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A Comparative Study into distributed Load Balancing Algorithms for Cloud computing

A Comparative Study into Distributed Load Balancing Algorith...

引用

international conference on Advanced Information networking and Applications Workshops (AINAW)

作者： Martin Randles David Lamb A. Taleb-Bendiab School of Computing and Mathematical Sciences Liverpool John Moores University Liverpool UK

The anticipated uptake of Cloud computing, built on well-established research in Web Services, networks, utility computing, distributed computing and virtualisation, will bring many advantages in cost, flexibility and availability for service users. These benefits are expected to further drive the demand for Cloud services, increasing both the Cloud's customer base and the scale of Cloud installations. This has implications for many technical issues in Service Oriented Architectures and Internet of Services (IoS)-type applications; including fault tolerance, high availability and scalability. Central to these issues is the establishment of effective load balancing techniques. It is clear the scale and complexity of these systems makes centralized assignment of jobs to specific servers infeasible; requiring an effective distributed solution. This paper investigates three possible distributed solutions proposed for load balancing; approaches inspired by Honeybee Foraging Behaviour, Biased Random Sampling and Active Clustering.

关键词： Load management Cloud computing distributed computing Availability Web services Computer networks Costs Service oriented architecture Web and internet services Fault tolerance

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User and Item Pattern Matching in Multi-criteria Recommender Systems

User and Item Pattern Matching in Multi-criteria Recommender...

引用

ACIS international conference on Software Engineering, Artificial Intelligence, networking, and Parallel/distributed computing (SNPD)

作者： Pitaya Poompuang Wichian Premchaiswadi Graduate School of IT in Business Siam University Bangkok Thailand

ISBN: (纸本)9781424474226;9780769540887

Information on the ratings of several features of items can be deployed to improve the quality of recommendations in recommender systems by incorporating them into similarity calculation between any two users or two items. However, the incremental information of these features has important impacts on recommender systems. For example, the complexity of similarity calculation is increased and more resources are consumed during the process for generating recommendations. In this paper, we propose several techniques by using this information to provide relevant recommendations and to reduce the complexity in similarity computation by directly matching between preferences of user and the strength of item features.

关键词： Pattern matching Recommender systems Motion pictures Multidimensional systems Information filtering Information filters Software engineering Artificial intelligence distributed computing Software standards

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A virtual workspace for distributed design and engineering tasks

A virtual workspace for distributed design and engineering t...

引用

international conference on Collaborative computing: networking, Applications and Worksharing (CollaborateCom)

作者： P. Benölken M. Wewior U. Lang

The development and production of consumer goods is increasingly affected by a world-wide distribution and specialization of development and production locations. Efficient IT tools are required for synchronizing decision makers, developer teams and production planners. In this paper we present the design and evaluation of our virtual workspace for supporting the collaboration of team members in geographically distributed locations. Our contribution focuses on the support for real-time collaboration in the design and engineering field but addresses also some aspects of offline collaboration.

关键词： Collaboration Portals Servers Software Organizations Navigation Computers

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Proc. of the 5th ACM international Workshop on Wireless Network Testbeds, Experimental Evaluation and Characterization, WiNTECH '10, Co-located with MobiCom'10 and 11th ACM Int. Symp. on MobiHoc'10

Proc. of the 5th ACM International Workshop on Wireless Netw...

引用

5th ACM international Workshop on Wireless Network Testbeds, Experimental Evaluation and Characterization, WiNTECH '10

ISBN: (纸本)9781450301404

The proceedings contain 10 papers. The topics discussed include: QOMB wireless network emulation testbed: evaluation and case study;mesh testbed for multi-channel MAC development: design and experimentation;MeshUp: reliably evolving a living lab;understanding the joint application of wireless optimizations;experimental characterization of 802.11n link quality at high rates;a case for evaluating sensor network protocols concurrently;flexible key exchange negotiation for wireless sensor networks;sensei-UU: a relocatable sensor network testbed;and HYDRA: virtualized distributed testbed for DTN simulations.

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Web Object Prefetching: Approaches and a New Algorithm

Web Object Prefetching: Approaches and a New Algorithm

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ACIS international conference on Software Engineering, Artificial Intelligence, networking, and Parallel/distributed computing (SNPD)

作者： Toufiq Hossain Kazi Wenying Feng Gongzhu Hu Departments of Computing & Information Systems Department of Mathematics Trent University Peterborough ONT Canada Department of Computer Science Central Michigan University Mount Pleasant MI USA

ISBN: (纸本)9781424474226;9780769540887

In Internet applications, Web object prefetching is a commonly used and quite effective algorithmic approach to reduce user perceived delays. While a separate concept, prefetching is closely related to caching and they are often blended together in Web algorithms. In this paper, we give a review of Web prefetching models and algorithms, categorize them into groups based on their design principles, and compare their functionalities and performance. We then proposed a new prefetching algorithm that is based on the Adaptive Resonance Theory (ART) of neural networks. The new model uses the bottom-up and top-down weights of the cluster-URL connections obtained from a modified ART1 algorithm to make prefecthing decisions.

