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检索条件"机构=Electrical and Computer Engineering Department Visual Computing Lab"

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Prediction of euroleague games based on supervised classification algorithm k-nearest neighbours 6

Prediction of euroleague games based on supervised classific...

引用

6th International Congress on Sport Sciences Research and Technology Support, icSPORTS 2018

作者： Horvat, Tomislav Job, Josip Medved, Vladimir Department of Electrical Engineering University North 104. brigade 3 Varaždin Croatia Chair of Visual Computing Faculty of Electrical Engineering Computer Science and Information Technology Osijek Josip Juraj Strossmayer University of Osijek Osijek Croatia Department of General and Applied Kinesiology Faculty of Kinesiology University of Zagreb Zagreb Croatia

ISBN: (纸本)9789897583254

Machine learning becomes one of the top fields in world of ICT (Information and communications technology). In the last few decades machine learning has taken a big boost in sports. Sport fans are using machine learning in sport betting and sport managers are using it for player selection, performance evaluation and even in outcome prediction. This paper gives basketball outcome prediction algorithms using k-nearest neighbours (k-nn). Few methods of preparing data calculated with different k and time period for k-nn algorithm will be presented and closely explained. Feature selection will also be discussed and results based on feature selection will be presented. Copyright © 2018 by SCITEPRESS - Science and Technology Publications, Lda. All rights reserved

关键词： Sports

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Accelerating GPGPU architecture simulation

Accelerating GPGPU architecture simulation

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2013 ACM SIGMETRICS International Conference on Measurement and Modeling of computer Systems, SIGMETRICS 2013

作者： Yu, Zhibin Eeckhout, Lieven Goswami, Nilanjan Li, Tao John, Lizy K. Jin, Hai Xu, Chengzhong Shenzhen Institute of Advanced Technology Chinese Academy of Sciences China ELIS Department Ghent University Belgium Intelligent Design of Efficient Architectures Lab. University of Florida Gainesville FL United States Department of Electrical and Computer Engineering University of Texas Austin TX United States Service Computing Technologies and System Lab./Cluster and Grid Computing Lab. HUST Wuhan China Department of Electrical and Computer Engineering Wayne State University MI United States

ISBN: (纸本)9781450319003

Recently, graphics processing units (GPUs) have opened up new opportunities for speeding up general-purpose parallel applications due to their massive computational power and up to hundreds of thousands of threads enabled by programming models such as CUDA. However, due to the serial nature of existing micro-architecture simulators, these massively parallel architectures and workloads need to be simulated sequentially. As a result, simulating GPGPU architectures with typical benchmarks and input data sets is extremely time-consuming. This paper addresses the GPGPU architecture simulation challenge by generating miniature, yet representative GPGPU kernels. We first summarize the static characteristics of an existing GPGPU kernel in a profile, and analyze its dynamic behavior using the novel concept of the divergence flow statistics graph (DFSG). We subsequently use a GPGPU kernel synthesizing framework to generate a miniature proxy of the original kernel, which can reduce simulation time significantly. The key idea is to reduce the number of simulated instructions by decreasing per-thread iteration counts of loops. Our experimental results show that our approach can accelerate GPGPU architecture simulation by a factor of 88X on average and up to 589X with an average IPC relative error of 5.6%.

关键词： Graphics processing unit

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OMAM at SemEval-2017 Task 4: Evaluation of English State-of-the-Art Sentiment Analysis Models for Arabic and a New Topic-based Model 11

OMAM at SemEval-2017 Task 4: Evaluation of English State-of-...

引用

11th International Workshop on Semantic Evaluations, SemEval 2017, co-located with the 55th Annual Meeting of the Association for Computational Linguistics, ACL 2017

作者： Baly, Ramy Badaro, Gilbert Hamdi, Ali Moukalled, Rawan Aoun, Rita El-Khoury, Georges El-Sallab, Ahmad Hajj, Hazem Habash, Nizar Shaban, Khaled Bashir El-Hajj, Wassim Department of Electrical and Computer Engineering American University of Beirut Lebanon Faculty of Computing Universiti Teknologi Malaysia Malaysia Computer Engineering Department Cairo University Egypt Computational Approaches to Modeling Language Lab New York University Abu Dhabi United Arab Emirates Computer Science and Engineering Department Qatar University Qatar Department of Computer Science American University of Beirut Lebanon

ISBN: (纸本)9781945626555

While sentiment analysis in English has achieved significant progress, it remains a challenging task in Arabic given the rich morphology of the language. It becomes more challenging when applied to Twitter data that comes with additional sources of noise including dialects, misspellings, grammatical mistakes, code switching and the use of non-textual objects to express sentiments. This paper describes the "OMAM" systems that we developed as part of SemEval-2017 task 4. We evaluate English state-of-the-art methods on Arabic tweets for subtask A. As for the remaining subtasks, we introduce a topic-based approach that accounts for topic specificities by predicting topics or domains of upcoming tweets, and then using this information to predict their sentiment. Results indicate that applying the English state-of-the-art method to Arabic has achieved solid results without significant enhancements. Furthermore, the topic-based method ranked 1st in subtasks C and E, and 2nd in subtask D. © 2017 Association for Computational Linguistics

关键词： Sentiment analysis

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Utilizing RFID-WSNs for reducing the footprint of the Oil Sands industry

Utilizing RFID-WSNs for reducing the footprint of the Oil Sa...

