SlideShare ist ein Scribd-Unternehmen logo

21st Century Effort Estimation Methodology

•Als PPT, PDF herunterladen•
•
CS, NcState
CS, NcState

21st century effort estimation methods from JPL. Jairus Hihn (JPL), Tim Menzies (WVU), Karen Lum (JPL), Dan Baker (WVU)

Wirtschaft & FinanzenTechnologie
1 von 18
“ 2cee” A 2 1 st C entury E ffort E stimation Methodology Tim Menzies Dan Baker [email_address] [email_address] Jairus Hihn Karen Lum [email_address] [email_address] 22nd International Forum on COCOMO and Systems/Software Cost Modeling (2007)
Our Journey ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Our Journey Continued ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Some Things We Learned Along the Way
Local Calibration Does Not Always Improve Performance ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Stratification Does Not Always Improve Performance ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Cost Driver Instability ,[object Object],[object Object],[object Object],[object Object]
Some Good News ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Key Research Findings ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
2cee ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Load Historical Data Use Predefined COCOMO Coefficients Bootstrapped Local Calibration Full Local Calibration Nearest Neighbour Local Calibration Optionally Use Manual Or Automatic Feature Selection Optionally Use Manual Stratification 2CEE Define Project Ranges Monte Carlo Project Instances Produce Range of COCOMO Estimates
2CEE Steps Define Model Calibration Evaluate with Cross Validation Define Project Ranges Monte Carlo Estimates
 
2cee Provides Insight into Model Performance and Tuning ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],There are many outliers in our data
 
Karen will be available at the tool fair Stop in and take a look under the hood
Bibliography Current Research Publications Selecting Best Practices for Effort Estimation, IEEE Transactions On Software Engineering , Nov 2006. (Menzies, Chen, Hihn, Lum) Evidence-Based Cost Estimation for Better-Quality Software, IEEE Software , July/August 2006. (Menzies and Hihn ) Studies in Software Cost Model Behavior:Do We Really Understand Cost Model Performance?, Proceedings of the ISPA International Conference 2006 , Seattle, WA. (Lum, Hihn, Menzies) (Best Paper Award) Simple Software Cost Analysis: Safe or Unsafe?, Proceedings of the International Workshop on Predictor Models in Software Engineering ( PROMISE 2005 ), St Louis, MS, 14 June 2005. (Menzies, Port, Hihn , Chen) Feature Subset Selection Improves Software Cost Estimation. ( PROMISE 2005 ), St Louis, MS, 14 June 2005. (Chen, Menzies, Port, Boehm) Validation methods for calibrating software effort models, ICSE 2005 Proceedings , May 2005, St Louis, MS. May 2005. (Menzies, Port, Hihn, Chen) Specialization and Extrapolation of Software Cost Models, Proceeding in Automation in Software Engineering Conference , Nov 2005. (Menzies, Chen, Port, Hihn) Finding the Right Data for Software Cost Modeling, IEEE Software , Nov/Dec 2005. (Chen, Menzies, Port, Boehm)
State of the Art Best Practice ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

Empfohlen

Star Master Cocomo07
Star Master Cocomo07Star Master Cocomo07
Star Master Cocomo07CS, NcState
 
The Straight Way to a Final Result: Mixture Design of Experiments
The Straight Way to a Final Result: Mixture Design of ExperimentsThe Straight Way to a Final Result: Mixture Design of Experiments
The Straight Way to a Final Result: Mixture Design of ExperimentsJMP software from SAS
 
Can we predict the quality of spectrum-based fault localization?
Can we predict the quality of spectrum-based fault localization?Can we predict the quality of spectrum-based fault localization?
Can we predict the quality of spectrum-based fault localization?Lionel Briand
 
Wip 13
Wip 13Wip 13
Wip 13Kevin de León
 
AN APPROACH FOR SOFTWARE EFFORT ESTIMATION USING FUZZY NUMBERS AND GENETIC AL...
AN APPROACH FOR SOFTWARE EFFORT ESTIMATION USING FUZZY NUMBERS AND GENETIC AL...AN APPROACH FOR SOFTWARE EFFORT ESTIMATION USING FUZZY NUMBERS AND GENETIC AL...
AN APPROACH FOR SOFTWARE EFFORT ESTIMATION USING FUZZY NUMBERS AND GENETIC AL...csandit
 
An approach for software effort estimation using fuzzy numbers and genetic al...
An approach for software effort estimation using fuzzy numbers and genetic al...An approach for software effort estimation using fuzzy numbers and genetic al...
An approach for software effort estimation using fuzzy numbers and genetic al...csandit
 
Simulation
SimulationSimulation
SimulationMichael Adly
 
Comparing between maximum
Comparing between maximumComparing between maximum
Comparing between maximumijseajournal
 

Empfohlen

Star Master Cocomo07
Star Master Cocomo07Star Master Cocomo07
Star Master Cocomo07CS, NcState
 
The Straight Way to a Final Result: Mixture Design of Experiments
The Straight Way to a Final Result: Mixture Design of ExperimentsThe Straight Way to a Final Result: Mixture Design of Experiments
The Straight Way to a Final Result: Mixture Design of ExperimentsJMP software from SAS
 
Can we predict the quality of spectrum-based fault localization?
Can we predict the quality of spectrum-based fault localization?Can we predict the quality of spectrum-based fault localization?
Can we predict the quality of spectrum-based fault localization?Lionel Briand
 
Wip 13
Wip 13Wip 13
Wip 13Kevin de León
 
AN APPROACH FOR SOFTWARE EFFORT ESTIMATION USING FUZZY NUMBERS AND GENETIC AL...
AN APPROACH FOR SOFTWARE EFFORT ESTIMATION USING FUZZY NUMBERS AND GENETIC AL...AN APPROACH FOR SOFTWARE EFFORT ESTIMATION USING FUZZY NUMBERS AND GENETIC AL...
AN APPROACH FOR SOFTWARE EFFORT ESTIMATION USING FUZZY NUMBERS AND GENETIC AL...csandit
 
