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Energy-Time Profiling for Machine Learning Methods to EEG Classification 1st

Energy-Time Profiling for Machine Learning Methods to EEG Cl...

引用

1st International Conference on Bioengineering and Biomedical Signal and Image Processing, BIOMESIP 2021

作者： Gómez-López, Juan Carlos Escobar, Juan José González, Jesús Gil-Montoya, Francisco Ortega, Julio Burmester, Mike Damas, Miguel Department of Computer Architecture and Technology CITIC University of Granada Granada Spain Department of Engineering University of Almería Almería Spain Department of Computer Science Florida State University Tallahassee United States

ISBN: (纸本)9783030881627

The Electroencephalography discipline studies a type of signals called Electroencephalograms (EEGs), which represent the electrical activity of different parts of the brain. EEGs are composed of a massive number of features that could be used to create an intelligent recognition system. Nevertheless, the high number of available features difficult the correct classification of the signals as most of them do not contain relevant information. The use of Feature Selection (FS) techniques allows the reduction of the number of features by extracting a reduced but powerful feature subset. Afterwards, the problem can be addressed by using both the reduced features along with classification methods. In this sense, this work proposes a comparison of five supervised classifiers to solve an Electroencephalography problem in the context of Motor Imagery-based BCI tasks. The predictive models are evaluated in terms of classification rate and performance (execution time and energy consumption), with the idea of determining which alternative offers the best trade-off among all the objectives. © 2021, Springer Nature Switzerland AG.

关键词： Classification (of information)

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Towards more efficient practices and methods for ABET accreditation

Towards more efficient practices and methods for ABET accred...

引用

2010 ASEE Annual Conference and Exposition

作者： Milanovic, Ivana Eppes, Tom Department of Mechanical Engineering College of Engineering Technology and Architecture University of Hartford United States Department of Electrical and Computer Engineering College of Engineering Technology and Architecture University of Hartford United States

For many institutions, maintaining ABET accreditation(s) requires a significant investment of faculty and financial resources. This is especially the case since the technology Criteria 2000 were introduced requiring a greater emphasis on continuous improvement processes and outcome-based assessment. With each review cycle, the standards for demonstrating compliance are raised;consequently, the effort required to plan, prepare and follow-up on general visits places an increasing burden on programs, departments and colleges. This paper discusses the means, methods and techniques developed to efficiently deploy departmental and program resources on small undergraduate institutions. Our College maintains nine accreditations with both the technology and the Engineering Accreditation Commissions of ABET. The following practices have been put into place to maximize productivity: (1) prime movers lead, plan and coordinate the process, (2) standardized templates are employed, (3) deliverables are assigned and shared by faculty, (4) useful content is sourced from all programs and (5) faculty are supported with 'how to' instructions, examples and assessment tools. Our approach which encompasses process, methods and tools improves resource efficiency within and across departments. For high level materials, a consistent format is essential for strategic plans, continuous improvement, educational objectives, program outcomes and assessment plans. Additional leverage is gained by standardizing documentation of course improvements, capstone projects and faculty development. Common materials that describe cocurricular multidisciplinary activities and shared facilities are prepared and disseminated at the College level. The purpose of this paper is to present the specifics of our approach and lessons learned from the latest general visit along with recommendations for future improvements. © American Society for Engineering Education, 2010.

关键词： Accreditation

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StarTroper, a film trope rating optimizer using machine learning and evolutionary algorithms

StarTroper, a film trope rating optimizer using machine lear...

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作者： García-Ortega, Rubén Héctor García-Sánchez, Pablo Merelo-Guervós, Juan Julián Development Department Badger Maps Granada Spain Department of Computer Science and Engineering University of Cádiz Cádiz Spain Department of Computer Architecture and Technology University of Granada Granada Spain

Designing a story is widely considered a crafty yet critical task that requires deep specific human knowledge in order to reach a minimum quality and originality. This includes designing at a high level different elements of the film;these high-level elements are called tropes when they become patterns. The present paper proposes and evaluates a methodology to automatically synthesize sets of tropes in a way that they maximize the potential rating of a film that conforms to them. We use machine learning to create a surrogate model that maps film ratings from tropes, trained with the data extracted and processed from huge film databases in Internet, and then we use a genetic algorithm that uses that surrogate model as evaluator to optimize the combination of tropes in a film. In order to evaluate the methodology, we analyse the nature of the tropes and their distributions in existing films, the performance of the models and the quality of the sets of tropes synthesized. The results of this proof of concept show that the methodology works and is able to build sets of tropes that maximize the rating and that these sets are genuine. The work has revealed that the methodology and tools developed are directly suitable for assisting in the plots generation as an authoring tool and, ultimately, for supporting the automatic generation of stories, for example, in massively populated videogames. © 2020 John Wiley & Sons, Ltd