关键词： Prefetching Clustering algorithms Web server Internet distributed computing Software algorithms Delay effects Telecommunication traffic Neural networks Web pages

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Classification by Rough Set Reducts, AdaBoost and SVM

Classification by Rough Set Reducts, AdaBoost and SVM

引用

ACIS international conference on Software Engineering, Artificial Intelligence, networking, and Parallel/distributed computing (SNPD)

作者： Naohiro Ishii Yuichi Morioka Shinichi Suyama Yongguang Bao Aichi Institute of Technology Japan Aichi Information System Japan

ISBN: (纸本)9781424474226;9780769540887

Most classification studies are done by using all the objects data. It is expected to classify objects by using some subsets data in the total data. A rough set based reduct is a minimal subset of features, which has almost the same discernible power as the entire conditional features. Here, we propose a greedy algorithm to compute a set of rough set reducts which is followed by the k-nearest neighbor to classify documents. To improve the classification performance, reducts-kNN with confidence was developed. These proposed rough set reduct based methods are compared with the classification by AdaBoost and SVM(Support Vector Machine) methods. Experiments have been conducted on some benchmark datasets from the Reuters 21578 data set.

关键词： Support vector machines Support vector machine classification Information systems Software engineering Artificial intelligence distributed computing Greedy algorithms Rough sets Data analysis Machine learning

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Analogies and Differences between Machine Learning and Expert Based Software Project Effort Estimation

Analogies and Differences between Machine Learning and Exper...

引用

ACIS international conference on Software Engineering, Artificial Intelligence, networking, and Parallel/distributed computing (SNPD)

作者： Juan J. Cuadrado-Gallego Pablo Rodríguez-Soria Borja Martín-Herrera Ecole de Téchnologic Superieure (ETS) Université du Québec à Montreal Canada Departamento de Ciencias de la Computación Universidad de Alcalá Madrid Spain

ISBN: (纸本)9781424474226;9780769540887

This paper presents a review and comparison of the software project cost estimation methods that have emerged with more impact in recent years; Expertise and Machine Learning methods. These methods and models have been selected according to an own criteria focusing onto Analogy estimation models and Case Based Reasoning approaches, assuming that they are widely utilized by researchers and with good accurate results. Finally we show a comparative analysis of the seven models proposed inside the Machine Learning methods with advantages and disadvantages between them.

关键词： Machine learning Costs Machine learning algorithms distributed computing Learning systems Programming Speech recognition Software engineering Artificial intelligence Computer networks

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Co-design of the Business and Software Architectures: A Systems Engineering and Model-Driven Method

Co-design of the Business and Software Architectures: A Syst...

引用

ACIS international conference on Software Engineering, Artificial Intelligence, networking, and Parallel/distributed computing (SNPD)

作者： Xiaofeng Cui Beijing Aerospace Control Center Beijing China

ISBN: (纸本)9781424474226;9780769540887

Software architecture design plays a crucial role for both the software and business success. Most of the existing methods conduct software architecture design driven by the key software requirements, facing the challenges of creating architectures from scratch and aligning with the high-level business goals. In this paper we propose the BASAD (Business And Software Architecture co-Design) method to facilitate alleviating the difficulty of software architecture design and achieving the high-level business goals. The method addresses the business and software architecture design in an integrated process from a systems engineering perspective, leveraging the SysML and UML modeling languages and the automated model transformation from the business architectures to the software architectures, so that provide pragmatic support for the architecture co-design.

关键词： Software architecture Systems engineering and theory Software design Computer architecture Design engineering Software systems Unified modeling language Software engineering Artificial intelligence distributed computing

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distributed Orchestration of Pervasive Services

Distributed Orchestration of Pervasive Services

引用

international conference on Advanced Information networking and Applications (AINA)

作者： Leonardo Mostarda Srdjan Marinovic Naranker Dulay Department of Computing Imperial College London UK

ISBN: (纸本)9781424466955;9780769540184

Pervasive systems are increasingly being designed using a service-oriented approach where services are distributed across wireless devices of varying capabilities. Service orchestration is a simple and popular method to coordinate web-based services but introduces a single point of failure and lacks the flexibility to cope with the greater variability of pervasive environments. Choreography in contrast advocates explicitly modelling systems as interacting peers that conform to rules of interaction. Choreography offers greater reliability and flexibility but leads to systems that are much harder to validate. In this paper we describe a novel intermediate approach, where given a logically centralised service orchestration, we automatically generate a distributed implementation that correctly enforces the orchestration behaviour. Our system handles all the synchronisation and consensus issues and ensures correctness. The system also incorporates a number of abstractions for grouping pervasive peers and coordinating pervasive peer-to-peer interactions.

关键词： Automata Fires Programming profession Computer networks distributed computing Pervasive computing Educational institutions Peer to peer computing Software engineering Remotely operated vehicles

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Cloud computing: Issues and Challenges

Cloud Computing: Issues and Challenges

引用

international conference on Advanced Information networking and Applications (AINA)

作者： Tharam Dillon Chen Wu Elizabeth Chang Digital Ecosystems and Business Intelligence Institute Curtin University of Technology Perth Australia

Many believe that Cloud will reshape the entire ICT industry as a revolution. In this paper, we aim to pinpoint the challenges and issues of Cloud computing. We first discuss two related computing paradigms - Service-Oriented computing and Grid computing, and their relationships with Cloud computing. We then identify several challenges from the Cloud computing adoption perspective. Last, we will highlight the Cloud interoperability issue that deserves substantial further research and development.

关键词： Cloud computing Grid computing Computer networks Ecosystems Intelligent networks Australia Physics computing distributed computing NIST File servers

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