引用

2012 IEEE Globecom Workshops, GC Wkshps 2012

作者： Al-Fagih, Ashraf Kouche, Ahmad El Oteafy, Sharief Alma'Aitah, Abdallah Telecommunications Research Lab School of Computing Department of Electrical and Computer Engineering Queen's University Kingston ON K7L 3N6 Canada Department of Electrical and Computer Engineering Queen's University Kingston ON K7L 3N6 Canada

ISBN: (纸本)9781467349413

In harsh operational conditions, machines lose components on a frequent basis, causing a significant footprint to the surrounding environment. This affects operational up-time, safety measures and cost effectiveness. This paper proposes the use of an integrated RFID-WSN architecture to reduce the footprint of mining equipment used in the Canadian Oil Sands industry. Sensors and RFID tags provide both identification and positioning data for detecting broken parts from Ground Engaging Tools (GETs), such as huge shovel teeth. A delay-tolerant delivery approach utilizes mobile couriers, placed on loading trucks available in the vicinity, to store and carry data from readers and relays to remote base-stations. Delivering data in such harsh mining environments poses several challenges including power scarcity, vast transmission distances and the lack of an accessible communication infrastructure. We provide a use case to demonstrate how this architecture successfully overcomes these challenges within the harsh industrial environment of the Oil Sands. © 2012 IEEE.

关键词： Wireless sensor networks

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An 8 GHz ultra wideband transceiver prototyping testbed

An 8 GHz ultra wideband transceiver prototyping testbed

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16th Intetrnational Workshop on Rapid System Prototyping, RSP 2005

作者： Agarwal, Deepak Anderson, Christopher R. Athanas, Peter M. Configurable Computing Lab. Bradley Department of Electrical and Computer Engineering Virginia Polytechnic Institute and State University Blacksburg VA 24061 United States Mobile and Portable Radio Research Group Bradley Department of Electrical and Computer Engineering Virginia Polytechnic Institute and State University Blacksburg VA 24061 United States

ISBN: (纸本)0769523617

Software defined radios have the potential of changing the fundamental usage model of wireless communications devices, but the capabilities of these transceivers are often limited by the speed of the underlying processors and FPGAs. This paper presents a testbed for the design of an impulse-based ultra wideband communication system. The transceiver is being developed using software/reconfigurable radio concepts and will be implemented using commercially available off-the-shelf components. The receiver uses eight 1 GHz ADCs to perform time interleaved sampling at an aggregate rate of 8 Gsamples/s. The high sampling rates present extraordinary demands on the down-conversion resources. The output of each ADC is in a different clock domain, with clocks offset in increments of 125ps. Samples are captured by the high-speed ADC and processed using a Xilinx Virtex-II Pro (XC2VP70) FPGA. The testbed has two components: a non-real time part for data capture and signal acquisition, and a real-time part for data demodulation and signal processing. The non-real time component uses the internal Block RAMs to store a set of samples and one of the PowerPC cores to process the data offline, to minimize logic resource usage. The real-time part uses distributed memory to store incoming data and processes it using hardwired multipliers and FPGA logic cells. The overall objective is to demonstrate a testbed that will allow researchers to evaluate different UWB modulation, multiple access, and coding schemes, and will support raw data rates of up to 100 MB/s. © 2005 IEEE.

关键词： Rapid prototyping

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Ultrafast circuit protection for unmanned systems

Ultrafast circuit protection for unmanned systems

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2019 International Conference on Communications, Information System, and computer engineering, CISCE 2019

作者： Kao, Chih-Hong Huang, Sy-Ruen He, Bo-Rong Lin, Hsiung-Cheng School of Computer Science Minnan Normal University Lab of Granular Computing ZhangZhou Fujjan China Department of Electrical Engineering Feng Chia University Taichung Taiwan Ph.D. Program of Electrical and Communications Engineering Feng Chia University Taichung Taiwan Department of Electrical Engineering Chin-Yi University of Technology Taichung Taiwan

ISBN: (纸本)9781728136813

With increasing dependence on precision electronic equipment, self-protection is becoming essential. The protection circuits commonly used before were fuses and circuit breakers which, however, they are not enough for the current need of high-speed protection circuits and automated engineering logic. In this paper, we develop a new ultrahigh-speed protection circuit, which is over exceeded 20 times faster than traditional circuits and has the ability to self-recover when any failure occurs. With the new circuit developed, it is not necessary to do manual restart and will meet the future needs of protection for electronic precision equipment. This design provides greater convenience and reliability for the unmanned equipment for the future. © 2019 IEEE.

