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Handling of Categorical Data in Software Development Effort Estimation: A Systematic Mapping Study

https://doi.org/10.15439/2019f222

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1002/int.21748openalex-snapshot

Accuracy Comparison of Analogy-Based Software Development Effort Estimation Techniques

inferredcites →https://doi.org/10.1007/978-3-642-01347-8_20openalex-snapshot

Classification and Prediction of Software Cost through Fuzzy Decision Trees

inferredcites →https://doi.org/10.1007/978-3-642-48354-7_5openalex-snapshot

Software Engineering Economics

inferredcites →https://doi.org/10.1007/s10664-006-7552-4openalex-snapshot

A flexible method for software effort estimation by analogy

inferredcites →https://doi.org/10.1007/s10664-008-9104-6openalex-snapshot

A study of the non-linear adjustment for analogy based software cost estimation

inferredcites →https://doi.org/10.1007/s10664-009-9113-0openalex-snapshot

Fuzzy grey relational analysis for software effort estimation

inferredcites →https://doi.org/10.1007/s10664-010-9128-6openalex-snapshot

LSEbA: least squares regression and estimation by analogy in a semi-parametric model for software cost estimation

inferredcites →https://doi.org/10.1007/s11219-012-9183-xopenalex-snapshot

A PSO-based model to increase the accuracy of software development effort estimation

inferredcites →https://doi.org/10.1016/0950-5849(95)01045-9openalex-snapshot

Expert judgement as an estimating method

inferredcites →https://doi.org/10.1016/j.ejor.2007.07.002openalex-snapshot

Integration of the grey relational analysis with genetic algorithm for software effort estimation

inferredcites →https://doi.org/10.1016/j.eswa.2009.02.013openalex-snapshot

Improved estimation of software project effort using multiple additive regression trees

inferredcites →https://doi.org/10.1016/j.infsof.2004.05.001openalex-snapshot

Software productivity and effort prediction with ordinal regression

inferredcites →https://doi.org/10.1016/j.infsof.2007.06.004openalex-snapshot

Combining probabilistic models for explanatory productivity estimation

inferredcites →https://doi.org/10.1016/j.infsof.2008.09.004openalex-snapshot

Handling imprecision and uncertainty in software development effort prediction: A type-2 fuzzy logic based framework

inferredcites →https://doi.org/10.1016/j.infsof.2008.09.009openalex-snapshot

Systematic literature reviews in software engineering – A systematic literature review

inferredcites →https://doi.org/10.1016/j.infsof.2011.09.002openalex-snapshot

Systematic literature review of machine learning based software development effort estimation models

inferredcites →https://doi.org/10.1016/j.infsof.2014.07.013openalex-snapshot

Analogy-based software development effort estimation: A systematic mapping and review

inferredcites →https://doi.org/10.1016/j.jss.2007.05.011openalex-snapshot

An investigation of artificial neural networks based prediction systems in software project management

inferredcites →https://doi.org/10.1016/j.jss.2007.12.793openalex-snapshot

Software development cost estimation using wavelet neural networks

inferredcites →https://doi.org/10.1016/j.jss.2015.01.028openalex-snapshot

An empirical evaluation of ensemble adjustment methods for analogy-based effort estimation

inferredcites →https://doi.org/10.1016/j.jss.2016.05.016openalex-snapshot

Systematic literature review of ensemble effort estimation

inferredcites →https://doi.org/10.1109/32.637387openalex-snapshot

Estimating software project effort using analogies

inferredcites →https://doi.org/10.1109/access.2019.2891878openalex-snapshot

Categorical Variable Segmentation Model for Software Development Effort Estimation

inferredcites →https://doi.org/10.1109/apsec.2014.46openalex-snapshot

Improving Fuzzy Analogy Based Software Development Effort Estimation

inferredcites →https://doi.org/10.1109/cit.2011.48openalex-snapshot

Model Tree Based Adaption Strategy for Software Effort Estimation by Analogy

inferredcites →https://doi.org/10.1109/csae.2012.6273028openalex-snapshot

Similarity measurement for data with high-dimensional and mixed feature values through fuzzy clustering

inferredcites →https://doi.org/10.1109/icccas.2002.1178979openalex-snapshot

Software project effort estimation using genetic programming

inferredcites →https://doi.org/10.1109/icwe.2008.16openalex-snapshot

The Use of Bayesian Networks for Web Effort Estimation: Further Investigation

inferredcites →https://doi.org/10.1109/metric.2001.915511openalex-snapshot

Building a software cost estimation model based on categorical data

inferredcites →https://doi.org/10.1109/metric.2001.915512openalex-snapshot

Using public domain metrics to estimate software development effort

inferredcites →https://doi.org/10.1109/sera.2011.45openalex-snapshot

Quantifying the Impact of Different Non-functional Requirements and Problem Domains on Software Effort Estimation

inferredcites →https://doi.org/10.1109/tse.2008.34openalex-snapshot

Analogy-X: Providing Statistical Inference to Analogy-Based Software Cost Estimation

inferredcites →https://doi.org/10.1145/1540438.1540450openalex-snapshot

Software effort estimation based on weighted fuzzy grey relational analysis

inferredcites →https://doi.org/10.1145/2020390.2020396openalex-snapshot

Software effort estimation based on optimized model tree

inferredcites →https://doi.org/10.1145/2372251.2372267openalex-snapshot

Handling categorical variables in effort estimation

inferredcites →https://doi.org/10.1145/302405.302647openalex-snapshot

An assessment and comparison of common software cost estimation modeling techniques

inferredcites →https://doi.org/10.1145/3143434.3143456openalex-snapshot

Investigating heterogeneous ensembles with filter feature selection for software effort estimation

inferredcites →https://doi.org/10.14236/ewic/ease2010.4openalex-snapshot

The value of mapping studies – A participant-observer case study

inferredcites →https://doi.org/10.5121/ijcses.2013.4101openalex-snapshot

Dataset Quality Assessment: An extension for analogy based effort estimation

inferredcites →https://doi.org/10.5220/0005822701320139openalex-snapshot

Systematic Mapping Study of Ensemble Effort Estimation

inferredcites →https://doi.org/10.6688/jise.2006.22.2.5openalex-snapshot

Fuzzy Decision Tree Approach for Embedding Risk Assessment Information into Software Cost Estimation Model

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.2139/ssrn.4902731openalex-extracted

Predicting Software Effort Estimation Using the Stacked Ensemble Machine Learning Approach

inferred← citeshttps://doi.org/10.1002/smr.2756openalex-snapshot

Neural Networks‐Based Software Development Effort Estimation: A Systematic Literature Review

inferred← citeshttps://doi.org/10.1007/978-3-032-17915-9_11openalex-snapshot

A Quality-Centric Mapping Study of Machine Learning Classification Techniques in Cardiology: Key Trends, Datasets, and Performance Improvements

inferred← citeshttps://doi.org/10.1007/s10951-025-00857-wopenalex-snapshot

Machine learning in project schedule creation: a systematic literature review

inferred← citeshttps://doi.org/10.20965/jaciii.2026.p1417openalex-snapshot

Size Classification for Software Maintenance Projects Through a Simplified Minimalist Machine Learning Algorithm

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