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检索条件"任意字段=Proceedings of the 9th International Conference on Predictive Models in Software Engineering"

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Architectural modeling in industry-an experience report

Architectural modeling in industry-an experience report

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international conference on software engineering (ICSE)

作者： J. Kuusela A. Maccari Jianli Xu Nokia Research Center Helsinki Finland

Nokia Research Center (NRC) has been leading Esprit project ARES (Architectural Reasoning for Embedded Systems) for two years. One of the main purposes of ARES is to demonstrate the use of architectural modeling in controlling properties of industrial scale products and product families. Two examples are documented. Forward architecting was applied in modeling the new architecture for our mobile phone family showing how to control the dynamic properties of the software. Reverse architecting was used to tune the performance of our telephone switch software. Both cases show that special purpose models can be constructed even for very large systems and they do give valuable insight to the properties of the software.

关键词： software architecture Computer architecture Mobile handsets Electrical equipment industry Switches predictive models software systems Communication system control Embedded system Industrial control

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Reusability hypothesis verification using machine learning techniques: a case study

Reusability hypothesis verification using machine learning t...

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IEEE international conference on Automated software engineering (ASE)

作者： Yida Mao H.A. Sahraoui H. Lounis ACD syst. Ltd. Victoria BC Canada McGill College Montreal QUE Canada

Since the emergence of object technology, organizations have accumulated a tremendous amount of object-oriented (OO) code. Instead of continuing to recreate components that are similar to existing artifacts, and considering the rising costs of development, many organizations would like to decrease software development costs and cycle time by reusing existing OO components. this paper proposes an experiment to verify three hypotheses about the impact of three internal characteristics (inheritance, coupling and complexity) of OO applications on reusability. this verification is done through a machine learning approach (the C4.5 algorithm and a windowing technique). Two kinds of results are produced: (1) for each hypothesis (characteristic), a predictive model is built using a set of metrics derived from this characteristic; and (2) for each predictive model, we measure its completeness, correctness and global accuracy.

关键词： Machine learning Computer aided software engineering Costs predictive models Automation Programming Testing Electrical capacitance tomography software reusability Application software

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An investigation on the use of machine learned models for estimating correction costs

An investigation on the use of machine learned models for es...

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international conference on software engineering (ICSE)

作者： M.A. de Almeida H. Lounis W.L. Melo University of Ottawa Ottawa Canada Centre de Recherche informatique de Montreal Inc. Montreal QUE Canada Oracle do Brasil University Católica de Brasìlia Brasilia Brazil

We present the results of an empirical study in which we have investigated machine learning (ML) algorithms with regard to their capabilities to accurately assess the correctability of faulty software components. three different families of algorithms have been analyzed. We have used (1) fault data collected on corrective maintenance activities for the Generalized Support software reuse asset library located at the Flight Dynamics Division of NASA's GSFC and (2) product measures extracted directly from the faulty components of this library.

关键词： Costs software maintenance Machine learning algorithms software quality Error correction Machine learning software algorithms software libraries predictive models Educational institutions

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Optimizing RC tree delay in high speed ASICs through repeater insertion

Optimizing RC tree delay in high speed ASICs through repeate...

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Annual IEEE international conference and Exhibit ASIC

作者： V. Adler E.G. Friedman Department of Electrical Engineering University of Rochester Rochester NY USA

One method of overcoming wire delay due to long resistive interconnect is to insert repeaters in the line. Analytical expressions describing a CMOS inverter driving an RC load have been integrated into a global optimization algorithm for inserting repeaters into RC trees. the timing model predicts results generally within 10% of SPICE. the global optimization method exhibits total delay improvements of up to 86% over typical cascaded buffer insertion methods. the repeater timing model, global insertion methodology and algorithm, and software implementation are summarized in this paper.

关键词： Delay Repeaters Timing Wire Algorithm design and analysis Inverters Semiconductor device modeling predictive models SPICE Optimization methods

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Experimental tests of a musculoskeletal model of the elbow joint for FES applications

Experimental tests of a musculoskeletal model of the elbow j...

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Annual international conference of the IEEE engineering in Medicine and Biology Society (EMBC)

作者： T. Watanabe T. Nozawa Gwang-Moon Eom S. Ohba R. Futami N. Hoshimiya Y. Handa Department of Electronic Eng. Grad. Sch. of Eng. University of Tohoku Sendai Japan Department of Restorative Neuromuscular Surgery and Rehab. Grad. Sch. of Med. University of Tohoku Sendai Japan

Computer model prediction of motions developed by functional electrical stimulation (FES) can be effective for clinical applications. the musculoskeletal model that responds to electrical stimulation is necessary for the model prediction. In this paper, a musculoskeletal model of the elbow joint was tested experimentally on a normal subject with surface electrode stimulation. In the musculoskeletal model, the musculotendon guide that reflects geometrical arrangement of muscles was adopted. Parameters in the muscle model were adapted to the subject based on the force measured under the isometric condition. the output of the tuned model agreed well with experimental results of the single muscle stimulation at high amplitude of stimulation and results of the simultaneous antagonistic stimulation in some stimulus conditions.

关键词： Testing Musculoskeletal system Elbow predictive models Muscles Force measurement Neuromuscular stimulation Application software Electrical stimulation Electrodes

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the significance of dynamic nonlinearities in the autonomic regulation of heart rate

The significance of dynamic nonlinearities in the autonomic ...