An approach for software effort estimation using fuzzy numbers and genetic al...
An approach for software effort estimation using fuzzy numbers and genetic al...An approach for software effort estimation using fuzzy numbers and genetic al...
An approach for software effort estimation using fuzzy numbers and genetic al...csandit
 
Simulation
SimulationSimulation
SimulationMichael Adly
 
Comparing between maximum
Comparing between maximumComparing between maximum
Comparing between maximumijseajournal
 
Computational optimization, modelling and simulation: Recent advances and ove...
Computational optimization, modelling and simulation: Recent advances and ove...Computational optimization, modelling and simulation: Recent advances and ove...
Computational optimization, modelling and simulation: Recent advances and ove...Xin-She Yang
 
Outliers In Data Envelopment Analysis
Outliers In Data Envelopment AnalysisOutliers In Data Envelopment Analysis
Outliers In Data Envelopment AnalysisCSCJournals
 
Practical Constraint Solving for Generating System Test Data
Practical Constraint Solving for Generating System Test DataPractical Constraint Solving for Generating System Test Data
Practical Constraint Solving for Generating System Test DataLionel Briand
 
Testing Machine Learning-enabled Systems: A Personal Perspective
Testing Machine Learning-enabled Systems: A Personal PerspectiveTesting Machine Learning-enabled Systems: A Personal Perspective
Testing Machine Learning-enabled Systems: A Personal PerspectiveLionel Briand
 
Fractional factorial design tutorial
Fractional factorial design tutorialFractional factorial design tutorial
Fractional factorial design tutorialGaurav Kr
 
EUGM 2011 | DARCHY | Deployment & use of east within sanofi r & d
EUGM 2011 | DARCHY | Deployment & use of east within sanofi r & dEUGM 2011 | DARCHY | Deployment & use of east within sanofi r & d
EUGM 2011 | DARCHY | Deployment & use of east within sanofi r & dCytel USA
 
Ch05
Ch05Ch05
Ch05蕭美蓮
 
SPoC: search-based pseudocode to code
SPoC: search-based pseudocode to codeSPoC: search-based pseudocode to code
SPoC: search-based pseudocode to codeMinhazul Arefin
 
Simulation Powerpoint- Lecture Notes
Simulation Powerpoint- Lecture NotesSimulation Powerpoint- Lecture Notes
Simulation Powerpoint- Lecture NotesKesavartinii Bala Krisnain
 
Performance Evaluation for Classifiers tutorial
Performance Evaluation for Classifiers tutorialPerformance Evaluation for Classifiers tutorial
Performance Evaluation for Classifiers tutorialBilkent University
 
Automatic Test Suite Generation for Key-Points Detection DNNs using Many-Obje...
Automatic Test Suite Generation for Key-Points Detection DNNs using Many-Obje...Automatic Test Suite Generation for Key-Points Detection DNNs using Many-Obje...
Automatic Test Suite Generation for Key-Points Detection DNNs using Many-Obje...Lionel Briand
 
A practical guide for using Statistical Tests to assess Randomized Algorithms...
A practical guide for using Statistical Tests to assess Randomized Algorithms...A practical guide for using Statistical Tests to assess Randomized Algorithms...
A practical guide for using Statistical Tests to assess Randomized Algorithms...Lionel Briand
 
DEA
DEADEA
DEAHakeem-Ur- Rehman
 
Design of experiments-Box behnken design
Design of experiments-Box behnken designDesign of experiments-Box behnken design
Design of experiments-Box behnken designGulamhushen Sipai
 
Promise 2011: "Local Bias and its Impacts on the Performance of Parametric Es...
Promise 2011: "Local Bias and its Impacts on the Performance of Parametric Es...Promise 2011: "Local Bias and its Impacts on the Performance of Parametric Es...
Promise 2011: "Local Bias and its Impacts on the Performance of Parametric Es...CS, NcState
 
Review on Algorithmic and Non Algorithmic Software Cost Estimation Techniques
Review on Algorithmic and Non Algorithmic Software Cost Estimation TechniquesReview on Algorithmic and Non Algorithmic Software Cost Estimation Techniques
Review on Algorithmic and Non Algorithmic Software Cost Estimation Techniquesijtsrd
 
Main
MainMain
MainMark Stillwell
 
AI in SE: A 25-year Journey
AI in SE: A 25-year JourneyAI in SE: A 25-year Journey
AI in SE: A 25-year JourneyLionel Briand
 
Why do a designed experiment
Why do a designed experimentWhy do a designed experiment
Why do a designed experimentASQ Reliability Division
 
OCLR: A More Expressive, Pattern-Based Temporal Extension of OCL
OCLR: A More Expressive, Pattern-Based Temporal Extension of OCLOCLR: A More Expressive, Pattern-Based Temporal Extension of OCL
OCLR: A More Expressive, Pattern-Based Temporal Extension of OCLLionel Briand
 
alguien que te bendice!
alguien que te bendice!alguien que te bendice!
alguien que te bendice!ciaratais
 
Pokemon v/s pelo lais
Pokemon v/s pelo laisPokemon v/s pelo lais
Pokemon v/s pelo laisguestd3a187
 

Weitere ähnliche Inhalte

Was ist angesagt?

Computational optimization, modelling and simulation: Recent advances and ove...
Computational optimization, modelling and simulation: Recent advances and ove...Computational optimization, modelling and simulation: Recent advances and ove...
Computational optimization, modelling and simulation: Recent advances and ove...Xin-She Yang
 
Outliers In Data Envelopment Analysis
Outliers In Data Envelopment AnalysisOutliers In Data Envelopment Analysis
Outliers In Data Envelopment AnalysisCSCJournals
 
Practical Constraint Solving for Generating System Test Data
Practical Constraint Solving for Generating System Test DataPractical Constraint Solving for Generating System Test Data
Practical Constraint Solving for Generating System Test DataLionel Briand
 
Testing Machine Learning-enabled Systems: A Personal Perspective
Testing Machine Learning-enabled Systems: A Personal PerspectiveTesting Machine Learning-enabled Systems: A Personal Perspective
Testing Machine Learning-enabled Systems: A Personal PerspectiveLionel Briand
 
