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A recursive clustering methodology using a genetic algorithm

A recursive clustering methodology using a genetic algorithm

引用

Congress on evolutionary Computation

作者： Amit Banerjee Sushil J. Louis Evolutionary Computing Systems Laboratory Department of Computer Science and Engineering University of Nevada슠Reno NV USA

This paper presents a recursive clustering scheme that uses a genetic algorithm-based search in a dichotomous partition space. The proposed algorithm makes no assumption on the number of clusters present in the dataset; instead it recursively uncovers subsets in the data until all isolated and separated regions have been classified as clusters. A test of spatial randomness serves as a termination criteria for the recursive process. Within each recursive step, a genetic algorithm searches the partition space for an optimal dichotomy of the dataset. A simple binary representation is used for the genetic algorithm, along with classical selection, crossover and mutation operators. Results of clustering on test cases, ranging from simple datasets in 2-D to large multidimensional datasets compare favorably with state of the art approaches in genetic algorithm-driven clustering.

关键词： Genetic algorithms evolutionary computation

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A Genetic Algorithm Implementation of the Fuzzy Least Trimmed Squares Clustering

A Genetic Algorithm Implementation of the Fuzzy Least Trimme...

引用

IEEE International Conference on Fuzzy systems (FUZZ-IEEE)

作者： Amit Banerjee Sushil J. Louis Evolutionary Computing Systems Laboratory Department of Computer Science and Engineering MS/171 University of Nevada Reno NV USA

This paper describes a new approach to finding a global solution for the fuzzy least trimmed squares clustering. The least trimmed squares (LTS) estimator is known to be a high breakdown estimator, in both regression and clustering. From the point of view of implementation, the feasible solution algorithm is one of the few known techniques that guarantees a global solution for the LTS estimator. The feasible solution algorithm divides a noisy data set into two parts -the non-noisy retained set and the noisy trimmed set, by implementing a pairwise swap of datum between the two sets until a least squares estimator provides the best fit on the retained set. We present a novel genetic algorithm-based implementation of the feasible solution algorithm for fuzzy least trimmed squares clustering, and also substantiate the efficacy of our method by three examples.

关键词： Genetic algorithms Clustering algorithms Electric breakdown Least squares approximation Partitioning algorithms Noise robustness Laboratories computer science Minimization methods Prototypes

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Interactive Genetic Algorithms for User Interface Design

Interactive Genetic Algorithms for User Interface Design

引用

Congress on evolutionary Computation

作者： Juan C. Quiroz Sushil J. Louis Anil Shankar Sergiu M. Dascalu Evolutionary Computing Systems Lab Department of Computer Science and Engineering University of Nevada Reno NV USA

We attack the problem of user fatigue in using an interactive genetic algorithm to evolve user interfaces in the XUL interface definition language. The interactive genetic algorithm combines computable user interface design metrics with subjective user input to guide evolution. Individuals in our population represent interface specifications and we compute an individual's fitness from a weighted combination of user input and user interface design guidelines. Results from our preliminary study involving three users indicate that users are able to effectively bias evolution towards user interface designs that reflect both user preferences and computed guideline metrics. Furthermore, we can reduce fatigue, defined by the number of choices needing to be made by the human designer, by doing two things. First, asking the user to pick just two (the best and worst) user interfaces from among a subset of nine shown. Second, asking the user to make the choice once every t generations, instead of every single generation. Our goal is to provide interface designers with an interactive tool that can be used to explore innovation and creativity in the design space of user interfaces.

关键词： Genetic algorithms User interfaces Algorithm design and analysis Guidelines Fatigue computer interfaces Space exploration Humans Technological innovation Physics computing

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Assessing quantum circuits reliability with mutant-based simulated fault injection

Assessing quantum circuits reliability with mutant-based sim...

