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Accelerated learning on the connection machine 2

Accelerated learning on the connection machine

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2nd ieee symposium on parallel and distributed processing, spdp 1990

作者： Cook, Diane J. Holder, Lawrence B. Beckman Institute University of Illinois 405 North Mathews UrbanaIL61801 United States

ISBN: (纸本)0818620870

The complexity of most machine learning techniques can be improved by transforming iterative components into their parallel equivalent. Although this parallelization has been considered in theory, few implementations have been performed on existing parallel machines. The parallel architecture of the Connection Machine provides a platform for the implementation and evaluation of parallel learning techniques. The architecture of the Connection Machine is described along with limitations of the language interface that constrain the implementation of learning programs. Connection Machine implementations of two learning programs, Perceptron and AQ, are described, and their computational complexity is compared to that of the corresponding sequential versions using actual runs on the Connection Machine. Techniques for parallelizing ID3 are also analyzed, and the advantages and disadvantages of parallel implementation on the Connection Machine are discussed in the context of machine learning. © 1990 ieee.

关键词： parallel architectures

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Datarol: A massively parallel architecture for functional languages 2

Datarol: A massively parallel architecture for functional la...

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2nd ieee symposium on parallel and distributed processing, spdp 1990

作者： Amamiya, Makoto Taniguchi, Rin-Ichiro Department of Information Systems Kyushu University Kasuga-shi Fukuoka816 Japan

ISBN: (纸本)0818620870

Proposes a parallel machine architecture which incorporates an ultra-multiprocessing facility for parallel execution of functional programs. The machine performs parallel executions along a multi-thread control flow called datarol. A datarol program, instead of using a program counter, the instructions to be executed next are explicitly specified in the preceding instructions. The explicitly specified continuation linkage enables the concurrent execution of the instructions of different function instances, as well as the parallel execution of multi-thread control flow within a function instance. Based on a continuation-based execution model, the datarol processor is designed to implement an efficient parallel execution mechanism needed for ultra-multi-processing. First, the datarol concept is discussed in comparison with a dataflow model. Next, the datarol machine architecture and datarol processor design are described. Finally, the evaluation of the datarol architecture is shown. © 1990 ieee.

关键词： parallel architectures

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parallel algorithms for ranking of trees 2

Parallel algorithms for ranking of trees

引用

2nd ieee symposium on parallel and distributed processing, spdp 1990

作者： Liang, Y. Dhall, S.K. Lakshmivarahan, S. Parallel Processing Institute School of Electrical Engmeerin and Computer Science University of Oklahoma NormanOK73019 United States

ISBN: (纸本)0818620870

Ranking a tree is defined as a mapping rho of the nodes to the set (1, 2,...) such that if there is a path from u to v and rho (u)= rho (v) then there is a node w on the path from u to v such that rho (w)> rho (u). The highest number assigned to the node is called the rank number of the mapping. A mapping rho with the smallest rank number is called optimal ranking. The best known serial algorithm takes O(n) time for the optimal node ranking. However, the problem of finding the optimal tree ranking appears to be highly sequential. It remains open whether it is in NC. The paper proposes a fast parallel algorithm for finding approximate optimal node ranking of trees using O(logn) steps with n2 processors on a CRCW PRAM and an efficient parallel algorithm using O(log2n) steps with n processors on a EREW model. © 1990 ieee.

关键词： parallel algorithms

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Analysis of parallel algorithms using continuous job profiles 2

Analysis of parallel algorithms using continuous job profile...

引用

2nd ieee symposium on parallel and distributed processing, spdp 1990

作者： Weems, Mason L. Ullah, Nasr Gonzalez, Mario J. Computer Engineering Research Center Department of Electrical and Computer Engineering University of Texas at Austin AustinTX78712 United States

ISBN: (纸本)0818620870

The increased use of parallelism in computer systems has created the need for models which can be used to evaluate the performance of jobs executing on multiple processor systems. The paper proposes a geometric model, referred to as the continuous job profile, which reflects the allocation of resources needed to process a job. Continuous job profiles are geometric models of a job which can be used to determine how a job's structure limits its potential speedup when executed on a multiple processor system. Job classes are analyzed and shown to provide additional information which is specific to certain classes of problems. © 1990 ieee.

关键词： Geometry

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The European Declarative System (EDS) as a platform for parallel logic programming 2

The European Declarative System (EDS) as a platform for para...

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2nd ieee symposium on parallel and distributed processing, spdp 1990

作者： Wong, K.-F. Baron, U.C. Benker, H. Bescos, S. Cheese, A.B. Cosquer, F.J.N. Delgado-Rannauro, S.A. Dorochevsky, M. Heuze, P. Ibanez-Espiga, M. Noye, J. Paci, M. Ratcliffe, M.J. Reeve, M.J. Schuerman, K. Sexton, A. Veron, A. Xu, J. Computer Architecture Group Arabcllastrasse 17 Munich 81D8000 Germany

ISBN: (纸本)0818620870

关键词： Logic programming

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distributed, dynamic, and efficient testing of large scale multiple processor systems 2

Distributed, dynamic, and efficient testing of large scale m...