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Annual international conference of the IEEE engineering in Medicine and Biology Society (EMBC)

作者： J. Alexander T. Kawada M. Sugimachi H. Miyano T. Sato T. Shishido K. Sunagawa Department of Biomedical Engineering Vanderbilt University Nashville TN USA Department of Cardiovascular Dynamics National Cardiovascular Center Research Institute Suita Osaka Japan

the beat-to-beat regulation of heart rate (HR) is achieved through a beautifully elaborate but not well-understood system of dynamic interactions between sympathetic and parasympathetic (vagal) components of the autonomic nervous system. While numerous investigators consistently have reported dramatic nonlinearities in the HR response to concurrent activation of sympathetic and vagal nerves, a quantitative characterization of such dynamic nonlinearities has been lacking. therefore, in the present study performed in 8 anesthetized Japanese white rabbits, we surgically isolated vagal and cardiac sympathetic efferent nerves such that we were able to stimulate them simultaneously according to mutually independent, band-limited Gaussian white-noise stimuli as we measured the HR response. Under two-input, single-output system assumptions we took advantage of LYSIS 6.2 software to compute first- and second-order nonlinear self kernels relating input nerve stimulation to HR response, as well as compute the nonlinear cross-kernel that quantified the dynamic interaction between concurrent sympathetic and vagal stimulation on HR response. Our results demonstrated nonlinear kernels that significantly enhanced the predictive validity of our model to predict HR response over results obtained using linear kernels alone. We conclude that dynamic nonlinearities play a quantitatively significant role in mediating the HR response to autonomic activation.

关键词： Heart rate Kernel Nonlinear dynamical systems Cardiology Autonomic nervous system Rabbits Surgery Biomedical measurements Concurrent computing predictive models

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Characterizing and modeling the cost of rework in a library of reusable software components 97

Characterizing and modeling the cost of rework in a library ...

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19th international conference on software engineering (ICSE 97) - Pulling Together

作者： Basili, VR Condon, SE ElEmam, K Hendrick, RB Melo, W University of Maryland Computer Science College Park MD CSC 10110 Aerospace Rd. Lanham-Seabrook MD Fraunhofer IESE Sauerwiesen 6 D-67661 Kaiserslautern Germany CRIM 1801 McGill College Montreal Quebec Canada H3A 2N4

ISBN: (纸本)0897919149

In this paper we characterize and model the cost of rework in a Component Factory (CF) organization. A CF is responsible for developing and packaging reusable software components. Data was collected on corrective maintenance activities for the Generalized Support software reuse asset library located at the Flight Dynamics Division of NASA's GSFC. We then constructed a predictive model of the cost of rework using the C4.5 system for generating a logical classification model. the predictor variables for the model are measures of internal software product attributes. the model demonstrates good prediction accuracy, and can be used by managers to allocate resources for corrective used by managers to allocate resources for corrective maintenance activities. Furthermore, we used the model to generate proscriptive coding guidelines to improve programming practices so that the cost of rework can be reduced in the future. the general approach we have used is applicable to other environments.

关键词： software Process Improvement cost of rework software metrics classification models prediction models

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Application of a generator-based software development method supporting model reuse 9th

引用

proceedings of the 1997 9th international conference on Advanced Information Systems engineering, CAiSE

作者： Altmeyer, Joachim Riegel, Jan Peter Schuermann, Bernd Schuetze, Martin Zimmermann, Gerhard Computer Science Department University of Kaiserslautern Germany

ISBN: (纸本)3540631070

Two important phases in the software development process of large systems are modeling and coding of the system components and their interrelations. While the modeling phase is the creative part and must be done manually, the coding phase should be automated. In this paper we describe a generator-based software development method for large systems and an experimental implementation of this method. Domain-specific base models are reused and customized to application models for many projects within the domain. the application models are then input to specialized, powerful code generators which produce most of the application's source code automatically. Furthermore, we discuss the reuse potential of using and customizing common base models and using domain- and component-specific code generators. © Springer-Verlag Berlin Heidelberg 1997.

关键词： Codes (symbols)

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OO-method: An OO software production environment combining conventional and formal methods 9th

引用

9th international conference on Advanced Information Systems engineering (CAiSE 97)

作者： Pastor, O Insfran, E Pelechano, V Romero, J Merseguer, J Univ Politecn Valencia Dipartimento Sistemtes & Informat & Comp E-46071 Valencia Spain

ISBN: (纸本)3540631070

OO-Method is an OO Methodology that blends the use of formal specification systems with conventional OO methodologies based on practice. In contrast to other approaches in this field ([Jun95,Esd93]), a set of graphical models provided by the methodology allows analysts to introduce the relevant system information to obtain the conceptual model through a requirements collection phase, so that an OO formal specification in Oasis ([Pas92, Pas95-1]), can be generated at any time. this formal specification acts as a high-level system repository. Furthermore, a software prototype which is functionally equivalent to the Oasis specification is also generated in an automated way. this is achieved by defining an execution model which gives the pattern for obtaining a concrete implementation in a declarative or an imperative software development environment (depending on the user choice). the methodology is supported by a CASE workbench.

关键词： Formal specification

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On the Economics of Mass-Marketed software

On the Economics of Mass-Marketed Software

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international conference on software engineering (ICSE)

作者： R.J. Botting Computer Science Department California State University San Bernardino San Bernardino CA USA

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