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Recognizing Arabic Letter Utterance using Convolutional Neural Network 18

Recognizing Arabic Letter Utterance using Convolutional Neur...

引用

18th IEEE/ACIS international conference on Software Engineering, Artificial Intelligence, Networking and parallel/distributed computing (SNPD)

作者： Rajagede, Rian Adam Dewa, Chandra Kusuma Afiahayati Univ Gadjah Mada Dept Comp Sci & Elect Yogyakarta Indonesia Univ Islam Indonesia Dept Informat Yogyakarta Indonesia

ISBN: (纸本)9781509055043

Arabic letters have unique characteristics because of similarity of sound produced when reciting few letters. this paper present one of application Convolutional Neural Network (CNN) in speech recognition Arabic letters. CNN has shown very good performance for image and speech recognition int the last few years. this study examined the several types of CNN models as well as compare with some Deep Neural Network (DNN) models to speech datasets used. As a result, CNN with a convolution layer and one layer fully-connected managed to obtain an accuracy of up to 80.75%, far better than the traditional DNN that only able to reach 72.0%.

关键词： Speech recognition convolutional neural network deep neural network

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Environmental Sound Classification based on Time-frequency Representation 18

Environmental Sound Classification based on Time-frequency R...

引用

18th IEEE/ACIS international conference on Software Engineering, Artificial Intelligence, Networking and parallel/distributed computing (SNPD)

作者： thwe, Khine Zar War, Nu Univ Comp Studies Mandalay Myanmar Comp Univ Mandalay Myanmar

ISBN: (纸本)9781509055043

this paper proposes a feature extraction method for environmental sound event classification based on time-frequency representation such as spectrogram. there are three portions to perform environmental classification. Firstly, the input signal is converted into spectrogram image with time-frequency representation using short time Fourier transforms. Secondly, this spectrogram is used to extract features with local binary pattern of three different radius and neighborhood sizes. the three distinct features resulted from local binary pattern based on spectrogram are concatenated and used as one feature vector. Finally, multi support vector machine is used for classification of environmental sound event. Evaluation is tested on ESC-10 dataset.

关键词： local binary pattern spectrogram environment sound time-frequency representation sound event classification

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SMG: Shared memory for grids

SMG: Shared memory for grids

引用

Proceedings of the 16th iasted international conference on parallel and distributed computing and systems

作者： Ryan, John P. Coghlan, Brian A. Computer Architecture Group Dept. of Computer Science Trinity College Dublin Dublin 2 Ireland

this paper discusses some of the salient issues involved in implementing the illusion of a shared-memory programming model across a group of distributed memory processors from a cluster through to an entire Grid. this illusion can be provided by a distributed shared memory (DSM) runtime system. Mechanisms that have the potential to increase the performance by minimizing high-latency intra site messages & data transfers are highlighted. Relaxed consistency models are investigated, as well as the use of a grid information system to ascertain topology information. the latter allows for hierarchy-aware management of shared data and synchronization variables. the process of incremental hybridization is also explored, where more efficient message-passing mechanisms can incrementally replace DSM actions when circumstances dictate that performance improvements can be obtained. In this paper we describe the overall design/architecture of a prototype system, SMG, which integrates DSM and message passing paradigms and may be the target of an OpenMP compiler. Our initial findings based on some trivial examples indicate some of the potential benefits that can be obtained for grid Applications.

关键词： distributed computer systems

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Efficient determination of block size NB for parallel linpack test

Efficient determination of block size NB for parallel linpac...

引用

Proceedings of the 16th iasted international conference on parallel and distributed computing and systems

作者： Wenli, Zhang Jianping, Fan Mingyu, Chen Natl. Res. Ctr. Intelligent Comp. S. Institute of Computing Technology Chinese Academy of Sciences Graduate School Chinese Academy of Sciences NCIC P.O. Box 2704 Beijing China

HPL is a Linpack benchmark package widely used in massive cluster system performance test. Based on indepth analysis of the blocked parallel solution algorithm of linear algebra equations and HPL implementation mechanics, the restriction factors of the HPL peak performance are probed. the influence of main parameters P×Q and NB on computing performance in LU factorization process is discussed especially. theory analysis and experiment results indicate that, the efficiency factor, defined as the ratio of the matrix operation time and the amount of operations, is relevant to the matrix block size to a great extent, yet little correlate to the matrix size itself. According to this law, the author proposes to determine the block size NB of massively parallel test through scanning the operation efficiency of proper small-scale matrix. thus it improves the status getting NB through trial-and-error experiment without definite aim. the author's idea has been verified by the real test results, as well as been applicable to the matrix parallel operations of other courses.

