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Exploiting Data Mining Techniques for Improving the Efficiency of a Supply Chain Management Agent

Exploiting Data Mining Techniques for Improving the Efficien...

引用

Web Intelligence and Intelligent Agent Technology Workshops (WI-IAT)

作者： Andreas L. Symeonidis Vivia Nikolaidou Pericles A. Mitkas Intelligent Systems and Software Engineering Laboratory Informatics and Telematics Institute CERTH Thessaloniki Greece Electrical and Computer Engineering Department Aristotle University of Thessaloniki Thessaloniki Greece

Supply chain management (SCM) environments are often dynamic markets providing a plethora of information, either complete or incomplete. It is, therefore, evident that such environments demand intelligent solutions, which can perceive variations and act in order to achieve maximum revenue. To do so, they must also provide some sophisticated mechanism for exploiting the full potential of the environments they inhabit. Advancing on the way autonomous solutions usually deal with the SCM process, we have built a robust and highly-adaptable mechanism for efficiently dealing with all SCM facets, while at the same time incorporating a module that exploits data mining technology in order to forecast the price of the winning bid in a given order and, thus, adjust its bidding strategy. The paper presents our agent, Mertacor, and focuses on the forecasting mechanism it incorporates, aiming to optimal agent efficiency

关键词： Data mining Supply chain management Intelligent agent Delta modulation Supply chains Robustness Manufacturing Assembly Data engineering Intelligent systems

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GeneCity: A Multi Agent Simulation Environment for Hereditary Diseases

GeneCity: A Multi Agent Simulation Environment for Hereditar...

引用

ACS/IEEE International Conference on computer systems and Applications

作者： D.G. Eliades A.L. Symeonidis P.A. Mitkas Electrical and Computer Engineering Department Aristotle University of Thessaloniki Thessaloniki Greece Intelligent Systems and Software Engineering Laboratory Informatics and Telematics Institute CERTH Thessaloniki Greece

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Eliminating execution overhead of disabled optional features in connectors 1

引用

3rd European Workshop on software Architecture, EWSA 2006

作者： Bulej, LubomÍr Bure Š, TomÁš Distributed Systems Research Group Department of Software Engineering Charles University Malostranské nám. 25 Prague118 00 Czech Republic Institute of Computer Science Academy of Sciences of the Czech Republic Pod Vodárenskou věží 2 Prague182 07 Czech Republic

ISBN: (数字)9783540692720

ISBN: (纸本)9783540692713

Connectors are used to realize component interactions in component systems. Apart from their primary function, which is mediating the communication, their implementation can also support additional features that, while unrelated to the primary function, may benefit from their placement in connectors. Such features are often optional in the sense that they can be activated and deactivated at run-time. The problem is that even if they are disabled, their very presence in the connector incurs certain overhead. In this paper, we describe an approach to eliminate this overhead by reconfiguration of the connector implementation. Besides connectors, the approach is applicable to similar technologies such as reflective middleware and other architecture-based component systems and frameworks. © Springer-Verlag Berlin Heidelberg 2006.

关键词： Middleware

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Using Program Slicing to Identify Faults in software:

Using Program Slicing to Identify Faults in Software:

引用

Beyond Program Slicing 2005

作者： Black, Sue Counsell, Steve Hall, Tracy Wernick, Paul Centre for Systems and Software Engineering London South Bank University 103 Borough Road LondonSE1 0AA United Kingdom Department of Information Systems and Computing Brunel University Middlesex UxbridgeUB8 3PH United Kingdom School of Computer Science University of Hertfordshire Herts Hatfield United Kingdom

This study explores the relationship between program slices and faults. The aim is to investigate whether the characteristics of program slices can be used to identify faultprone software components. Slicing metrics and dependence clusters are used to characterise the slicing profile of a software component, then the relationship between the slicing profile of the component and the faults in that component are then analysed. Faults can increase the likelihood of a system becoming unstable causing problems for the development and evolution of the system. Identifying faultprone components is difficult and reliable predictors of fault-proneness not easily identifiable. Program slicing is an established software engineering technique for the detection and correction of specific faults. An investigation is carried out into whether the use of program slicing can be extended as a reliable tool to predict fault-prone software components. Preliminary results are promising suggesting that slicing may offer valuable insights into fault-proneness. © 2006 Dagstuhl Seminar Proceedings. All rights reserved.

