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Privacy-preserving Naive Bayes classification using trusted third party and different offset computation over distributed databases

Privacy-preserving Naive Bayes classification using trusted ...

引用

international conference on Parallel Distributed and grid computing (PDGC)

作者： B.N Keshavamurthy Mitesh Sharma Durga Toshniwal Department of Electronics & Computer Engineering Indian Institute of Technology Roorkee Uttarakhand India

Privacy-preservation in distributed databases is an important area of research in recent years. In a typical scenario, multiple parties may be wish to collaborate to extract interesting global information such as class labels without revealing their respective data to each other. This may be particularly useful in applications such as car selling units, medical research etc. In the proposed work, we aim to develop a global classification model based on the Naïve Bayes classification scheme. The Naïve Bayes classification has been used because of its applicability in case of car-evaluation dataset. For privacy-preservation of the data, the concept of trusted third party with different offset has been used. The data is first anonymized at local party end and then the aggregation and global classification is done at the trusted third party. We have proposed algorithms and tested dataset for different distributed database scenarios such as horizontal, vertical and arbitrary partitions.

关键词： Distributed databases Classification algorithms Data privacy Privacy grid computing Training

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Performance evaluation of grid simulators using profilers

Performance evaluation of Grid simulators using profilers

引用

international conference on Computer and Automation Engineering, ICCAE

作者： Hemant Kumar Mehta Manohar Chandwani Priyesh Kanungo Devi Ahilya University Indore India Patel College of Science and Technology Indore India

ISBN: (纸本)9781424455690

Profilers are the performance analysis tools that produce the traces of the execution of the applications developed in various programming languages. These traces can be analyzed to determine the performance of the applications. This paper compares the performance of two grid simulators developed in Java namely the Ecogrid (developed by the authors of the paper) and gridSim. The profiler tool available with the NetBeans integrated development environment has been used. The scalability, memory usage and the runtime performance of the simulators are tested on the profilers. We showed that Ecogrid has much better performance as compared to gridSim.

关键词： Java Performance analysis Object oriented modeling Benchmark testing grid computing Computer languages

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A Batch Fuzzy Query System for Predicting Protein Stability Changes

A Batch Fuzzy Query System for Predicting Protein Stability ...

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international conference on Computer Engineering and applications (ICCEA)

作者： Chao-Chin Wu Liang-Tsung Huang Lien-Fu Lai Department of Computer Science and Information Engineering National Changhua University of Education Taiwan Department of Information Communication Ming Dao University Taiwan

ISBN: (纸本)9781424460793

Predicting protein mutant stability changes is important for protein design. Although many methods have tried to improve prediction accuracy by various models, it will be difficult to employ them when the required input information is incomplete. Therefore, we have proposed a fuzzy query method previously to predict stability changes upon single mutations using partial input information. However, when a researcher has tens or hundreds of queries to predict, he needs to input query data repeatedly. It is better to issue queries in a batch, which incurs another problem. Because our proposed fuzzy query method is implemented in the FuzzyCLIPS language, it takes a long time to process a batch of queries. To shorten the response time, we propose parallelizing queries in emerging cluster systems or grid systems. Furthermore, to address the problem of heterogeneous computing power of cluster and grid nodes, a variety of self-scheduling schemes have been implemented for better load balance. Experimental results show that our proposed parallel fuzzy query system can provide hundreds of predications in more reasonable response time.

关键词： Fuzzy systems Stability Protein engineering Genetic mutations Delay Fuzzy logic grid computing Design engineering Accuracy Computer applications

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A New Mobile Police Spatial Information Service grid computing Model Based on Mobile Agent

A New Mobile Police Spatial Information Service Grid Computi...

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The 18th international conference on Geoinformatics(第18届国际地理信息科学与技术大会 Geoinformatics 2010)

作者： Gen Tian Jian Li Bin Chen Department of Geo-informatics Henan Polytechnic University Jiaozuo China

