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Reducing spike train variability: a computational theory of spike-timing dependent plasticity 04

Reducing spike train variability: a computational theory of ...

引用

Proceedings of the 17th International Conference on Neural Information Processing Systems

作者： Sander M. Bohte Michael C. Mozer Dept. Software Engineering CWI Amsterdam The Netherlands and Dept. of Computer Science University of Colorado Boulder Dept. of Computer Science University of Colorado Boulder

Experimental studies have observed synaptic potentiation when a presynaptic neuron fires shortly before a postsynaptic neuron, and synaptic depression when the presynaptic neuron fires shortly after. The dependence of synaptic modulation on the precise timing of the two action potentials is known as spike-timing dependent plasticity or STDP. We derive STDP from a simple computational principle: synapses adapt so as to minimize the postsynaptic neuron's variability to a given presynaptic input, causing the neuron's output to become more reliable in the face of noise. Using an entropy-minimization objective function and the biophysically realistic spike-response model of Gerstner (2001), we simulate neurophysiological experiments and obtain the characteristic STDP curve along with other phenomena including the reduction in synaptic plasticity as synaptic efficacy increases. We compare our account to other efforts to derive STDP from computational principles, and argue that our account provides the most comprehensive coverage of the phenomena. Thus, reliability of neural response in the face of noise may be a key goal of cortical adaptation.

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Service selection in dynamic demand-driven web services

Service selection in dynamic demand-driven web services

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Proceedings - IEEE International Conference on Web Services, ICWS 2004

作者： Wang, Xiaoling Yue, Kun Huang, Joshua Zhexue Zhou, Aoying Dept. of Comp. Sci. and Engineering Fudan University ShangHai 200433 China E-Business Technology Institute University of Hong Kong China Laboratory of Computer Science Institute of Software Chinese Academy of Science China

ISBN: (纸本)0769521673

Recently, Web services have become a new technology trend for Enterprise Application Integration (EAI) and more and more applications based on Web services are emerging. One of the problems in using Web services in business applications such as logistics is services composition automatically and efficiently. In this paper, we present a Dynamic, Demand-Driven Web services Engine called D3D-Serv to implement composite service functionality that is used to dynamically build composite services from existing services according to different business logics and requirements. In this D3D_Serv framework, the most challenging function to implement is dynamic selection of service providers at run time. The highly dynamic and distributed nature of Web services often makes some service providers overloaded at certain times while others idle. To solve this problem, we propose an efficient services selection and execution strategy that is based on the queuing theory and can provide guarantees for the QOS (Quality of Service) under provider's limited resources. Preliminary experimental results have shown that this algorithm is effective.

关键词： World Wide Web

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Configuring real-time aspects in component middleware

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On the Move to Meaningful Internet Systems 2004: International Conference on Cooperative Information Systems, CoopIS 2004, International Conference on Distributed Objects and Applications, DOA 2004 and International Conference on Ontologies, Databases and Applications of Semantics, ODBASE 2004

作者： Wang, Nanbor Gill, Chris Schmidt, Douglas C. Subramonian, Venkita Tech-X Corp Boulder United States Dept. of Computer Science and Engineering Washington University St. Louis United States Institute for Software Integrated Systems Vanderbilt University Nashville United States

ISBN: (纸本)3540236627

This paper makes two contributions to the study of configuring real-time aspects into quality of service (QoS)-enabled component middleware for distributed real-time and embedded (DRE) systems. First, it compares and contrasts the integration of real-time aspects into DRE systems using conventional QoS-enabled distributed object computing (DOC) middleware versus QoS-enabled component middleware. Second, it presents experiments that evaluate real-time aspects configuredin The ACE ORB (TAO) versus in the Component-Integrated ACE ORB (CIAO). Our results show that QoS-enabled componentmiddleware can offer real-time performance that is comparable to DOCmiddleware, while giving greater flexibility to compose and configure key DRE system aspects. © Springer-Verlag Berlin Heidelberg 2004.

关键词： Quality of service

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Vulnerability analysis of AIS-based intrusion detection systems via genetic and particle swarm red teams

Vulnerability analysis of AIS-based intrusion detection syst...

