Quantitative system performance: computer system analysis using queueing network models
Quantitative system performance: computer system analysis using queueing network models
Neural networks and the bias/variance dilemma
Neural Computation
IEEE Transactions on Computers
Technical Note: Bias and the Quantification of Stability
Machine Learning - Special issue on bias evaluation and selection
Data mining: practical machine learning tools and techniques with Java implementations
Data mining: practical machine learning tools and techniques with Java implementations
Deriving a queueing network based performance model from UML diagrams
Proceedings of the 2nd international workshop on Software and performance
Analyzing queueing networks with simultaneous resource possession
Communications of the ACM
Enterprise Transaction Processing Systems: Putting the Cobra Ots, Encina++ and Orbixotm to Work
Enterprise Transaction Processing Systems: Putting the Cobra Ots, Encina++ and Orbixotm to Work
Scaling for E Business: Technologies, Models, Performance, and Capacity Planning
Scaling for E Business: Technologies, Models, Performance, and Capacity Planning
From UML sequence diagrams and statecharts to analysable petri net models
WOSP '02 Proceedings of the 3rd international workshop on Software and performance
PASASM: a method for the performance assessment of software architectures
WOSP '02 Proceedings of the 3rd international workshop on Software and performance
IEEE Transactions on Software Engineering
A Unifeid Bias-Variance Decomposition and its Applications
ICML '00 Proceedings of the Seventeenth International Conference on Machine Learning
Packaging Predictable Assembly
CD '02 Proceedings of the IFIP/ACM Working Conference on Component Deployment
A new blocking problem from Java-based schedulers
Performance Evaluation
Evaluating the Performance of EJB Components
IEEE Internet Computing
A performance model for a BPI middleware
Proceedings of the 4th ACM conference on Electronic commerce
Theoretical and Empirical Analysis of ReliefF and RReliefF
Machine Learning
OOPSLA '03 Companion of the 18th annual ACM SIGPLAN conference on Object-oriented programming, systems, languages, and applications
From UML activity diagrams to Stochastic Petri nets: application to software performance engineering
WOSP '04 Proceedings of the 4th international workshop on Software and performance
Early performance testing of distributed software applications
WOSP '04 Proceedings of the 4th international workshop on Software and performance
Predicting the performance of middleware-based applications at the design level
WOSP '04 Proceedings of the 4th international workshop on Software and performance
Model-Based Performance Prediction in Software Development: A Survey
IEEE Transactions on Software Engineering
Architecting in the Face of Uncertainty: An Experience Report
Proceedings of the 26th International Conference on Software Engineering
Experiences Integrating and Scaling a Performance Test Bed Generator with an Open Source CASE Tool
Proceedings of the 19th IEEE international conference on Automated software engineering
Performance modelling of distributed e-business applications using Queuing Petri Nets
ISPASS '03 Proceedings of the 2003 IEEE International Symposium on Performance Analysis of Systems and Software
Feature extraction from mass spectra for classification of pathological states
PKDD'05 Proceedings of the 9th European conference on Principles and Practice of Knowledge Discovery in Databases
Performance prediction of J2EE applications using messaging protocols
CBSE'05 Proceedings of the 8th international conference on Component-Based Software Engineering
Model driven benchmark generation for web services
Proceedings of the 2006 international workshop on Service-oriented software engineering
A Design and Operation Model for Agent-Based Flexible Distributed System
IAT '06 Proceedings of the IEEE/WIC/ACM international conference on Intelligent Agent Technology
Model-Based performance prediction with the palladio component model
WOSP '07 Proceedings of the 6th international workshop on Software and performance
Early quality prediction of component-based systems - A generic framework
Journal of Systems and Software
Revel8or: Model Driven Capacity Planning Tool Suite
ICSE '07 Proceedings of the 29th international conference on Software Engineering
The Future of Software Performance Engineering
FOSE '07 2007 Future of Software Engineering
A stability index for feature selection
AIAP'07 Proceedings of the 25th conference on Proceedings of the 25th IASTED International Multi-Conference: artificial intelligence and applications
Synthesizing client load models for performance engineering via web crawling
Proceedings of the twenty-second IEEE/ACM international conference on Automated software engineering
Performance analysis of real-time component architectures: a model interchange approach
WOSP '08 Proceedings of the 7th international workshop on Software and performance