引用

European Conference on Circuit Theory and Design, ECCTD

作者： Oana Boncalo Mihai Udrescu Lucian Prodan Mircea Vladutiu Alexandru Amaricai Advanced Computing Systems and Architectures Laboratory - Department of Computer Science and Engineering University of Politehnica Timisoara Romania

This paper addresses the problem of evaluating the fault tolerance algorithms and methodologies (FTAMs) for quantum circuits, by making use of fault injection techniques. The proposed mutant-based fault injection techniques are inspired from their classical counterparts [T.A. DeLong et al., 1996] [E. Jenn et al., 1994], and were adapted to the specific features of quantum computation, including the available error models [J. P. Hayes et al., 2004] [E. Knill et al., 1997]. The HDLs were employed in order to perform fault injection, due to their capacity of behavioral and structural circuit description, as well as their hierarchical features. Besides providing a much realistic description, the experimental simulated fault injection campaigns provide quantitative means for quantum fault tolerance assessment.

关键词： Circuit simulation Circuit faults Quantum computing Computational modeling Fault tolerance Hilbert space Quantum entanglement computer architecture Hardware design languages Vectors

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A Quantum Algorithm for Finding Minimum Exclusive-Or Expressions

A Quantum Algorithm for Finding Minimum Exclusive-Or Express...

引用

IEEE computer Society Annual Symposium on VLSI

作者： M. Sampson D. Voudouris G. Papakonstantinou Department of Electrical and Computer Engineering Division of Computer Science Computing Systems Laboratory National and Technical University of Athens Greece

ISBN: (纸本)9780769528960;0769528961

This paper presents a quantum algorithm for minimizing both exclusive-or sum of complex terms (ESCT) and exclusive-or sum of products (ESOP) expressions. The proposed algorithm, QMin, takes advantage of the inherent massive parallelism of quantum circuits. The ESCT expressions produced by QMin are presented in the related bibliography as an attractive architecture for implementing reversible and quantum circuits.

关键词： Quantum computing Circuits Quantum mechanics computer architecture Boolean functions computer science Input variables Minimization methods Laboratories Parallel processing

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Simulated Fault Injection for Quantum Circuits Based on Simulator Commands

Simulated Fault Injection for Quantum Circuits Based on Simu...

引用

International Symposium on Applied Computational Intelligence and Informatics ( SACI)

作者： Oana Boncalo Mihai Udrescu Lucian Prodan Mircea Vladutiu Alexandru Amaricai Advanced Computing Systems and Architectures Laboratory-Department of Computer Science and Engineering University of Politehnica Timisoara Romania

This paper addresses the problem of evaluating the fault tolerance algorithms and methodologies (FTAMS) designed for quantum circuits, by making use of fault injection techniques. These techniques are inspired from their rich classical counterparts, and were adapted to the quantum computation specific features, including the available error models. Because of their wide spectrum of application, including quantum circuit simulation, and their flexibility in circuit representation (i.e. both behavioral and structural descriptions of a circuit are possible), the hardware description languages (HDLs) appear as the best choice for our simulation experiments. The techniques employed for fault injection are based on simulator commands. The simulation results for the fault-affected circuit were compared to the outputs of a Gold circuit (a faultless circuit) in order to compute the quantum failure rate.

关键词： Circuit simulation Circuit faults Computational modeling Quantum computing Flexible printed circuits Fault tolerance Design methodology Algorithm design and analysis Hardware design languages Gold

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Aneka: Next-Generation Enterprise Grid Platform for e-science and e-Business Applications

Aneka: Next-Generation Enterprise Grid Platform for e-Scienc...

引用

IEEE International Conference on e-science and Grid computing

作者： Xingchen Chu Krishna Nadiminti Chao Jin Srikumar Venugopal Rajkumar Buyya Grid Computing and Distributed Systems (GRIDS) Laboratory Department of Computer Science and Software Engineering University of Melbourne Australia

In this paper, we present the design of Aneka, a .NET based service-oriented platform for desktop grid computing that provides: (i) a configurable service container hosting pluggable services for discovering, scheduling and balancing various types of workloads and (ii) a flexible and extensible framework/API supporting various programming models including threading, batch processing, MPI and dataflow. Users and developers can easily use different programming models and the services provided by the container to run their applications over desktop Grids managed by Aneka. We present the implementation of both the essential and advanced services within the platform. We evaluate the system with applications using the grid task and dataflow models on top of the infrastructure and conclude with some future directions of the current system.