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Congress on Evolutionary Computation

作者： G. Dozier D. Brown J. Hurley K. Cain Dept. of computer Science & Software Engineering Auburn University AL Dept. of Computer Science Clark-Atlanta University Atlanta GA USA Boeing Aerospace Company Seattle WA USA

Artificial immune systems (AISs) are biologically inspired problem solvers that have been used successfully as intrusion detection systems (IDSs). In this paper we compare a genetic hacker with 12 evolutionary hackers based on particle swarm optimization (PSO) that have been effectively used as vulnerability analyzers (red teams) for AIS-based IDSs. Our results show that the PSO-based red teams that use Clerc's constriction coefficient outperform those that do not. Our results also show that the three types of red teams (genetic, basic PSO, and PSO with the constriction coefficient) have distinct search behaviors that are complimentary. This result suggests that red teams based on genetic swarms may hold the most promise.

关键词： Intrusion detection Genetics Particle swarm optimization Detectors computer hacking Telecommunication traffic computer science Artificial immune systems software Statistical analysis

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A use-case based component identication approach for migrating legacy code into distributed environment

A use-case based component identication approach for migrati...

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19th International Symposium on computer and Information sciences, ISCIS 2004

作者： Kim, Hyeon Soo Chae, Heung Seok Kim, Chul Hong Dept. of Computer Science and Engineering Chungnam Nat’l Univ. 220 Gung-dong Yuseong-gu Daejeon305-764 Korea Republic of Dept. of Computer Science and Engineering Pusan Nat’l Univ 30 Jangjeon-dong Geumjeong-gu Busan609-735 Korea Republic of Software Engineering Research Team Electronics and Telecommunications Research Institute 161 Gajeong-dong Yuseong-gu Daejeon305-350 Korea Republic of

ISBN: (纸本)3540235264

Due to not only proven stability and reliability but a significant investment and years of accumulated experience and knowledge, legacy systems have supported the core business applications of a number of organizations over many years. In this paper we suggest a systematic approach to identifying components that perform specific business services and that consists of the legacy system’s assets to be leveraged on the modern platform such as J2EE/EJB. © Springer-Verlag Berlin Heidelberg 2004.

关键词： Legacy systems

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Evidence-based software engineering

Evidence-based software engineering

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Proceedings - 26th International Conference on software engineering, ICSE 2004

作者： Kitchenham, Barbara A. Dybå, Tore Jørgensen, Magne National ICT Australia Locked Bag 9013 Alexandria NSW 1435 Australia Simula Research Laboratory P.O. Box 134 NO-1325 Lysaker Norway Dept. of Computer Science Keele University Staffordshire ST5 5BG United Kingdom Dept. of Software Engineering SINTEF ICT NO-7465 Trondheim Norway

Objective: Our objective is to describe how software engineering might benefit from an evidence-based approach and to identify the potential difficulties associated with the approach. Method: We compared the organisation and technical infrastructure supporting evidence-based medicine (EBM) with the situation in software engineering. We considered the impact that factors peculiar to software engineering (i.e. the skill factor and the lifecycle factor) would have on our ability to practice evidence-based software engineering (EBSE). Results: EBSE promises a number of benefits by encouraging integration of research results with a view to supporting the needs of many different stakeholder groups. However, we do not currently have the infrastructure needed for widespread adoption of EBSE. The skill factor means software engineering experiments are vulnerable to subject and experimenter bias. The lifecycle factor means it is difficult to determine how technologies will behave once deployed. Conclusions: software engineering would benefit from adopting what it can of the evidence approach provided that it deals with the specific problems that arise from the nature of software engineering.

关键词： software engineering

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Flow-Service-Quality (FSQ) engineering: foundations for high-assurance network systems development

Flow-Service-Quality (FSQ) engineering: foundations for high...

