, end up with an advantage example of this approach, reduce the reduction of CO 2 emissions through the weight lighten  ... 
doi:10.1504/ijipsi.2019.103553 fatcat:waijgh7lhfb7jbeacyggftdbhe
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