关键词： Genetic algorithms

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Transactional conflict decoupling and value prediction 11

Transactional conflict decoupling and value prediction

引用

Proceedings of the international conference on Supercomputing

作者： Tabba, Fuad Hay, Andrew W. Goodman, James R. Architecture Technology Group Oracle Corporation United States Computer Science Department University of Auckland New Zealand

ISBN: (纸本)9781450301022

This paper explores data speculation for improving the performance of Hardware Transactional Memory (HTM). We attempt to reduce transactional conflicts by decoupling them from cache coherence conflicts;many HTMs do not distinguish between transactional conflicts and coherence conflicts, leading to false transactional conflicts. We also attempt to mitigate the effects of coherence conflicts by using value prediction in transactions. We show that coherence decoupling and value prediction in transactions complement each other, because they both speculate on data in ways that are infeasible in the absence of HTM support. As a demonstration of how data speculation can improve performance, we introduce DPTM, a best-effort HTM that mitigates the effects of false sharing at the cache line level. DPTM does not alter the underlying cache coherence protocol, and requires only minor, processor-local, modifications. We evaluate DPTM against a baseline best-effort HTM, and compare it with data restructuring by padding, the most commonly used method to avoid false sharing. Our experiments show that DPTM can dramatically improve performance in the presence of false sharing without degrading performance in its absence, and consistently performs better than restructuring by padding. © 2011 ACM.

关键词： Forecasting

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Work in progress - Remote lecture demonstrations and experiments for communication engineering

Work in progress - Remote lecture demonstrations and experim...

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34th Annual Frontiers in Education: Expanding Educational Opportunities Through Partnerships and Distance Learning - Conference Proceedings, FIE

作者： Nagurney, Ladimer Department of Electrical and Computer Engineering College of Engineering Technology and Architecture University of Hartford West Hartford CT 06117

This work in progress describes the development of remote lecture demonstrations and experiments for communication engineering. The remote panel feature of LabVIEW is used to allow access to Virtual Instruments (VP's) through a web browser. The experiments, themselves are located in the laboratory, saving the time and effort off moving all the equipment to the classroom. Full experiments, rather than simulations of the phenomena are used. In the classroom the remote panels are accessed through a wireless internet link. This work-in-progress will conclude with a discussion of several extensions of these ideas. © 2004 IEEE.

关键词： Engineering education

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Using SOM for neural network visualization

引用

6th International Work-Conference on Artificial and Natural Neural Networks, IWANN 2001

作者： Romero, G. Castillo, P.A. Merelo, J.J. Prieto, A. Department of Architecture and Computer Technology University of Granada Campus de Fuen tenue GranadaE 18071 Spain

ISBN: (纸本)3540422358

Soft w are visualization is an area of computer science dented to supporting the understanding and effective use of algorithms. The application of softw are visualization to Evolutionary Computation has been receiving increasing attention during the last few years. In this paper we apply visualization technique to an evolutionary algorithm for multilayer perceptron training. Our goal is to better understand its internal behavior in order to improve the evolutionary part of the method. The effect of several genetic operators are compare and also the difference with a fitness sharing version of the algorithm. © Springer-Verlag Berlin Heidelberg 2001.

关键词： Evolutionary algorithms

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Extending dynamic reconfiguration to NOWs with adaptive routing 4th

Extending dynamic reconfiguration to NOWs with adaptive rout...