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IEEE International Symposim on High Assurance Systems engineering

作者： R.C. Linger A.R. Hevner G. Walton M.G. Pleszkoch CERT Research Center Software Engineering Institute Carnegie Mellon University Pittsburgh PA USA Information Systems & Decision Sciences Dept University of South Florida Tampa FL USA Department of Mathematics & Computer Science Florida Southern College Lakeland FL USA IBM Global Services & CERT Research Center Software Engineering Institute Carnegie Mellon University USA

High-assurance development of large-scale, network-centric systems must address challenging engineering realities. Flow-Service-Quality (FSQ) engineering provides foundations and practices that accommodate these reali... 详细信息

关键词： Maintenance engineering Control systems Reliability engineering Uncertainty Humans Large-scale systems Systems engineering and theory Network topology Information systems Mathematics

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A possibilistic Petri-Nets-based service discovery

A possibilistic Petri-Nets-based service discovery

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IEEE International Conference on Networking, Sensing and Control

作者： J. Lee Chia-Ling Wu Shin-Jie Lee Yao-Chiang Wang Shang-Pin Ma Whan-Yo Deng Software Engineering Lab Department of Computer Science and Information Engineering National Central University Taiwan National Central University Chung-Li TW Dept. of Comput. Sci. & Inf. Eng. Nat. Central Univ. Chung-li Taiwan

The focus of this paper is to propose a service-oriented multi-agent framework to better integrate Web services and agents. In the making of this framework, there are four main components: (1) a possibilistic Petri-Nets (PPN) based service matchmaking mechanism for service discovery, (2) a service description language based on PPN for describing agent services and Web services, (3) a set of ontologies to facilitate the semantic matchmaking, and (4) an extension of tModels to bridge the Web services registered in UDDI to the PPN matchmaker.

关键词： Web and internet services Web services Ontologies Variable speed drives software engineering computer science Bridges software agents Communication standards Standards development

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GridBank: A Grid Accounting Services Architecture (GASA) for distributed systems sharing and integration

GridBank: A Grid Accounting Services Architecture (GASA) for...

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International Parallel and Distributed Processing Symposium, IPDPS 2003

作者： Barmouta, Alexander Buyya, Rajkumar Dept. of Computer Science and Software Engineering University of Western Australia NedlandsWA6009 Australia Lab Dept. of Computer Science and Software Engineering University of Melbourne Australia

ISBN: (纸本)0769519261

Computational Grids are emerging as a new infrastructure for Internet-based parallel and distributed computing. They enable the sharing, exchange, discovery, and aggregation of resources distributed across multiple administrative domains, organizations and enterprises. To accomplish this, Grids need infrastructure that supports various services: security, uniform access, resource management, scheduling, application composition, computational economy, and accounting. Although several initiatives are engaged in the development of Grid technologies, Grid accounting issues are yet to be addressed. To overcome this limitation, we propose a new infrastructure called GridBank that provides services for accounting. The support of computational economy and accounting services can lead to a self-regulated accountability in Grid computing. This paper presents requirements of Grid accounting and different economic models within which it can operate and proposes a Grid Accounting Services Architecture to meet them. The paper highlights implementation issues with a detailed discussion on the format for various records/databases that the GridBank needs to maintain. It also presents protocols for interaction between the GridBank and various components within Grid computing environments. © 2003 IEEE.

关键词： Grid computing

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Scheduling DAGs on heterogeneous multiprocessor systems to minimize finish time 16

Scheduling DAGs on heterogeneous multiprocessor systems to m...

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16th International Conference on Parallel and Distributed Computing Systems, PDCS 2003

作者： Baskiyar, Sanjeev SaiRanga, Prashanth C. Dept. of Computer Science & Software Engineering Auburn University AuburnAL36849 United States

ISBN: (纸本)9781618398161

A network of heterogeneous workstations is an efficient, cost-effective alternative to parallel supercomputers. We present a non-preemptive heuristic algorithm called Heterogeneous Critical Node First (HCNF) that statically schedules directed a-cyclic task graphs on heterogeneous multiprocessor systems with an objective of minimizing the finish time. Using simulations on randomly generated graphs as well as real applications we show that HCNF outperforms HEFT significantly in schedule length ratio, speedup and efficiency. © PDCS 2003. All rights reserved.

关键词： Heuristic algorithms

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