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A Unified Ontology-Based Process Model for software Maintenance and Comprehension 06

A Unified Ontology-Based Process Model for Software Maintena...

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Workshop and Symposia at MoDELS 2006

作者： Juergen Rilling Yonggang Zhang Wen Jun Meng René Witte Volker Haarslev Philippe Charland Department of Computer Science and Software Engineering Concordia University Montreal Canada System of Systems Section Defence R&D Canada Valcartier Canada

ISBN: (纸本)9783540694885

In this paper, we present a formal process model to support the comprehension and maintenance of software systems. The model provides a formal ontological representation that supports the use of reasoning services across different knowledge resources. In the presented approach, we employ our Description Logic knowledge base to support the maintenance process management, as well as detailed analyses among resources, e.g., the traceability between various software artifacts. The resulting unified process model provides users with active guidance in selecting and utilizing these resources that are context-sensitive to a particular comprehension task. We illustrate both, the technical foundation based on our existing SOUND environment, as well as the general objectives and goals of our process model.

关键词： software maintenance process modeling ontological reasoning software comprehension traceability text mining

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A Context-Driven software Comprehension Process Model

A Context-Driven Software Comprehension Process Model

引用

International IEEE Workshop on software Evolvability

作者： Wen Jun Meng Juergen Rilling Yonggang Zhang Rene Witte Sudhir Mudur Philippe Charland Department of Computer Science and Software Engineering Concordia University Montreal Canada System of Systems Section Defence Research and Development Canada Val-Belair QUE Canada

ISBN: (纸本)9780769526980;0769526980

Comprehension is an essential part of software evolution. Only software that is well understood can evolve in a controlled manner. In this paper, we present a formal process model to support the comprehension of software systems by using ontology and description logic. This formal representation supports the use of reasoning services across different knowledge resources and therefore, enables us to provide users with guidance during the comprehension process that is context sensitive to their particular comprehension task. As part of the process model, we also adopt a new interactive story metaphor, to represent the interactions between users and the comprehension process

关键词： Context modeling Ontologies Logic software maintenance Information resources computer science software engineering Research and development software systems Context-aware services

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GSAF: A Grid-based Services Transfer Framework

GSAF: A Grid-based Services Transfer Framework

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IEEE International Conference on Industrial Informatics (INDIN)

作者： Jun Tang Chunyan Miao Qifeng Lin Mi Zhang Wei Wang Baile Shi Department of Computing Information and Technology Fudan University China Divisions of Software Systems School of Computer Engineering Nanyang Technological University Singapore E-Business Research Center Software School Fudan University China

In recent years, traditional computing systems face the problems of scalability as the need for information processing services is ever increasing. Grid, as a pool of computing resources, solves the problem in some degree by providing an integrated computing and resources environment. Thus, there emerge many strategies related to grid resource allocation management (GRAM). However, almost all of these strategies focus on how to allocate the existing computing resources but overlook the possibility of controlling these resources. Therefore, services and computing nodes are always tightly coupled. In this paper, we describe a new framework called GSAF (a grid-based services transfer framework) to solve the problem. GSAF binds services and computing nodes dynamically through services migration and service cache to break the tight coupling. The migration of service components to more efficient computing nodes helps balance the processing burden and extends the computing abilities. In our experiment, we provide a prototype application of GSAF in the data mining system to demonstrate it.

关键词： Grid computing Resource management Containers Prototypes Data mining Runtime software systems Face Scalability Information processing

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DaTA -- Data-Transparent Authentication Without Communication Overhead

DaTA -- Data-Transparent Authentication Without Communicatio...