Fractional factorial design tutorial
Fractional factorial design tutorialFractional factorial design tutorial
Fractional factorial design tutorialGaurav Kr
 
EUGM 2011 | DARCHY | Deployment & use of east within sanofi r & d
EUGM 2011 | DARCHY | Deployment & use of east within sanofi r & dEUGM 2011 | DARCHY | Deployment & use of east within sanofi r & d
EUGM 2011 | DARCHY | Deployment & use of east within sanofi r & dCytel USA
 
SPoC: search-based pseudocode to code
SPoC: search-based pseudocode to codeSPoC: search-based pseudocode to code
SPoC: search-based pseudocode to codeMinhazul Arefin
 
Performance Evaluation for Classifiers tutorial
Performance Evaluation for Classifiers tutorialPerformance Evaluation for Classifiers tutorial
Performance Evaluation for Classifiers tutorialBilkent University
 
Automatic Test Suite Generation for Key-Points Detection DNNs using Many-Obje...
Automatic Test Suite Generation for Key-Points Detection DNNs using Many-Obje...Automatic Test Suite Generation for Key-Points Detection DNNs using Many-Obje...
Automatic Test Suite Generation for Key-Points Detection DNNs using Many-Obje...Lionel Briand
 
A practical guide for using Statistical Tests to assess Randomized Algorithms...
A practical guide for using Statistical Tests to assess Randomized Algorithms...A practical guide for using Statistical Tests to assess Randomized Algorithms...
A practical guide for using Statistical Tests to assess Randomized Algorithms...Lionel Briand
 
Design of experiments-Box behnken design
Design of experiments-Box behnken designDesign of experiments-Box behnken design
Design of experiments-Box behnken designGulamhushen Sipai
 
Promise 2011: "Local Bias and its Impacts on the Performance of Parametric Es...
Promise 2011: "Local Bias and its Impacts on the Performance of Parametric Es...Promise 2011: "Local Bias and its Impacts on the Performance of Parametric Es...
Promise 2011: "Local Bias and its Impacts on the Performance of Parametric Es...CS, NcState
 
Review on Algorithmic and Non Algorithmic Software Cost Estimation Techniques
Review on Algorithmic and Non Algorithmic Software Cost Estimation TechniquesReview on Algorithmic and Non Algorithmic Software Cost Estimation Techniques
Review on Algorithmic and Non Algorithmic Software Cost Estimation Techniquesijtsrd
 
AI in SE: A 25-year Journey
AI in SE: A 25-year JourneyAI in SE: A 25-year Journey
AI in SE: A 25-year JourneyLionel Briand
 
OCLR: A More Expressive, Pattern-Based Temporal Extension of OCL
OCLR: A More Expressive, Pattern-Based Temporal Extension of OCLOCLR: A More Expressive, Pattern-Based Temporal Extension of OCL
OCLR: A More Expressive, Pattern-Based Temporal Extension of OCLLionel Briand
 

Was ist angesagt? (20)

Computational optimization, modelling and simulation: Recent advances and ove...
Computational optimization, modelling and simulation: Recent advances and ove...Computational optimization, modelling and simulation: Recent advances and ove...
Computational optimization, modelling and simulation: Recent advances and ove...
 
Outliers In Data Envelopment Analysis
Outliers In Data Envelopment AnalysisOutliers In Data Envelopment Analysis
Outliers In Data Envelopment Analysis
 
Practical Constraint Solving for Generating System Test Data
Practical Constraint Solving for Generating System Test DataPractical Constraint Solving for Generating System Test Data
Practical Constraint Solving for Generating System Test Data
 
Testing Machine Learning-enabled Systems: A Personal Perspective
Testing Machine Learning-enabled Systems: A Personal PerspectiveTesting Machine Learning-enabled Systems: A Personal Perspective
Testing Machine Learning-enabled Systems: A Personal Perspective
 
Fractional factorial design tutorial
Fractional factorial design tutorialFractional factorial design tutorial
Fractional factorial design tutorial
 
EUGM 2011 | DARCHY | Deployment & use of east within sanofi r & d
EUGM 2011 | DARCHY | Deployment & use of east within sanofi r & dEUGM 2011 | DARCHY | Deployment & use of east within sanofi r & d
EUGM 2011 | DARCHY | Deployment & use of east within sanofi r & d
 
Ch05
Ch05Ch05
Ch05
 
SPoC: search-based pseudocode to code
SPoC: search-based pseudocode to codeSPoC: search-based pseudocode to code
SPoC: search-based pseudocode to code
 
Simulation Powerpoint- Lecture Notes
Simulation Powerpoint- Lecture NotesSimulation Powerpoint- Lecture Notes
Simulation Powerpoint- Lecture Notes
 
Performance Evaluation for Classifiers tutorial
Performance Evaluation for Classifiers tutorialPerformance Evaluation for Classifiers tutorial
Performance Evaluation for Classifiers tutorial
 
Automatic Test Suite Generation for Key-Points Detection DNNs using Many-Obje...
Automatic Test Suite Generation for Key-Points Detection DNNs using Many-Obje...Automatic Test Suite Generation for Key-Points Detection DNNs using Many-Obje...
Automatic Test Suite Generation for Key-Points Detection DNNs using Many-Obje...
 
A practical guide for using Statistical Tests to assess Randomized Algorithms...
A practical guide for using Statistical Tests to assess Randomized Algorithms...A practical guide for using Statistical Tests to assess Randomized Algorithms...
A practical guide for using Statistical Tests to assess Randomized Algorithms...
 
DEA
DEADEA
DEA
 
Design of experiments-Box behnken design
Design of experiments-Box behnken designDesign of experiments-Box behnken design
Design of experiments-Box behnken design
 
Promise 2011: "Local Bias and its Impacts on the Performance of Parametric Es...
Promise 2011: "Local Bias and its Impacts on the Performance of Parametric Es...Promise 2011: "Local Bias and its Impacts on the Performance of Parametric Es...
Promise 2011: "Local Bias and its Impacts on the Performance of Parametric Es...
 
