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检索条件"任意字段=17th International Conference on Parallel and Distributed Computing Systems, PDCS 2004"

共 281 条记录，以下是1-10 订阅

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17th ISCA international conference on parallel and distributed computing systems 2004, pdcs 2004

17th ISCA International Conference on Parallel and Distribut...

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17th international conference on parallel and distributed computing systems, pdcs 2004

ISBN: (纸本)9781618398185

the proceedings contain 88 papers. the topics discussed include: fractal computation in step with real-time dance;parallel walking tree method for sequence recombination;parallel computation applied to dynamical systems;optimal and non-optimal parallel implementations of the sequential minimal optimization algorithm for support vector machine training;efficient parallel hierarchical clustering algorithms;fast parallel matrix multiplication algorithms on optical bus fully shuffled trees;randomized sorting on the pops network;a locality preserving graph ordering approach for implicit partitioning: graph-filing curves;on scheduling computation-Dags for internet-based computing;increased scheduling quality by utilizing the flexibility of malleable jobs;and high performance duplication-based algorithm for compile-time task scheduling in a bounded number of heterogeneous machines.

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Scheduling Big Machine Learning Tasks on Clusters of Heterogeneous Edge Devices 17

Scheduling Big Machine Learning Tasks on Clusters of Heterog...

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17th international conference on COMmunication systems and NETworkS, COMSNETS 2025

作者： Mathkar, Saumya Aiyer, Shreya Bapat, Yashovardhan Pinki, Pinki Paul, Arnab K. Naik, Vinayak BITS Pilani Department of CSIS Goa India

ISBN: (纸本)9798331531195

Edge computing has transformed machine learning by using computing closer to the data sources, thereby reducing latency. the ever-increasing volume of data has necessitated forming clusters of edge devices, possibly with heterogeneous capabilities. Managing heterogeneous resources such as computation and memory remains challenging. Given the capabilities of the edge devices, we need a simple technique suitable for an Edge computing *** introduce a scheduling mechanism that leverages Integer Linear Programming (ILP) to optimize the overall computation time of ML-based tasks. We implement our scheduling mechanism that efficiently allocates resources, ensuring tasks are executed parallel across the cores of edge devices in a cluster by minimizing computation time. For tasks large enough to fit on any core, we leverage distributed learning to train the model in pieces and later combine them. We employ our ILP-based scheduler for efficient task allocation and compare its performance with a Greedy, simple approach based on best-fit technique. We evaluate our approach on three cases of sets of tasks on the spectrum of uniformity and size. Our results demonstrate two times the speed gain for our ILP-based approach over Greedy for the category with the least uniformity and large size. © 2025 IEEE.

关键词： distributed computing Edge computing Optimization

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Scheduling Big Machine Learning Tasks on Clusters of Heterogeneous Edge Devices

Scheduling Big Machine Learning Tasks on Clusters of Heterog...

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international Communication systems and Networks and Workshops, COMSNETS

作者： Saumya Mathkar Shreya Aiyer Yashovardhan Bapat Pinki Pinki Arnab K. Paul Vinayak Naik Department of CSIS BITS Pilani Goa India

ISBN: (数字)9798331531195

ISBN: (纸本)9798331531201

关键词： Performance evaluation Computer aided instruction Machine learning algorithms Processor scheduling Distance learning Soft sensors Machine learning Integer linear programming Resource management Edge computing

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A Mechanism for Sequential Consistency in a distributed Objects System 17

A Mechanism for Sequential Consistency in a Distributed Obje...

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17th international conference on parallel and distributed computing systems, pdcs 2004

作者： Ţǎpuş, Cristian Nogin, Aleksey Hickey, Jason White, Jerome California Institute of Technology Computer Science Department MC 256-80 PasadenaCA91125 United States

ISBN: (纸本)9781618398185

this paper presents a new protocol for ensuring sequential consistency in a distributed objects system. the protocol is efficient and simple. In addition to providing a high-level overview of the protocol, we give a brief discussion of the implementation details. We also provide a mathematical model that we used to prove the correctness of our approach. © (2004) by the international Society for Computers and their Applications All rights reserved.

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Finding Central Sets of Tree Structures in Synchronous distributed systems 17

Finding Central Sets of Tree Structures in Synchronous Distr...

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17th international conference on parallel and distributed computing systems, pdcs 2004

作者： Berry, Jonathan W. Hrozencik, Daniel Rao, Shrisha Shen, Zhizhang Dept of Computer Science Lafayette College United States Dept of Math and Computer Science Chicago State University United States Dept of Math and Computer Science Mount Mercy College Dept of Computer Science Plymouth State University United States

ISBN: (纸本)9781618398185

Finding the central sets, such as center and median sets, of a network topology is a fundamental step in the design and analysis of complex distributed systems. this paper presents distributed synchronous algorithms for finding central sets in general tree structures. Our algorithms are distinguished from previous work in that they take only qualitative information, thus reducing the constants hidden in the asymptotic notation, and all vertices of the topology know the central sets upon their termination. © (2004) by the international Society for Computers and their Applications All rights reserved.

关键词： Network topology

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Analytical Performance Analysis for parallel and distributed systems with Non-Exponential Service Centers 17

Analytical Performance Analysis for Parallel and Distributed...