ISBN: (纸本)9781424473014

A new methodology of mobile police spatial information service grid model is studied based on spatial grid computing environment. Key technologies are presented in the model, including spatial grid computing, mobile agent (MA) distributed computing, mobile geographic information system (GIS), global positioning system (GPS), video monitoring, transfer control protocol/internet protocol (TCP/IP), and user datagram protocol (UDP). In order to deal with the narrow bandwidth and instability of the wireless internet, distributed organization of tremendous police spatial information, limited processing speed and low memory of mobile devices, a new mobile agent based mobile police spatial information service grid (MPSISG) architecture is further proposed that has good load balance, high processing efficiency, less network communication and thus suitable for mobile police real-time distributed and spatial grid computing environment. It can provide applications of police spatial information grid computing and mobile service. The theories and technologies architecture of MPSISG are built originally from the base, including police spatial information mobile agent model, distributed grid GIS server model, mobile agent server model and police mobile GIS client model. An application system for MPSISG is therefore developed authorship by visual c++and embedded visual c++. A field test is carried out through this system in Beijing, and the results show that the proposed model and methods are feasible and adaptable for mobile police information service and police monitoring.

关键词： spatial grid computing:mobile spatial information service grid:mobile agent:mobile GIS:wireless communication police video monitoring

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The COMETA e-Infrastructure: A platform for business applications in Sicily

The COMETA e-Infrastructure: A platform for business applica...

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作者： Iacono Manno, Marcello Di Primo, Pietro Passaro, Gianluca Leggio, Emanuele Barbera, Roberto Andronico, Giuseppe Bruno, Riccardo Giorgio, Emidio Fargetta, Marco La Rocca, Giuseppe Monforte, Salvo Scardaci, Diego Scibilia, Fabio COMETA Consortium Via Santa Sofia 64 Catania Italy Physics Ad Astrophysics Department Catania University Via Santa Sofia 64 Catania Italy National Institute for Nuclear Physics Catania Section Via Santa Sofia 64 Catania Italy

ISBN: (纸本)9789898425171

The COMETA e-Infrastructure running in Sicily is compliant with the EGEE middleware and specifications offering a great computing power and huge storage capacity. Since its beginning one of the main goals has been to extend the adoption of grid paradigm from the academic to business world. Several software and hardware extensions have been implemented in order to enhance the infrastructure performances;they include a new low-latency net layer reserved to heavy parallel applications;some modifications to the parallel job submission and execution procedures for a better support of MPI-based applications;new tools for job monitoring and file catalogue interaction;a scheduling policy tailored on the requirements of a complex environment hosting heterogeneous jobs;the gridLM license server able to grant access to commercial software only to authorised users;finally, the Secure Storage Service defends from insider abuse and completes a very high security level environment. The proposed business model includes a wide range of services collectively defined as Infrastructure-as-a-Service. All the above components result in a powerful and flexible platform, easy to use for any applications and open to further developments.

关键词： Middleware

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Cloud computing Infrastructure for Biological Echo-Systems

Cloud Computing Infrastructure for Biological Echo-Systems

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IEEE international conference on Cloud computing, CLOUD

作者： Janaka Balasooriya School of Computing Informatics and Decision Systems Engineering Arizona State University Tempe AZ USA

The Biological applications such as Gene and Protein analysis integrate and analyze biological data for the research in many bioinformatics and other bio related fields. Such applications are used under many large scale scientific applications and help in computing, integrating data, execute the analysis, automate the process by using information retrieved by different tasks and computational procedures to assist the scientists in scientific discovery and data distribution. grid based and/or web based scientific workflow tools are used for bioinformatics related complex research to make scientists' and researchers' work easier. On average, scientists spend about 80% of their time assembling data to prepare for analysis. This is due largely in part to the fact that many of these resources required for data processing must be gathered from an external source. The best of these resources, however, are scattered across the globe. They are hosted at universities, institutes, and laboratories throughout the world. To bring all of these resources together by hiding system, network, and application level heterogeneity issues are challenging.

关键词： Clouds Biology Computer architecture Cloud computing Software Ecosystems Hardware

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An Innovative Approach of Data grid Consistency Using Tree-Based Clustering

An Innovative Approach of Data Grid Consistency Using Tree-B...

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international conference on Computer and Network Technology (ICCNT)

作者： Hosein Ebrahimi Ahangaran Amir Masoud Rahmani Science and Research Branch Tehran Islamic Azad University슠 Tehran Iran

ISBN: (纸本)9781424469611

Nowadays, Data grids can be seen as a frameworks responding to the needs of large scale applications by affording varied geographically distributed resources set. The main aim here is to ensure flexible and efficient access and quality data, to improve the availability and accessibility, we must improve scalability and efficient usability of grid to reduce application communication costs and request average response times. In relation with the problem of the coherence maintenance of replicas, we propose a Tree-Based Clustering method which not only organizes those replicas having similarity in demand number into clusters hierarchically looking like trees, but also tries to choose the shortest connection so that communication cost, average response time and total data transferred through grid will be reduced.