Review on Algorithmic and Non Algorithmic Software Cost Estimation Techniques
Review on Algorithmic and Non Algorithmic Software Cost Estimation TechniquesReview on Algorithmic and Non Algorithmic Software Cost Estimation Techniques
Review on Algorithmic and Non Algorithmic Software Cost Estimation Techniques
 
Main
MainMain
Main
 
AI in SE: A 25-year Journey
AI in SE: A 25-year JourneyAI in SE: A 25-year Journey
AI in SE: A 25-year Journey
 
Why do a designed experiment
Why do a designed experimentWhy do a designed experiment
Why do a designed experiment
 
OCLR: A More Expressive, Pattern-Based Temporal Extension of OCL
OCLR: A More Expressive, Pattern-Based Temporal Extension of OCLOCLR: A More Expressive, Pattern-Based Temporal Extension of OCL
OCLR: A More Expressive, Pattern-Based Temporal Extension of OCL
 

Andere mochten auch

alguien que te bendice!
alguien que te bendice!alguien que te bendice!
alguien que te bendice!ciaratais
 
Pokemon v/s pelo lais
Pokemon v/s pelo laisPokemon v/s pelo lais
Pokemon v/s pelo laisguestd3a187
 
Meister
MeisterMeister
MeisterF. R.
 
La Universidad De Chile
La Universidad De ChileLa Universidad De Chile
La Universidad De Chileguestac04c8
 
Registro en blogs cerrados
Registro en blogs cerradosRegistro en blogs cerrados
Registro en blogs cerradosGabriel Bunster
 

Andere mochten auch (6)

alguien que te bendice!
alguien que te bendice!alguien que te bendice!
alguien que te bendice!
 
Pokemon v/s pelo lais
Pokemon v/s pelo laisPokemon v/s pelo lais
Pokemon v/s pelo lais
 
Meister
MeisterMeister
Meister
 
La Universidad De Chile
La Universidad De ChileLa Universidad De Chile
La Universidad De Chile
 
Gov 2.0
Gov 2.0Gov 2.0
Gov 2.0
 
Registro en blogs cerrados
Registro en blogs cerradosRegistro en blogs cerrados
Registro en blogs cerrados
 

Ähnlich wie 21st Century Effort Estimation Methodology

A Hybrid Approach to Expert and Model Based Effort Estimation
A Hybrid Approach to Expert and Model Based Effort Estimation A Hybrid Approach to Expert and Model Based Effort Estimation
A Hybrid Approach to Expert and Model Based Effort Estimation CS, NcState
 
A new model for software costestimation
A new model for software costestimationA new model for software costestimation
A new model for software costestimationijfcstjournal
 
A NEW MODEL FOR SOFTWARE COSTESTIMATION USING HARMONY SEARCH
A NEW MODEL FOR SOFTWARE COSTESTIMATION USING HARMONY SEARCHA NEW MODEL FOR SOFTWARE COSTESTIMATION USING HARMONY SEARCH
A NEW MODEL FOR SOFTWARE COSTESTIMATION USING HARMONY SEARCHijfcstjournal
 
PM3 ARTICALS
PM3 ARTICALSPM3 ARTICALS
PM3 ARTICALSra na
 
Abstract.doc
Abstract.docAbstract.doc
Abstract.docbutest
 
Lecture5
Lecture5Lecture5
Lecture5soloeng
 
Software Cost Estimation Using Clustering and Ranking Scheme
Software Cost Estimation Using Clustering and Ranking SchemeSoftware Cost Estimation Using Clustering and Ranking Scheme
Software Cost Estimation Using Clustering and Ranking SchemeEditor IJMTER
 
Cukic Promise08 V3
Cukic Promise08 V3Cukic Promise08 V3
Cukic Promise08 V3gregoryg
 
Web Engineering - Web Effort Estimation
Web Engineering - Web Effort EstimationWeb Engineering - Web Effort Estimation
Web Engineering - Web Effort EstimationNosheen Qamar
 
21UCAE52 Software Project Management.ppt
21UCAE52 Software Project Management.ppt21UCAE52 Software Project Management.ppt
21UCAE52 Software Project Management.pptssuser7f90ae
 
Bulk ieee projects 2012 2013
Bulk ieee projects 2012 2013Bulk ieee projects 2012 2013
Bulk ieee projects 2012 2013SBGC
 
COMPARATIVE STUDY OF SOFTWARE ESTIMATION TECHNIQUES
COMPARATIVE STUDY OF SOFTWARE ESTIMATION TECHNIQUES COMPARATIVE STUDY OF SOFTWARE ESTIMATION TECHNIQUES
COMPARATIVE STUDY OF SOFTWARE ESTIMATION TECHNIQUES ijseajournal
 
How Should We Estimate Agile Software Development Projects and What Data Do W...
How Should We Estimate Agile Software Development Projects and What Data Do W...How Should We Estimate Agile Software Development Projects and What Data Do W...
How Should We Estimate Agile Software Development Projects and What Data Do W...Glen Alleman
 
laptop price prediction presentation
laptop price prediction presentationlaptop price prediction presentation
laptop price prediction presentationNeerajNishad4
 
Proceedings of the 2015 Industrial and Systems Engineering Res.docx
Proceedings of the 2015 Industrial and Systems Engineering Res.docxProceedings of the 2015 Industrial and Systems Engineering Res.docx
Proceedings of the 2015 Industrial and Systems Engineering Res.docxwkyra78
 

Ähnlich wie 21st Century Effort Estimation Methodology (20)

A Hybrid Approach to Expert and Model Based Effort Estimation
A Hybrid Approach to Expert and Model Based Effort Estimation A Hybrid Approach to Expert and Model Based Effort Estimation
A Hybrid Approach to Expert and Model Based Effort Estimation
 
A new model for software costestimation
A new model for software costestimationA new model for software costestimation
A new model for software costestimation
 
A NEW MODEL FOR SOFTWARE COSTESTIMATION USING HARMONY SEARCH
A NEW MODEL FOR SOFTWARE COSTESTIMATION USING HARMONY SEARCHA NEW MODEL FOR SOFTWARE COSTESTIMATION USING HARMONY SEARCH
A NEW MODEL FOR SOFTWARE COSTESTIMATION USING HARMONY SEARCH
 
PM3 ARTICALS
PM3 ARTICALSPM3 ARTICALS
PM3 ARTICALS
 
Comparison of available Methods to Estimate Effort, Performance and Cost with...
Comparison of available Methods to Estimate Effort, Performance and Cost with...Comparison of available Methods to Estimate Effort, Performance and Cost with...
Comparison of available Methods to Estimate Effort, Performance and Cost with...
 