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4th International Workshop on Communication, architecture and Applications for Network-based Parallel Computing, CANPC 2000

作者： BermÚdez, Aurelio Alfaro, Francisco J. Casado, Rafael Duato, José Quiles, Francisco J. Sánchez, José L. Department of Computer Engineering and Technology University of Murcia Murcia30071 Spain Department of Computer Science University of Castilla-La Mancha Albacete02071 Spain Department of Information Systems and Computer Architecture Technical University of Valencia Valencia46071 Spain

ISBN: (纸本)3540678794

Many distributed applications executed on networks of workstations (NOWs) require the interconnection network to provide some quality of service (QoS) support. These networks must be able to support topology changes (due to component failures, hot replacement, hot expansion, etc.) without stopping traffic, in order to satisfy QoS requirements. Traditional network reconfiguration methods do not take this into account, causing a serious performance degradation while the network is being reconfigured. In [1,2], we proposed a new dynamic network reconfiguration protocol, called Partial Progressive Reconfiguration. It significantly reduces the negative effects produced by traditional methods. For this reason, it is especially suitable for applications requiring QoS. This reconfiguration protocol requires that messages are routed using up✶/down✶ routing. In this paper, we extend this dynamic reconfiguration technique to support adaptive routing, based on the design methodology for adaptive algorithms proposed in [3,4]. We also present performance evaluation results, clearly showing the benefits of using dynamic reconfiguration combined with adaptive routing. © Springer-Verlag Berlin Heidelberg 2000.

关键词： Quality of service

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Genetic algorithm visualization using self-organizing maps 7th

引用

7th International Conference on Parallel Problem Solving from Nature, PPSN 2002

作者： Romero, G. Merelo, J.J. Castillo, P.A. Castellano, J.G. Arenas, M.G. Department of Architecture and Computer Technology University of Granada Campus de Fuentenueva GranadaE. 18071 Spain

ISBN: (纸本)3540441395

This paper gives an overview of evolutionary computation visualization and describes the application of visualization to some well known multidimensional problems. Self-Organizing Maps (SOM) are used for multidimensional scaling and projection. We show how different ways of training the SOM make it more or less adequate for the visualization task. © Springer-Verlag Berlin Heidelberg 2002.

关键词： Self organizing maps

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Smart community load matching using stochastic demand modeling and historical production data 16

Smart community load matching using stochastic demand modeli...

引用

16th International Conference on Environment and Electrical Engineering, EEEIC 2016

作者： Palacios-Garcia, Emilio J. Moreno-Munoz, Antonio Santiago, Isabel Moreno-Garcia, Isabel M. Milanes-Montero, Maria I. Department of Computer Architecture Electronics and Electronic Technology University of Cordoba Cordoba Spain University of Extremadura Badajoz Spain

ISBN: (纸本)9781509023196

The current upward trend of the residential energy demand and the high penetration of new renewable resources have changed the conception of the electrical grid. The centralized distribution scheme is currently moving forward to a distributed layout where the paradigm of Smart Energy Communities has emerged, meaning a set of households that share a Microgrid, have tied renewable production and can be either connected or disconnected from the main grid. In this context, due to the reduced dispatchability of the renewable generation, the planning of the installed PV power as well as the storage capacity is the cornerstone in order to achieve a high degree of both self-generation and self-consumption. However, the lack of detailed hourly or sub-hourly data makes it difficult. Therefore, this paper aims to present a high-resolution simulation method for evaluating the PV power and storage capacity requirements for a Smart Community based on a stochastic demand model and real PV production data, so the interplay between consumption and generation can be better understood. © 2016 IEEE.

关键词： Solar power generation

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CARMA: Composable-adaptive resource management authorization for ubiquitous environments

CARMA: Composable-adaptive resource management authorization...

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International Conference on Information Assurance and Security

作者： Morales, Roberto Serna, Jetzabel Medina, Manel Luna, Jesús Computer Architecture Department Technical University of Catalonia Barcelona Spain Barcelona Digital Technology Center Barcelona Spain

ISBN: (纸本)9781424474080

The ever increasing diversity and mobility of devices have originated a marked rise in ubiquitous resources;a great number of collaborative applications could be exploited just by employing an efficient ubiquitous resource management mechanism. The CARM (Composable-Adaptive Resource Management) middleware-based architecture provides a flexible infrastructure where personal devices create seamlessly on demand interconnections links to share ubiquitous resources. In this article we address CARM's security challenges and to overcome these we propose the CARM Authorization (CARMA) module;in CARMA each user acts as an Attribute Authority (AA) responsible of issuing Attribute Certificates (ACs) and defining for each resource a set of policy-based authorization decisions;CARMA's Alerting System (AS) allows users to work in a collaborative mode by warning others of malicious nodes even when no infrastructure is available. This research mainly describes ongoing work towards a proof-of-concept implementation in the given scenarios. Our proposal enforces security considering the bandwidth efficiency and therefore enhancing the dynamic resource management experience in ubiquitous environments. © 2010 IEEE.

关键词： Authorization

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