关键词： grid computing Large-scale systems Delay Tin Distributed computing Costs Quality of service Computer networks Application software Availability

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Weight of Evidence Method Based on grid GIS and Its applications on Evaluation of Mineral Resources

Weight of Evidence Method Based on Grid GIS and Its Applicat...

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The 18th international conference on Geoinformatics(第18届国际地理信息科学与技术大会 Geoinformatics 2010)

作者： Xiaolu JI Zhou HUANG Yu FANG Bin CHEN Zhengwei SUI Institute of Remote Sensing & GIS Peking University BeijingP.R.China 100871

ISBN: (纸本)9781424473014

Energy shortage brings the challenge of "highefficiency, high-quality" to evaluation of mineral resources. Subject to conditions, general softwares for evaluation of mineral resources are mainly used in the stand-alone environment, while geological spatial data are often cross-regional, cross-platform and stored distributed. With the rapid development of grid computing, various distributed resources are able to be interconnected and merged into a “super-computer”. To realize rapid evaluation of mineral resources under the network environment, we apply grid computing to evaluation of mineral resources, building mineral resources evaluation platform in the grid computing environment. The architecture and method of weight-of-evidence evaluation of mineral resources under grid computing environment are proposed in this paper, based on the theoretical study of basic principles of weight-of-evidence and grid computing features. Meanwhile, an application on evaluation of copper mineral resources in the Yangtze River metallogenic belt is discussed. A small-scale grid computing environment is set up and upon the platform distributed spatial analysis is able to be executed according to the process of weight of evidence evaluation of mineral resources to obtain evaluation results. The results prove that our proposed method of mineral potential evaluation in grid environment can not only significantly shorten the calculation time, but also improve the evaluation quality.

关键词： grid GIS:weights-of-evidence methodology evaluation of mineral resources:Copper deposits

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High-Capacity Multi-secret Sharing by Random grid

High-Capacity Multi-secret Sharing by Random Grid

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international conference on Broadband, Wireless computing, Communication and applications (BWCCA)

作者： Tzung-Her Chen Yao-Sheng Lee Ci-Lin Li Department of Computer Science & Information Engineering National Chiayi University Chiayi Taiwan

It's well-known that visual secret sharing aims at encrypting a secret image into numerous meaningless sharing images by either designing a well-designed codebook or generating random bit sequence, and reconstructing the secret by superimposing them without any computation involved. However, the traditional visual secret sharing schemes only deal with one secret at a time. In this paper, the authors proposed a multi-secret sharing scheme by random grids such that the following advantages are obtained: 1) removing the restriction of limited secret images encrypted into two cipher-grids 2) removing the problem of suffering pixel expansion, and 3) without the need of designing tailor-made codebook.

关键词： Visualization Pixel Encryption Stacking Watermarking Pattern recognition

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A Fault-tolerant Approach to Storing Objects in Distributed Systems

A Fault-tolerant Approach to Storing Objects in Distributed ...

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international conference on P2P, Parallel, grid, Cloud and Internet computing (3PGCIC)

作者： Ciprian Dobre Florin Pop Valentin Cristea Computer Science Department Faculty of Automatic Control and Computes Science University Politehnica of Bucharest Romania

Over the Internet today, computing and communications environments are more complex and chaotic than classical distributed systems, lacking any centralized organization or hierarchical control. Peer-to-Peer network overlays provide a good substrate for creating large-scale data sharing, content distribution and application-level multicast applications. We present DistHash, a P2P overlay network designed to share large sets of replicated distributed objects in the context of large-scale highly dynamic infrastructures. The system uses original solutions to achieve optimal message routing in hop-count and throughput, provide an adequate consistency among replicas, as well as provide a fault-tolerant substrate. In this we present result proving that the system is able to scale to a large number of nodes, and it includes the fault tolerance and system orchestration mechanisms, added in order to assess the reliability and availability of the distributed system in an autonomic manner.

关键词： Peer to peer computing Fault tolerance Fault tolerant systems Search problems Routing Object recognition Internet

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