ONE HIDDEN LAYER ANFIS MODEL FOR OOS DEVELOPMENT EFFORT ESTIMATION
ONE HIDDEN LAYER ANFIS MODEL FOR OOS DEVELOPMENT EFFORT ESTIMATIONONE HIDDEN LAYER ANFIS MODEL FOR OOS DEVELOPMENT EFFORT ESTIMATION
ONE HIDDEN LAYER ANFIS MODEL FOR OOS DEVELOPMENT EFFORT ESTIMATION
 
Abstract.doc
Abstract.docAbstract.doc
Abstract.doc
 
Lecture5
Lecture5Lecture5
Lecture5
 
Software Cost Estimation Using Clustering and Ranking Scheme
Software Cost Estimation Using Clustering and Ranking SchemeSoftware Cost Estimation Using Clustering and Ranking Scheme
Software Cost Estimation Using Clustering and Ranking Scheme
 
Cukic Promise08 V3
Cukic Promise08 V3Cukic Promise08 V3
Cukic Promise08 V3
 
Web Engineering - Web Effort Estimation
Web Engineering - Web Effort EstimationWeb Engineering - Web Effort Estimation
Web Engineering - Web Effort Estimation
 
Unit 5
Unit 5Unit 5
Unit 5
 
21UCAE52 Software Project Management.ppt
21UCAE52 Software Project Management.ppt21UCAE52 Software Project Management.ppt
21UCAE52 Software Project Management.ppt
 
Bulk ieee projects 2012 2013
Bulk ieee projects 2012 2013Bulk ieee projects 2012 2013
Bulk ieee projects 2012 2013
 
COMPARATIVE STUDY OF SOFTWARE ESTIMATION TECHNIQUES
COMPARATIVE STUDY OF SOFTWARE ESTIMATION TECHNIQUES COMPARATIVE STUDY OF SOFTWARE ESTIMATION TECHNIQUES
COMPARATIVE STUDY OF SOFTWARE ESTIMATION TECHNIQUES
 
Slides chapter 15
Slides chapter 15Slides chapter 15
Slides chapter 15
 
How Should We Estimate Agile Software Development Projects and What Data Do W...
How Should We Estimate Agile Software Development Projects and What Data Do W...How Should We Estimate Agile Software Development Projects and What Data Do W...
How Should We Estimate Agile Software Development Projects and What Data Do W...
 
Thesis
ThesisThesis
Thesis
 
laptop price prediction presentation
laptop price prediction presentationlaptop price prediction presentation
laptop price prediction presentation
 
Proceedings of the 2015 Industrial and Systems Engineering Res.docx
Proceedings of the 2015 Industrial and Systems Engineering Res.docxProceedings of the 2015 Industrial and Systems Engineering Res.docx
Proceedings of the 2015 Industrial and Systems Engineering Res.docx
 

Mehr von CS, NcState

Talks2015 novdec
Talks2015 novdecTalks2015 novdec
Talks2015 novdecCS, NcState
 
GALE: Geometric active learning for Search-Based Software Engineering
GALE: Geometric active learning for Search-Based Software EngineeringGALE: Geometric active learning for Search-Based Software Engineering
GALE: Geometric active learning for Search-Based Software EngineeringCS, NcState
 
Big Data: the weakest link
Big Data: the weakest linkBig Data: the weakest link
Big Data: the weakest linkCS, NcState
 
Three Laws of Trusted Data Sharing: (Building a Better Business Case for Dat...
Three Laws of Trusted Data Sharing: (Building a Better Business Case for Dat...Three Laws of Trusted Data Sharing: (Building a Better Business Case for Dat...
Three Laws of Trusted Data Sharing: (Building a Better Business Case for Dat...CS, NcState
 
Lexisnexis june9
Lexisnexis june9Lexisnexis june9
Lexisnexis june9CS, NcState
 
Welcome to ICSE NIER’15 (new ideas and emerging results).
Welcome to ICSE NIER’15 (new ideas and emerging results).Welcome to ICSE NIER’15 (new ideas and emerging results).
Welcome to ICSE NIER’15 (new ideas and emerging results).CS, NcState
 
Icse15 Tech-briefing Data Science
Icse15 Tech-briefing Data ScienceIcse15 Tech-briefing Data Science
Icse15 Tech-briefing Data ScienceCS, NcState
 
Kits to Find the Bits that Fits
Kits to Find the Bits that Fits Kits to Find the Bits that Fits
Kits to Find the Bits that Fits CS, NcState
 
Ai4se lab template
Ai4se lab templateAi4se lab template
Ai4se lab templateCS, NcState
 
Automated Software Enging, Fall 2015, NCSU
Automated Software Enging, Fall 2015, NCSUAutomated Software Enging, Fall 2015, NCSU
Automated Software Enging, Fall 2015, NCSUCS, NcState
 
Requirements Engineering
Requirements EngineeringRequirements Engineering
Requirements EngineeringCS, NcState
 
172529main ken and_tim_software_assurance_research_at_west_virginia
172529main ken and_tim_software_assurance_research_at_west_virginia172529main ken and_tim_software_assurance_research_at_west_virginia
172529main ken and_tim_software_assurance_research_at_west_virginiaCS, NcState
 
Automated Software Engineering
Automated Software EngineeringAutomated Software Engineering
Automated Software EngineeringCS, NcState
 