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International Conference on Security and Privacy for Emerging Areas in Communications Networks (SecureComm)

作者： Songqing Chen Shiping Chen Xinyuan Wang Sushil Jajodia Department of Computer Science George Mason University USA Center for Secure Information Systems George Mason University USA Department of Information and Software Engineering George Mason University USA

With the development of Internet computing techniques, continuous data streams from remote sites are commonly used in scientific and commercial applications. Correspondingly, there is increasing demand of assuring the integrity and authenticity of received data streams. Existing strategies of assuring data integrity and authenticity mainly use message authentication codes (MAC) generated on data blocks and transfer the MAC to the receiver for authentication through either out of band communication or in band communication. Transferring the MAC via out of band communication inevitably introduces communication overhead and additional complexity to synchronize the out of band communication with the data communication. Transferring the MAC via in band channel can be achieved by either appending the MAC to the original data or embedding the MAC into the original data, which would either incur communication overhead or change the original data. It would be desirable to be able to authenticate the stream data without any communication overhead and changing the original data at the same time. To deal with data packet or block loss, many of existing stream data authentication schemes rely on hash chaining, the current usage of which results in uncertainty in authenticating the subsequent data blocks once the first data packet or block loss is detected. In this paper, we propose a novel application layer authentication strategy called DaTA. This authentication scheme requires no change to the original data and causes no additional communication overhead. In addition, it can continue authenticating the rest of data stream even if some data loss has been detected. Our analysis shows that our authentication scheme is robust against packet loss and network jitter. We have implemented a prototype system to evaluate its performance. Our empirical results show that our proposed scheme is efficient and practical under various network conditions

关键词： Message authentication Internet Streaming media Hurricanes Demand forecasting computer science Information systems software engineering Data communication Propagation losses

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Routing Protocols for an Integrated Cellular and Ad-hoc Network with Flexible Access and Their Overhead Analysis

Routing Protocols for an Integrated Cellular and Ad-hoc Netw...

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International Conference on Innovative Computing, Information and Control (ICICIC)

作者： Yumin Wu Kun Yang Shaochun Zhong Wenyong Wang Jun Shen Department of Electronic Systems Engineering University of Essex Colchester UK School of Software Northeast Normal University Changchun China Department of Computer Science Beijing Institute of Technology Beijing China

This paper proposes an adaptive routing protocol called ARFA for an integrated cellular and ad hoc heterogeneous network with flexible access (iCAR-FA). An iCAR-FA system offers a flexible traffic diversion mechanism that allows a mobile host to utilize the bandwidth in another cell, as such easing the congestion problem and increasing the throughput in a cellular network. Based on the presentation of the iCAR-FA physical characteristics, the paper details the design issues and operation of ARFA. Detailed numerical analysis on routing overhead, which is along with some general evaluations, has indicated the effectiveness and efficiency of the ARFA protocol

关键词： Routing protocols Cellular networks Ad hoc networks Telecommunication traffic Land mobile radio cellular systems Bandwidth Numerical analysis Relays Frequency systems engineering and theory

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Evacuation Planning via Evolutionary Computation

Evacuation Planning via Evolutionary Computation

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Congress on Evolutionary Computation

作者： A. Garrett B. Carnahan R. Muhdi J. Davis G. Dozier M.P. SanSoucie P.V. Hull M.L. Tinker Department of Computer Science and Software Engineering Auburn University Auburn AL USA Department of Industrial & Systems Engineering Auburn University Auburn AL USA NASA Marshall Space Flight Center Huntsville AL USA

According to the Life Safety Code reg , the geometry of a building, the location of exits, and the number of exits dictate the means of egress for all people occupying a building. In this paper we show how evolutionary computations in the form of Genetic Algorithms and Estimation of Distribution Algorithms are used to evolve the placement of exits in order to optimize overall evacuation time. In particular, a generational GA, a steady-state GA, and an elitist EDA are used to evolve the placement of exits for two practical design problems. The algorithms are evaluated in terms of success rate, number of function evaluations, and best fitness. For both problems, the steady-state GA outperformed the other algorithms in all evaluation categories.

关键词： Evolutionary computation Safety Electronic design automation and methodology Buildings Humans Genetic algorithms Steady-state Fires NASA Geometry

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