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2nd ieee symposium on parallel and distributed processing, spdp 1990

作者： Hosseini, S.H. Jamal, N. Department of Electrical Engineering and Computer Science University Of Wisconsin-Milwaukee MilwaukeeWI53201 United States

ISBN: (纸本)0818620870

We propose a distributed test algorithm for multiple processor systems where a central fault-free entity such as a host computer does not exist for any purpose such as control, fault-diagnosis, and system reconfiguration. The proposed algorithm is dynamic, i.e. testing assignments are not fixed ahead of time but rather are made as processors or interprocessor links fail. This dynamic property of the algorithm improves system performance by reducing the number of testers assigned to every processor while allowing the existence of multiple faulty processors and interprocessor communication links at every round of testing. Simulation results verify the effectiveness of the given approach. © 1990 ieee.

关键词： Computer control systems

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A virtual bus for dynamic parallel processing 2

A virtual bus for dynamic parallel processing

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2nd ieee symposium on parallel and distributed processing, spdp 1990

作者： Lee, K.C. Bellcore 445 South Street MRE 2E-241 MorristownNJ07960-1910 United States

ISBN: (纸本)0818620870

One important characteristic ol large parallel database and knowledge base systems is that the communication patterns are dependent on the data and the load of the system. Therefore, the inter-connection network for these systems must be robust to the non-uniform traffic generated by various dynamic data collection and load balancing operations. In this paper, we propose an efficient interconnection network architecture called virtual bus that can sustain non-uniform traffic by dynam-ically allowing time sharing of network bandwidth among processing nodes. The bandwidth sharing is controlled by a fast variable priority arbitration scheme with a round-robin scheduling policy. The virtual bus architecture allows efficient implementation;with current technology, the virtual bus can achieve giga packets and tera bits per second throughputs in less than 5% of the total cost of an eight thousand port system. © 1990 ieee.

关键词： Network architecture

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parallel bin packing using first fit and k-delayed best-fit heuristics 2

Parallel bin packing using first fit and k-delayed best-fit ...

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2nd ieee symposium on parallel and distributed processing, spdp 1990

作者： Bestavros, Azer Cheatham, Thomas Stefanescu, Dan Department of Computer Science Harvard University United States

ISBN: (纸本)0818620870

The authors describe the development of parallel implementations for the bin packing problem. Bin packing algorithms are studied to understand various resource allocation issues and the impact of the different packing heuristics on the packing efficiency. The seemingly serial nature of the bin packing simulation has prohibited previous experimentations from going beyond sizes of several thousands bins. The authors show that by adopting fairly simple data parallel algorithms a linear speedup is possible. Sizes of up to hundreds of thousands of bins have been simulated for different parameters and heuristics. The authors focussed on the well known first-fit heuristic. They also considered another potentially superior heuristic, k-delayed best fit. © 1990 ieee.

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distributed task processing performance on a NUMA shared memory multiprocessor 2

Distributed task processing performance on a NUMA shared mem...

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2nd ieee symposium on parallel and distributed processing, spdp 1990

作者： Srinivasan, Pattabiraman Zhang, Xiaodong Division of Mathematics and Computer Science University of Texas at San Antonio San AntonioTX78285-0664 United States

ISBN: (纸本)0818620870

The effects of distributed task processing on a NUMA (nonuniform memory access) shared memory multiprocessor are studied and examined. Several analytical models are given for describing the behavior of different scheduling strategies. The performance of pre-scheduling and self-scheduling on the BBN GP1000, a NUMA shared multiprocessor is measured through several application programs. The experimental results are consistent with the analytical models. The results may be used to determine an optimal scheduling strategy for effective use of a NUMA shared memory multiprocessor in developing an efficient parallel programming environment and running application programs. © 1990 ieee.

关键词： Application programs

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Bin-packing adjustable rectangles and applications to task scheduling on partitionable parallel computers 2

Bin-packing adjustable rectangles and applications to task s...

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2nd ieee symposium on parallel and distributed processing, spdp 1990

作者： Ji, Jiahuang Jeng, Menkae Computer Science Department University of Houston HoustonTX77204 United States IBM Corporation 5600 Cottle Road San JoseCA95193 United States

ISBN: (纸本)0818620870

The problem of packing adjustable rectangles into a rectangular bin with minimum height is investigated. In this problem, the length and width of each rectangle can be changed, based on certain reshaping rules, before being packed into the bin. The problem is called packing adjustable rectangle (PAR) problem. One application of this problem is scheduling independent tasks on partitionable parallel computers. The paper investigated reshaping rules for reshaping rectangles, which are suitable to the task scheduling problem. Based on these rules, asymptotically optimal algorithms to solve the PAR problem are developed and presented. © 1990 ieee.

关键词： Scheduling algorithms

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