Next Generation “Treatment Learning” (finding the diamonds in the dust)
Next Generation “Treatment Learning” (finding the diamonds in the dust)Next Generation “Treatment Learning” (finding the diamonds in the dust)
Next Generation “Treatment Learning” (finding the diamonds in the dust)CS, NcState
 
Tim Menzies, directions in Data Science
Tim Menzies, directions in Data ScienceTim Menzies, directions in Data Science
Tim Menzies, directions in Data ScienceCS, NcState
 
Dagstuhl14 intro-v1
Dagstuhl14 intro-v1Dagstuhl14 intro-v1
Dagstuhl14 intro-v1CS, NcState
 
The Art and Science of Analyzing Software Data
The Art and Science of Analyzing Software DataThe Art and Science of Analyzing Software Data
The Art and Science of Analyzing Software DataCS, NcState
 

Mehr von CS, NcState (20)

Talks2015 novdec
Talks2015 novdecTalks2015 novdec
Talks2015 novdec
 
Future se oct15
Future se oct15Future se oct15
Future se oct15
 
GALE: Geometric active learning for Search-Based Software Engineering
GALE: Geometric active learning for Search-Based Software EngineeringGALE: Geometric active learning for Search-Based Software Engineering
GALE: Geometric active learning for Search-Based Software Engineering
 
Big Data: the weakest link
Big Data: the weakest linkBig Data: the weakest link
Big Data: the weakest link
 
Three Laws of Trusted Data Sharing: (Building a Better Business Case for Dat...
Three Laws of Trusted Data Sharing: (Building a Better Business Case for Dat...Three Laws of Trusted Data Sharing: (Building a Better Business Case for Dat...
Three Laws of Trusted Data Sharing: (Building a Better Business Case for Dat...
 
Lexisnexis june9
Lexisnexis june9Lexisnexis june9
Lexisnexis june9
 
Welcome to ICSE NIER’15 (new ideas and emerging results).
Welcome to ICSE NIER’15 (new ideas and emerging results).Welcome to ICSE NIER’15 (new ideas and emerging results).
Welcome to ICSE NIER’15 (new ideas and emerging results).
 
Icse15 Tech-briefing Data Science
Icse15 Tech-briefing Data ScienceIcse15 Tech-briefing Data Science
Icse15 Tech-briefing Data Science
 
Kits to Find the Bits that Fits
Kits to Find the Bits that Fits Kits to Find the Bits that Fits
Kits to Find the Bits that Fits
 
Ai4se lab template
Ai4se lab templateAi4se lab template
Ai4se lab template
 
Automated Software Enging, Fall 2015, NCSU
Automated Software Enging, Fall 2015, NCSUAutomated Software Enging, Fall 2015, NCSU
Automated Software Enging, Fall 2015, NCSU
 
Requirements Engineering
Requirements EngineeringRequirements Engineering
Requirements Engineering
 
172529main ken and_tim_software_assurance_research_at_west_virginia
172529main ken and_tim_software_assurance_research_at_west_virginia172529main ken and_tim_software_assurance_research_at_west_virginia
172529main ken and_tim_software_assurance_research_at_west_virginia
 
Automated Software Engineering
Automated Software EngineeringAutomated Software Engineering
Automated Software Engineering
 
Next Generation “Treatment Learning” (finding the diamonds in the dust)
Next Generation “Treatment Learning” (finding the diamonds in the dust)Next Generation “Treatment Learning” (finding the diamonds in the dust)
Next Generation “Treatment Learning” (finding the diamonds in the dust)
 
Tim Menzies, directions in Data Science
Tim Menzies, directions in Data ScienceTim Menzies, directions in Data Science
Tim Menzies, directions in Data Science
 
Goldrush
GoldrushGoldrush
Goldrush
 
Dagstuhl14 intro-v1
Dagstuhl14 intro-v1Dagstuhl14 intro-v1
Dagstuhl14 intro-v1
 
Know thy tools
Know thy toolsKnow thy tools
Know thy tools
 
The Art and Science of Analyzing Software Data
The Art and Science of Analyzing Software DataThe Art and Science of Analyzing Software Data
The Art and Science of Analyzing Software Data
 

Kürzlich hochgeladen

WhatsApp 📞 Call : 9892124323 ✅Call Girls In Chembur ( Mumbai ) secure service
WhatsApp 📞 Call : 9892124323 ✅Call Girls In Chembur ( Mumbai ) secure serviceWhatsApp 📞 Call : 9892124323 ✅Call Girls In Chembur ( Mumbai ) secure service
WhatsApp 📞 Call : 9892124323 ✅Call Girls In Chembur ( Mumbai ) secure servicePooja Nehwal
 
Call Girls Service Nagpur Maya Call 7001035870 Meet With Nagpur Escorts
Call Girls Service Nagpur Maya Call 7001035870 Meet With Nagpur EscortsCall Girls Service Nagpur Maya Call 7001035870 Meet With Nagpur Escorts
Call Girls Service Nagpur Maya Call 7001035870 Meet With Nagpur Escortsranjana rawat
 
Pooja 9892124323 : Call Girl in Juhu Escorts Service Free Home Delivery
Pooja 9892124323 : Call Girl in Juhu Escorts Service Free Home DeliveryPooja 9892124323 : Call Girl in Juhu Escorts Service Free Home Delivery
Pooja 9892124323 : Call Girl in Juhu Escorts Service Free Home DeliveryPooja Nehwal
 
The Economic History of the U.S. Lecture 30.pdf
The Economic History of the U.S. Lecture 30.pdfThe Economic History of the U.S. Lecture 30.pdf
The Economic History of the U.S. Lecture 30.pdfGale Pooley
 
The Economic History of the U.S. Lecture 17.pdf
The Economic History of the U.S. Lecture 17.pdfThe Economic History of the U.S. Lecture 17.pdf
The Economic History of the U.S. Lecture 17.pdfGale Pooley
 
(ANIKA) Budhwar Peth Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANIKA) Budhwar Peth Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(ANIKA) Budhwar Peth Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANIKA) Budhwar Peth Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...ranjana rawat
 