关键词： Timing circuits

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Owl: Next generation system monitoring

Owl: Next generation system monitoring

引用

2005 computing Frontiers Conference

作者： Schulz, Martin Lee, Hsien-Hsin S. White, Brian S. McKee, Sally A. Jeitner, Jürgen Center for Applied Scientific Computing Lawrence Livermore National Laboratory School of Electrical and Computer Engineering Georgia Institute of Technology Computer Systems Lab. Cornell University Department of Informatics Technische Universität München

ISBN: (纸本)1595930183

As microarchitectural and system complexity grows, comprehending system behavior becomes increasingly difficult, and often requires obtaining and sifting through voluminous event traces or coordinating results from multiple, non-localized sources. Owl is a proposed framework that overcomes limitations faced by traditional performance counters and monitoring facilities in dealing with such complexity by pervasively deploying programmable monitoring elements throughout a system. The design exploits reconfigurable or programmable logic to realize hardware monitors located at event sources, such as memory buses. These monitors run and writeback results autonomously with respect to the CPU, mitigating the system impact of interrupt-driven monitoring or the need to communicate irrelevant events to higher levels of the system. The monitors are designed to snoop any kind of system transaction, e.g., within the core, on a bus, across the wire, or within I/O devices. Copyright 2005 ACM.

关键词： Monitoring

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Pose invariant face recognition

Pose invariant face recognition

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4th IEEE International Conference on Automatic Face and Gesture Recognition, FG 2000

作者： Huang, Fu Jie Zhou, Zhihua Zhang, Hong-Jiang Chen, Tsuhan Electrical and Computer Engineering Department Carnegie Mellon University United States State Key Lab for Novel Software Technology Nanjing University China Media Computing Group Microsoft Research China

ISBN: (纸本)0769505805

In this paper, we describe a novel neural network architecture, which can recognize human faces with any view in a certain viewing angle range (fromy left 30 degrees to right 30 degrees out of plane rotation). View-specific eigenface analysis is used as the frontend of the system to extract features, and the neural network ensemble is used for recognition. Experimental results show that the recognition accuracy of our network ensemble is higher than conventional methods such as using a single neural network to recognize faces of a specific view. © 2000 IEEE.

关键词： Neural networks

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CantorSim: Simplifying acceleration of micro-architecture simulations

CantorSim: Simplifying acceleration of micro-architecture si...

引用

International Symposium on Modeling, Analysis and Simulation of computer and Telecommunication Systems

作者： Yu, Zhibin Jin, Hai Chen, Jian John, Lizy K. Service Computing Technology and System Lab Huazhong University of Science and Technology Wuhan 430074 China Department of Electrical and Computer Engineering University of Texas at Austin Austin TX 78712 United States

ISBN: (纸本)9780769541976

Many techniques have been developed to accelerate micro-architecture simulation since it is becoming increasingly urgent as the complexity of workloads and simulated processors increases. However, most of popular techniques need profiles or trial simulations to determine parameters before real simulations. When the number of dynamic instructions of workloads such as SPEC CPU2006 is huge, the profiles or trial simulations often take a long time. What's worse, any changes of benchmarks need to repeat the above work. This paper proposes a novel approach based on fractals to solve this problem. It employs the generation procedure of trisection Cantor Set, a classic fractal, to select instructions simulated in detail. We implement a simulator named CantorSim using the trisection Cantor fractal approach. The simulator is evaluated with benchmark programs from SPEC CPU2000 and SPEC CPU2006. We show that our approach is micro-architecture independent as the same parameter value for a single program yields similar results on processors with different configurations. The unified analytical model used to determine sampling parameters for different benchmarks indicates the proposed approach can save a lot of time for preparing parameters. On the other hand, for SPEC CPU2000 and SPEC CPU2006, CantorSim is slightly faster than SMARTSim. The validated average CPI relative errors of the SPEC CPU2000 and SPEC CPU2006 are 3.2% and 2.2% respectively. Therefore, our proposed approach can simplify acceleration of simulations significantly without sacrificing speed and accuracy. © 2010 IEEE.

关键词： computer architecture

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Greatly extended depth of field for microscopic imaging

Greatly extended depth of field for microscopic imaging

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Frontiers in Optics, FiO 2017

作者： Li, Zengzhuo Li, Guoqiang Visual and Biomedical Optics Lab The Ohio State University ColumbusOH43212 United States Department of Ophthalmology and Visual Science The Ohio State University ColumbusOH43212 United States Department of Electrical and Computer Engineering The Ohio State University ColumbusOH43212 United States

Based on wavefront-coding technique, a custom transmissive phase plate can extend the depth of field (DoF) of a microscope by more than 13 times with diffraction-limited resolution in comparison with the conventional ... 详细信息

ISBN: (纸本)9781943580330

关键词： Extended depth of field Liquid crystal modulators Modulation transfer function Phase plates Point spread function Retina

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