A pattern-based performance completion for Message-oriented Middleware
WOSP '08 Proceedings of the 7th international workshop on Software and performance
Palladio --- Prediction of Performance Properties
The Common Component Modeling Example
An Empirical Investigation of the Applicability of a Component-Based Performance Prediction Method
EPEW '08 Proceedings of the 5th European Performance Engineering Workshop on Computer Performance Engineering
A Calibration Framework for Capturing and Calibrating Software Performance Models
EPEW '08 Proceedings of the 5th European Performance Engineering Workshop on Computer Performance Engineering
The Palladio component model for model-driven performance prediction
Journal of Systems and Software
JEETuningExpert: A software assistant for improving Java Enterprise Edition application performance
Expert Systems with Applications: An International Journal
Avoidance of model re-induction in SVM-based feature selection for text categorization
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
State dependence in performance evaluation of component-based software systems
Proceedings of the first joint WOSP/SIPEW international conference on Performance engineering
Performance assessment for e-government services: an experience report
CBSE'07 Proceedings of the 10th international conference on Component-based software engineering
Improving stability of feature selection methods
CAIP'07 Proceedings of the 12th international conference on Computer analysis of images and patterns
Applying empirical software engineering to software architecture: challenges and lessons learned
Empirical Software Engineering
Performance evaluation of component-based software systems: A survey
Performance Evaluation
Parametric performance completions for model-driven performance prediction
Performance Evaluation
Advancing software architecture modeling for large scale heterogeneous systems
Proceedings of the FSE/SDP workshop on Future of software engineering research
Configuration and control design model for an agent based Flexible Distributed System
Web Intelligence and Agent Systems
Ginpex: deriving performance-relevant infrastructure properties through goal-oriented experiments
Proceedings of the joint ACM SIGSOFT conference -- QoSA and ACM SIGSOFT symposium -- ISARCS on Quality of software architectures -- QoSA and architecting critical systems -- ISARCS
Feature selection stability assessment based on the Jensen-Shannon divergence
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part I
From monolithic to component-based performance evaluation of software architectures
Empirical Software Engineering
Validating model-driven performance predictions on random software systems
QoSA'10 Proceedings of the 6th international conference on Quality of Software Architectures: research into Practice - Reality and Gaps
Statistical inference of software performance models for parametric performance completions
QoSA'10 Proceedings of the 6th international conference on Quality of Software Architectures: research into Practice - Reality and Gaps
An industrial case study of performance and cost design space exploration
ICPE '12 Proceedings of the 3rd ACM/SPEC International Conference on Performance Engineering
Integrating software performance curves with the palladio component model
ICPE '12 Proceedings of the 3rd ACM/SPEC International Conference on Performance Engineering
A novel approach for service performance analysis and forecast
Journal of Web Engineering
Comparison of metaheuristic strategies for peakbin selection in proteomic mass spectrometry data
Information Sciences: an International Journal
Performance and reliability prediction for evolving service-oriented software systems
Empirical Software Engineering
Constructing performance model of JMS middleware platform
Proceedings of the 5th ACM/SPEC international conference on Performance engineering
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With the proliferation of extremely high-dimensional data, feature selection algorithms have become indispensable components of the learning process. Strangely, despite extensive work on the stability of learning algorithms, the stability of feature selection algorithms has been relatively neglected. This study is an attempt to fill that gap by quantifying the sensitivity of feature selection algorithms to variations in the training set. We assess the stability of feature selection algorithms based on the stability of the feature preferences that they express in the form of weights-scores, ranks, or a selected feature subset. We examine a number of measures to quantify the stability of feature preferences and propose an empirical way to estimate them. We perform a series of experiments with several feature selection algorithms on a set of proteomics datasets. The experiments allow us to explore the merits of each stability measure and create stability profiles of the feature selection algorithms. Finally we show how stability profiles can support the choice of a feature selection algorithm.