关键词： Benchmarking

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Long Short-Term Memory Networks for Automatic Generation of Conversations 18

Long Short-Term Memory Networks for Automatic Generation of ...

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18th IEEE/ACIS international conference on Software Engineering, Artificial Intelligence, Networking and parallel/distributed computing (SNPD)

作者： Fujita, Tomohiro Bai, Wenjun Quan, Changqin Kobe Univ Grad Sch Syst Informat Dept Computat Sci Kobe Hyogo Japan

ISBN: (纸本)9781509055043

Human Machine Interface demands the communicative propriety that would be applied in various linguistic tasks. In this research, we develop an intelligent 'chat bot', which generates conversational sentences via recurrent neural network and its coupled memory unit, long short-term memory (LSTM). Word strings in conversations are considered as time series data. Using a single neural network model that performs a simple task of outputting the next word from the preceding word, a conversational sentence can be generated by connecting the words. In the experiment, we performed the linguistic 'Turning Test' to evaluate the proposed system.

关键词： Conversation Generation Deep-Learning Long Short Term Memory (LSTM) Japanese tweets

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Analysis of Motivation of Convention Participants and Proposal of Attendance Management System 18

Analysis of Motivation of Convention Participants and Propos...

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18th IEEE/ACIS international conference on Software Engineering, Artificial Intelligence, Networking and parallel/distributed computing (SNPD)

作者： Matsuo, Tokuro Iwamoto, Hidekazu Adv Inst Ind Technol Grad Sch Ind Technol Tokyo Japan Josai Int Univ Fac Tourism Togane Japan

ISBN: (纸本)9781509055043

In existing convention management research and its business research, the results of analyses of surveys using answer of questionnaire clarify the motivation of participation, satisfactions and expectation to attend conference for convention attendees. these contributions help event planners and several other stakeholders to design and prepare the conference. Convention is one of good functions to provide networking opportunity for attendees. In this paper, we clarify the characteristics of attendees whose motivation to attend conventions are networking. We show attendees' expectations to the conference for attendees, who think that the networking is important purpose to attend the conference. the number of attendee and rate of highly show-up people are important to enhance their satisfaction. thus, we implemented a conference attendee management system and introduce it.

关键词： Convention business research business process event management system motivation of event attendees

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Retrieval and Synchronized Playback Methods Considering Temporal Harmony of Music and Video Clips 18

Retrieval and Synchronized Playback Methods Considering Temp...

引用

18th IEEE/ACIS international conference on Software Engineering, Artificial Intelligence, Networking and parallel/distributed computing (SNPD)

作者： Kumagai, Hayato Hochin, Teruhisa Nomiya, Hiroki Kyoto Inst Technol Grad Sch Informat Sci Kyoto Japan Kyoto Inst Technol Informat & Human Sci Kyoto Japan

ISBN: (纸本)9781509055043

this paper tries to clarify the retrieval and playback method considering temporal harmony. In this study, change points of the direction of object movement and the cycle of the motion are used as the accent points of a video clip. Beats are used as synchronization points of a music clip. the music measure is extracted in order to synchronize with the beat at the beginning of the measure. the synchronized playback method to make retrieved data impressive is also proposed.