Top Rated Pune Call Girls Viman Nagar ⟟ 6297143586 ⟟ Call Me For Genuine Sex...
Top Rated Pune Call Girls Viman Nagar ⟟ 6297143586 ⟟ Call Me For Genuine Sex...Top Rated Pune Call Girls Viman Nagar ⟟ 6297143586 ⟟ Call Me For Genuine Sex...
Top Rated Pune Call Girls Viman Nagar ⟟ 6297143586 ⟟ Call Me For Genuine Sex...Call Girls in Nagpur High Profile
 
(DIYA) Bhumkar Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(DIYA) Bhumkar Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(DIYA) Bhumkar Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(DIYA) Bhumkar Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...ranjana rawat
 
Booking open Available Pune Call Girls Shivane 6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Shivane 6297143586 Call Hot Indian Gi...Booking open Available Pune Call Girls Shivane 6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Shivane 6297143586 Call Hot Indian Gi...Call Girls in Nagpur High Profile
 
06_Joeri Van Speybroek_Dell_MeetupDora&Cybersecurity.pdf
06_Joeri Van Speybroek_Dell_MeetupDora&Cybersecurity.pdf06_Joeri Van Speybroek_Dell_MeetupDora&Cybersecurity.pdf
06_Joeri Van Speybroek_Dell_MeetupDora&Cybersecurity.pdfFinTech Belgium
 
Log your LOA pain with Pension Lab's brilliant campaign
Log your LOA pain with Pension Lab's brilliant campaignLog your LOA pain with Pension Lab's brilliant campaign
Log your LOA pain with Pension Lab's brilliant campaignHenry Tapper
 
VIP Call Girls Service Dilsukhnagar Hyderabad Call +91-8250192130
VIP Call Girls Service Dilsukhnagar Hyderabad Call +91-8250192130VIP Call Girls Service Dilsukhnagar Hyderabad Call +91-8250192130
VIP Call Girls Service Dilsukhnagar Hyderabad Call +91-8250192130Suhani Kapoor
 
00_Main ppt_MeetupDORA&CyberSecurity.pptx
00_Main ppt_MeetupDORA&CyberSecurity.pptx00_Main ppt_MeetupDORA&CyberSecurity.pptx
00_Main ppt_MeetupDORA&CyberSecurity.pptxFinTech Belgium
 
Call Girls Koregaon Park Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Koregaon Park Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Koregaon Park Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Koregaon Park Call Me 7737669865 Budget Friendly No Advance Bookingroncy bisnoi
 
High Class Call Girls Nagpur Grishma Call 7001035870 Meet With Nagpur Escorts
High Class Call Girls Nagpur Grishma Call 7001035870 Meet With Nagpur EscortsHigh Class Call Girls Nagpur Grishma Call 7001035870 Meet With Nagpur Escorts
High Class Call Girls Nagpur Grishma Call 7001035870 Meet With Nagpur Escortsranjana rawat
 
Instant Issue Debit Cards - High School Spirit
Instant Issue Debit Cards - High School SpiritInstant Issue Debit Cards - High School Spirit
Instant Issue Debit Cards - High School Spiritegoetzinger
 
03_Emmanuel Ndiaye_Degroof Petercam.pptx
03_Emmanuel Ndiaye_Degroof Petercam.pptx03_Emmanuel Ndiaye_Degroof Petercam.pptx
03_Emmanuel Ndiaye_Degroof Petercam.pptxFinTech Belgium
 
The Economic History of the U.S. Lecture 19.pdf
The Economic History of the U.S. Lecture 19.pdfThe Economic History of the U.S. Lecture 19.pdf
The Economic History of the U.S. Lecture 19.pdfGale Pooley
 
Best VIP Call Girls Noida Sector 18 Call Me: 8448380779
Best VIP Call Girls Noida Sector 18 Call Me: 8448380779Best VIP Call Girls Noida Sector 18 Call Me: 8448380779
Best VIP Call Girls Noida Sector 18 Call Me: 8448380779Delhi Call girls
 

Kürzlich hochgeladen (20)

WhatsApp 📞 Call : 9892124323 ✅Call Girls In Chembur ( Mumbai ) secure service
WhatsApp 📞 Call : 9892124323 ✅Call Girls In Chembur ( Mumbai ) secure serviceWhatsApp 📞 Call : 9892124323 ✅Call Girls In Chembur ( Mumbai ) secure service
WhatsApp 📞 Call : 9892124323 ✅Call Girls In Chembur ( Mumbai ) secure service
 
Call Girls Service Nagpur Maya Call 7001035870 Meet With Nagpur Escorts
Call Girls Service Nagpur Maya Call 7001035870 Meet With Nagpur EscortsCall Girls Service Nagpur Maya Call 7001035870 Meet With Nagpur Escorts
Call Girls Service Nagpur Maya Call 7001035870 Meet With Nagpur Escorts
 
Pooja 9892124323 : Call Girl in Juhu Escorts Service Free Home Delivery
Pooja 9892124323 : Call Girl in Juhu Escorts Service Free Home DeliveryPooja 9892124323 : Call Girl in Juhu Escorts Service Free Home Delivery
Pooja 9892124323 : Call Girl in Juhu Escorts Service Free Home Delivery
 
Commercial Bank Economic Capsule - April 2024
Commercial Bank Economic Capsule - April 2024Commercial Bank Economic Capsule - April 2024
Commercial Bank Economic Capsule - April 2024
 
The Economic History of the U.S. Lecture 30.pdf
The Economic History of the U.S. Lecture 30.pdfThe Economic History of the U.S. Lecture 30.pdf
The Economic History of the U.S. Lecture 30.pdf
 
The Economic History of the U.S. Lecture 17.pdf
The Economic History of the U.S. Lecture 17.pdfThe Economic History of the U.S. Lecture 17.pdf
The Economic History of the U.S. Lecture 17.pdf
 
(ANIKA) Budhwar Peth Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANIKA) Budhwar Peth Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(ANIKA) Budhwar Peth Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANIKA) Budhwar Peth Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
 
Top Rated Pune Call Girls Viman Nagar ⟟ 6297143586 ⟟ Call Me For Genuine Sex...
Top Rated Pune Call Girls Viman Nagar ⟟ 6297143586 ⟟ Call Me For Genuine Sex...Top Rated Pune Call Girls Viman Nagar ⟟ 6297143586 ⟟ Call Me For Genuine Sex...
Top Rated Pune Call Girls Viman Nagar ⟟ 6297143586 ⟟ Call Me For Genuine Sex...
 