关键词： Grid computing Object oriented modeling Containers Personal communication networks Application software Processor scheduling Data security Peer to peer computing Authentication Resource management

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Integrated Risk Analysis for a Commercial computing Service

Integrated Risk Analysis for a Commercial Computing Service

引用

International Symposium on Parallel and Distributed Processing (IPDPS)

作者： Chee Shin Yeo Rajkumar Buyya Grid Computing and Distributed Systems Laboratory Department of Computer Science and Software Engineering University of Melbourne VIC Australia

Utility computing has been anticipated to be the next generation of computing usage. Users have the freedom to easily switch to any commercial computing service to complete jobs whenever the need arises and simply pay only on usage, without any investment costs. A commercial computing service however has certain objectives or goals that it aims to achieve. In this paper, we identify three essential objectives for a commercial computing service: (i) meet SLA, (ii) maintain reliability, and (iii) earn profit. This leads to the problem of whether a resource management policy implemented in the commercial computing service is able to meet the required objectives or not. So, we also develop two evaluation methods that are simple and intuitive: (i) separate and (ii) integrated risk analysis to analyze the effectiveness of resource management policies in achieving the required objectives. Evaluation results based on five policies successfully demonstrate the applicability of separate and integrated risk analysis to assess policies in terms of the required objectives.

关键词： Risk analysis Resource management Grid computing Distributed computing Switches Maintenance Investments Laboratories computer science Software engineering

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A Dynamic Critical Path Algorithm for Scheduling Scientific Workflow Applications on Global Grids

A Dynamic Critical Path Algorithm for Scheduling Scientific ...

引用

IEEE International Conference on e-science and Grid computing

作者： Mustafizur Rahman Srikumar Venugopal Rajkumar Buyya Grid Computing and Distributed Systems (GRIDS) Laboratory Department of Computer Science and Software Engineering University of Melbourne Australia

Effective scheduling is a key concern for the execution of performance driven grid applications. In this paper, we propose a dynamic critical path (DCP) based workflow scheduling algorithm that determines efficient mapping of tasks by calculating the critical path in the workflow task graph at every step. It assigns priority to a task in the critical path which is estimated to complete earlier. Using simulation, we have compared the performance of our proposed approach with other existing heuristic and meta-heuristic based scheduling strategies for different type and size of workflows. Our results demonstrate that DCP based approach can generate better schedule for most of the type of workflows irrespective of their size particularly when resource availability changes frequently.

关键词： Heuristic algorithms Scheduling algorithm Dynamic scheduling Processor scheduling Grid computing Application software Availability Electrical capacitance tomography Software algorithms Laboratories

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Design and Evaluation of a Grid computing Based Architecture for Integrating Heterogeneous IDSs

Design and Evaluation of a Grid Computing Based Architecture...

引用

IEEE GLOBECOM 2007 - IEEE Global Telecommunications Conference

作者： Paulo F. Silva Carlos B. Westphall Carla M. Westphall Marcos Dias de Assuncao Network and Management Laboratory Post-Graduate Program in Computer Science Federal University of Santa Catarina Florianopolis Brazil Grid Computing and Distributed Systems Laboratory Department of Computer Science and Software Engineering University of Melbourne VIC Australia

Intrusion detection systems (IDSs) have been substantially improved in recent past. However, network attacks have become more sophisticated and increasingly complex: many of current attacks are coordinated and originated in multiple networks. To detect these attacks, IDSs need to obtain information on network events from multiple networks or administrative domains. This work demonstrates that a Distributed IDS (DIDS) can be composed of existing IDSs, improving the detection of misuses in a multiple network environment. We use a grid middleware for creating a service-based intrusion detection grid. We demonstrate through experimental results that the proposed DIDS allows the integration of heterogeneous existing IDSs and improves the detection of attacks by exploring the synergy between existing IDSs.

关键词： Grid computing computer architecture Intrusion detection Resource management Laboratories computer science Electronic mail Middleware computer network management engineering management

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