关键词： Speed Temporal harmony Retrieval Playback method

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A distributed algorithm for disjoint paths in star networks

A distributed algorithm for disjoint paths in star networks

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20th iasted international conference on parallel and distributed computing and systems, PDCS 2008

作者： Hamad, Ahmad Karaata, Mehmet Hakan Department of Computer Engineering Kuwait University P.O. Box 5969 Safat 13060 Kuwait

ISBN: (纸本)9780889867741

A stabilizing system guarantees that, regardless of the current configuration, the system reaches a legal configuration in a bounded number of steps and the system configuration remains legal thereafter. Whereas, a stabilizing system that maintains no explicit variables in the processes of the system is referred to as an inherently stabilizing system, and hence all system states are legal by construction. Due to this attribute, inherently stabilizing systems are immune to transient faults and do not experience any delay due arbitrary system initialization. We view a fault that perturbs the system configuration but not the program as transient fault. Due to these features, inherently stabilizing distributed protocols for peer-to-peer, sensor and mobile networks are desirable. Hypercube, star networks and their variations that provide an increased degree of scalability have been initially design for parallel networks. However, their scalability and the presence of multiple disjoint paths in these topologies make them viable alternatives to existing peer-to-peer and sensor networks topologies. In this paper, we proposed an inherently stabilizing algorithm for delivering messages over all node-disjoint paths from a process to another in star networks. the proposed algorithm has numerous applications including VLSI layout, reliable networks routing, secure message transmission, and network survivability. the proposed routing algorithm is optimal with respect to its state space and lengths of the node-disjoint paths.

关键词： Peer to peer networks

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Operation Liveness and Gossip Management in a Dynamic distributed Atomic Data Service 18

Operation Liveness and Gossip Management in a Dynamic Distri...

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18th international conference on parallel and distributed computing systems, PDCS 2005

作者： Gramoli, Vincent C. Musial, Peter M. Shvartsman, Alexander A. IRISA Campus de Beaulieu Rennes Cedex35042 France Dep. of Comp. Sci. and Engi. University of Connecticut StorrsCT06269 United States CSAIL Massachusetts Institute of Technology CambridgeMA02139 United States

ISBN: (纸本)9781604234565

this paper presents performance-oriented refinements and distributed implementation of a reconfigurable linearizable data service for read/write atomic objects. this service is based on the work of Lynch and Shvartsman, and it guarantees consistency under dynamic conditions involving asynchrony, message loss, and node arrivals, departures, and failures. To achieve fault tolerance and availability the service replicates objects at several dynamically, changeable network nodes, to which we refer as owners. All-to-all gossip protocol is used to keep replicas up to date and to maintain the list of the owners. However, when gossip is unconstrained and communication bandwidth is limited, network congestion may degrade system’s performance. Moreover, we identify a problem where under certain scenarios read/write operations may become delayed or blocked. this paper introduces a more practical algorithm that introduces two refinements. First, we reduce communication cost by restricting the all-to-all gossip pattern to replica owners, based on the local decisions of the participating nodes. In this setting we analyze the latency of read/write operations. Second, we present a solution that allows blocked (or delayed) operations to resume processing and complete successfully. We restate the conditional analysis accordingly. Finally, we engineered a complete distributed system implementing this service and we present empirical results that illustrate the advantages of our approach. © 2005 18th ISCA international conference on parallel and distributed computing systems 2005, PDCS 2005. All rights reserved.

关键词： Fault tolerance

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Reconfigurable parallel prefix computation on FPGAs

Reconfigurable parallel prefix computation on FPGAs

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Proceedings of the 16th iasted international conference on parallel and distributed computing and systems

作者： Park, Jin H. Or, Mei S. Department of Computer Science State Univ. of New York at New Paltz New Paltz NY 12561-2440 United States

this paper presents a design of a reconfigurable parallel prefix computation hardware on FPGAs. the design is based on a pipelined dataflow algorithm, and control logics are added to reconfigure the system for the arbitrary parallelism degree. the design receives multiple input streams of elements in parallel, and produces output streams in parallel. the design has the great advantage of controlling the degree of parallelism explicitly at run time. Time complexity of the design is O(d + (N-d) / d), where d and N are parallelism degree and stream size, respectively. When the stream size is very big, the initial trigger time d in the time complexity can be ignored and we get O(N/d). Unlike the software parallel prefix algorithms, the design works for both known and unknown sized data. the design is implemented and tested for target devices Xilinx Spartan2S XC2S300EFT256-6Q and XC2S600EFG676-6.

关键词： Field programmable gate arrays

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