(DIYA) Bhumkar Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(DIYA) Bhumkar Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(DIYA) Bhumkar Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(DIYA) Bhumkar Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
 
Booking open Available Pune Call Girls Shivane 6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Shivane 6297143586 Call Hot Indian Gi...Booking open Available Pune Call Girls Shivane 6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Shivane 6297143586 Call Hot Indian Gi...
 
06_Joeri Van Speybroek_Dell_MeetupDora&Cybersecurity.pdf
06_Joeri Van Speybroek_Dell_MeetupDora&Cybersecurity.pdf06_Joeri Van Speybroek_Dell_MeetupDora&Cybersecurity.pdf
06_Joeri Van Speybroek_Dell_MeetupDora&Cybersecurity.pdf
 
Log your LOA pain with Pension Lab's brilliant campaign
Log your LOA pain with Pension Lab's brilliant campaignLog your LOA pain with Pension Lab's brilliant campaign
Log your LOA pain with Pension Lab's brilliant campaign
 
VIP Call Girls Service Dilsukhnagar Hyderabad Call +91-8250192130
VIP Call Girls Service Dilsukhnagar Hyderabad Call +91-8250192130VIP Call Girls Service Dilsukhnagar Hyderabad Call +91-8250192130
VIP Call Girls Service Dilsukhnagar Hyderabad Call +91-8250192130
 
00_Main ppt_MeetupDORA&CyberSecurity.pptx
00_Main ppt_MeetupDORA&CyberSecurity.pptx00_Main ppt_MeetupDORA&CyberSecurity.pptx
00_Main ppt_MeetupDORA&CyberSecurity.pptx
 
Call Girls Koregaon Park Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Koregaon Park Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Koregaon Park Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Koregaon Park Call Me 7737669865 Budget Friendly No Advance Booking
 
High Class Call Girls Nagpur Grishma Call 7001035870 Meet With Nagpur Escorts
High Class Call Girls Nagpur Grishma Call 7001035870 Meet With Nagpur EscortsHigh Class Call Girls Nagpur Grishma Call 7001035870 Meet With Nagpur Escorts
High Class Call Girls Nagpur Grishma Call 7001035870 Meet With Nagpur Escorts
 
Instant Issue Debit Cards - High School Spirit
Instant Issue Debit Cards - High School SpiritInstant Issue Debit Cards - High School Spirit
Instant Issue Debit Cards - High School Spirit
 
03_Emmanuel Ndiaye_Degroof Petercam.pptx
03_Emmanuel Ndiaye_Degroof Petercam.pptx03_Emmanuel Ndiaye_Degroof Petercam.pptx
03_Emmanuel Ndiaye_Degroof Petercam.pptx
 
The Economic History of the U.S. Lecture 19.pdf
The Economic History of the U.S. Lecture 19.pdfThe Economic History of the U.S. Lecture 19.pdf
The Economic History of the U.S. Lecture 19.pdf
 
Best VIP Call Girls Noida Sector 18 Call Me: 8448380779
Best VIP Call Girls Noida Sector 18 Call Me: 8448380779Best VIP Call Girls Noida Sector 18 Call Me: 8448380779
Best VIP Call Girls Noida Sector 18 Call Me: 8448380779
 

21st Century Effort Estimation Methodology

  • 1. “ 2cee” A 2 1 st C entury E ffort E stimation Methodology Tim Menzies Dan Baker [email_address] [email_address] Jairus Hihn Karen Lum [email_address] [email_address] 22nd International Forum on COCOMO and Systems/Software Cost Modeling (2007)
  • 2.
  • 3.
  • 4. Some Things We Learned Along the Way
  • 5.
  • 6.
  • 7.
  • 8.
  • 9.
  • 10.
  • 11. Load Historical Data Use Predefined COCOMO Coefficients Bootstrapped Local Calibration Full Local Calibration Nearest Neighbour Local Calibration Optionally Use Manual Or Automatic Feature Selection Optionally Use Manual Stratification 2CEE Define Project Ranges Monte Carlo Project Instances Produce Range of COCOMO Estimates
  • 12. 2CEE Steps Define Model Calibration Evaluate with Cross Validation Define Project Ranges Monte Carlo Estimates
  • 13.  
  • 14.
  • 15.  
  • 16. Karen will be available at the tool fair Stop in and take a look under the hood
  • 17. Bibliography Current Research Publications Selecting Best Practices for Effort Estimation, IEEE Transactions On Software Engineering , Nov 2006. (Menzies, Chen, Hihn, Lum) Evidence-Based Cost Estimation for Better-Quality Software, IEEE Software , July/August 2006. (Menzies and Hihn ) Studies in Software Cost Model Behavior:Do We Really Understand Cost Model Performance?, Proceedings of the ISPA International Conference 2006 , Seattle, WA. (Lum, Hihn, Menzies) (Best Paper Award) Simple Software Cost Analysis: Safe or Unsafe?, Proceedings of the International Workshop on Predictor Models in Software Engineering ( PROMISE 2005 ), St Louis, MS, 14 June 2005. (Menzies, Port, Hihn , Chen) Feature Subset Selection Improves Software Cost Estimation. ( PROMISE 2005 ), St Louis, MS, 14 June 2005. (Chen, Menzies, Port, Boehm) Validation methods for calibrating software effort models, ICSE 2005 Proceedings , May 2005, St Louis, MS. May 2005. (Menzies, Port, Hihn, Chen) Specialization and Extrapolation of Software Cost Models, Proceeding in Automation in Software Engineering Conference , Nov 2005. (Menzies, Chen, Port, Hihn) Finding the Right Data for Software Cost Modeling, IEEE Software , Nov/Dec 2005. (Chen, Menzies, Port, Boehm)
  • 18.