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17th international conference on parallel and distributed computing systems, pdcs 2004

作者： Mohamed, Ahmed M. Lipsky, Lester Ammar, Reda Dept. of Computer Science and Engineering University of Connecticut StorrsCT06269 United States

ISBN: (纸本)9781618398185

Jackson networks have been very successful in modeling parallel and distributed systems. However, the ability of Jackson networks to predict performance with system changes (dynamic systems) remains an open question, since they do not apply to systems where there are population size constraints. Also, the product-form solution of Jackson networks assumes steady state and exponential service centers with FCFS queueing discipline. In this paper, we use a transient model for Jackson networks that is applicable to any population size and any finite workload (no new arrivals). Using several non-exponential distributions we show to what extent the exponential distribution can be used to approximate other distributions and transient systems with finite workloads. When the number of tasks to be executed is large enough, the model approaches the product-form solution (steady state solution). We also show how to use the model to analyze the performance of parallel and distributed systems. © (2004) by the international Society for Computers and their Applications All rights reserved.

关键词： Population statistics

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distributed Algorithms for DCOP: A Graphical-Game-Based Approach 17

Distributed Algorithms for DCOP: A Graphical-Game-Based Appr...

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17th international conference on parallel and distributed computing systems, pdcs 2004

作者： Maheswaran, Rajiv T. Pearce, Jonathan P. Tambe, Milind Department of Computer Science University of Southern California Los AngelesCA90089 United States

ISBN: (纸本)9781618398185

this paper addresses the application of distributed constraint optimization problems (DCOPs) to large-scale dynamic environments. We introduce a decomposition of DCOP into a graphical game and investigate the evolution of various stochastic and deterministic algorithms. We also develop techniques that allow for coordinated negotiation while maintaining distributed control of variables. We prove monotonicity properties of certain approaches and detail arguments about equilibrium sets that offer insight into the tradeoffs involved in leveraging efficiency and solution quality. the algorithms and ideas were tested and illustrated on several graph coloring domains. © (2004) by the international Society for Computers and their Applications All rights reserved.

关键词： Constrained optimization

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A Trade 3ased Access Control Modal for Grid 17

A Trade 3ased Access Control Modal for Grid

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17th international conference on parallel and distributed computing systems, pdcs 2004

作者： Zhou, Minghong Sun, Yuzhong Xu, Zhiwei Institute of Computing Technology Chinese Academy of Sciences Beijing100080 China

ISBN: (纸本)9781618398185

this paper gives an access control modal for Grid. Trade based access control modal (TDBAC) describes access control between virtual organizations (VO) [7,8,9]. It offers incentives for resource owners to contribute their resources to Grid. the permission of access is granted by virtual organizations. So it is a decentralized access control modal Just as price adjusts the configuration of resources in market, our modal provides a mechanism for resource configuration to automatically adapt to demands in Grid. Finally, we give some strategies to prevent cheating in economy modals. © (2004) by the international Society for Computers and their Applications All rights reserved.

关键词： Access control

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Building Collaborative Environments for Advanced computing 17

Building Collaborative Environments for Advanced Computing

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17th international conference on parallel and distributed computing systems, pdcs 2004

作者： Lewis, Gareth J. Hasan, S. Mehmood Alexandrov, Vassil N. Advanced Computing and Emerging Technologies Centre School of Systems Engineering University of Reading Whiteknights P.O. Box 225 ReadingRG6 6AY United Kingdom

ISBN: (纸本)9781618398185

Synchronous collaborative systems allow geographically distributed users to form a virtual work environment enabling cooperation between peers and enriching the human interaction. the technology facilitating this interaction has been studied for several years and various solutions can be found at present. In this paper, we discuss our experiences with one such widely adopted technology, namely the Access Grid [1]. We describe our experiences with using this technology, identify key problem areas and propose our solution to tackle these issues appropriately. Moreover, we propose the integration of Access Grid with an Application Sharing tool, developed by the authors. Our approach allows these integrated tools to utilise the enhanced features provided by our underlying dynamic transport layer. © (2004) by the international Society for Computers and their Applications All rights reserved.

关键词： Virtual reality

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parallel Implementation of an MPEG-2 Encoder using IV Message-Passing/Multithreading 17

Parallel Implementation of an MPEG-2 Encoder using IV Messag...

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17th international conference on parallel and distributed computing systems, pdcs 2004

作者： Shaaban, Muhammad Zenner, Jennifer L. Department of Computer Engineering Rochester Institute of Technology RochesterNY14623 United States

ISBN: (纸本)9781618398185

the computational demands of multimedia applications have been increasing due to the quest for improved quality and resolution. Sequential implementations may not be able to meet such computational demands. this makes it necessary to explore efficient parallel implementations for such applications including high resolution video compression. this paper explores a novel parallel encoder implementation of the industry standard MPEG-2 video compression algorithm. the proposed approach exploits parallelism at two levels. First at the coarse grain level using standard message passing interface (MPI) [1], [2], [3] between each node of a Beowulf cluster. parallelism is also exploited in a multi-threaded pipeline created using Pthreads [4] within each node. the resulting performance of this approach Is shown to exceed the performance of previous approaches as the number of processing elements is scaled higher. © (2004) by the international Society for Computers and their Applications All rights reserved.

关键词： Image compression

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