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An Optimized LSTM Neural Network for Accurate Estimation of Software Development Effort

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1 of the 37 references listed on this page is in the Retraction Watch database as retracted (export 2026-11-11): 10.1155/2022/8743694 (notice 2023-12-20).

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What this work says

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

inferredcites →https://doi.org/10.1007/978-3-030-25943-3_5openalex-snapshot
Introduction to Matplotlib
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Software Engineering Economics
inferredcites →https://doi.org/10.1007/s11334-020-00379-yopenalex-snapshot
A pragmatic ensemble learning approach for effective software effort estimation
inferredcites →https://doi.org/10.1007/s41066-021-00288-wopenalex-snapshot
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Automatic Feature Engineering for Learning Compact Decision Trees
inferredcites →https://doi.org/10.1016/j.infsof.2022.107088openalex-snapshot
An optimized case-based software project effort estimation using genetic algorithm
inferredcites →https://doi.org/10.1016/j.procs.2019.01.042openalex-snapshot
Investigating the use of random forest in software effort estimation
inferredcites →https://doi.org/10.1038/s41598-020-79127-yopenalex-snapshot
Comparing feedforward and recurrent neural network architectures with human behavior in artificial grammar learning
inferredcites →https://doi.org/10.1049/pbte098e_ch7openalex-snapshot
How to develop your network with Python and Keras
inferredcites →https://doi.org/10.1051/matecconf/201823201024openalex-snapshot
An improved long short-term memory neural network for stock forecast
inferredcites →https://doi.org/10.1088/1742-6596/1646/1/012070openalex-snapshot
An Improved Random Forest Algorithm
inferredcites →https://doi.org/10.1088/1757-899x/477/1/012046openalex-snapshot
Optimal solution of the Guarini puzzle extension using tripartite graphs
inferredcites →https://doi.org/10.1088/1757-899x/57/1/012011openalex-snapshot
Artificial neural networks in predicting current in electric arc furnaces
inferredcites →https://doi.org/10.1109/cec.2006.1688341openalex-snapshot
Particle Swarm Optimization Considering the Concept of Predator-Prey Behavior
inferredcites →https://doi.org/10.1109/tse.1983.235271openalex-snapshot
Software Function, Source Lines of Code, and Development Effort Prediction: A Software Science Validation
inferredcites →https://doi.org/10.1145/3447818.3460376openalex-snapshot
A performance portability framework for Python
inferredcites →https://doi.org/10.1155/2022/8743694openalex-snapshot
Optimized LSTM Networks with Improved PSO for the Teaching Quality Evaluation Model of Physical Education
inferredcites →https://doi.org/10.14569/ijacsa.2021.0120685openalex-snapshot
Software Project Estimation with Machine Learning
inferredcites →https://doi.org/10.14710/jtsiskom.7.4.2019.121-126openalex-snapshot
Parameter tuning in KNN for software defect prediction: an empirical analysis
inferredcites →https://doi.org/10.18100/ijamec.1232090openalex-snapshot
A Manhattan distance based hybrid recommendation system
inferredcites →https://doi.org/10.2139/ssrn.3565822openalex-snapshot
Comparative Analysis on Prediction of Software Effort Estimation Using Machine Learning Techniques
inferredcites →https://doi.org/10.2214/ajr.18.20224openalex-snapshot
Peering Into the Black Box of Artificial Intelligence: Evaluation Metrics of Machine Learning Methods
inferredcites →https://doi.org/10.26438/ijcse/v6i10.7478openalex-snapshot
Study and Analysis of Decision Tree Based Classification Algorithms
inferredcites →https://doi.org/10.2991/fmsmt-17.2017.87openalex-snapshot
Traffic Flow Forecasting Method based on Gradient Boosting Decision Tree
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Tourism Demand Forecasting Based on an LSTM Network and Its Variants
inferredcites →https://doi.org/10.3390/math11051239openalex-snapshot
The Hybrid of Multilayer Perceptrons: A New Geostatistical Tool to Generate High-Resolution Climate Maps in Developing Countries
inferredcites →https://doi.org/10.3390/math11061381openalex-snapshot
Machine Learning Techniques Applied to the Harmonic Analysis of Railway Power Supply
inferredcites →https://doi.org/10.3390/math11061477openalex-snapshot
Effort and Cost Estimation Using Decision Tree Techniques and Story Points in Agile Software Development
inferredcites →https://doi.org/10.3390/math9232991openalex-snapshot
On the Use of Gradient Boosting Methods to Improve the Estimation with Data Obtained with Self-Selection Procedures
inferredcites →https://doi.org/10.3390/s21041537openalex-snapshot
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inferredcites →https://doi.org/10.3390/su15075882openalex-snapshot
E-Commerce Enterprises Financial Risk Prediction Based on FA-PSO-LSTM Neural Network Deep Learning Model
inferredcites →https://doi.org/10.3837/tiis.2023.05.003openalex-snapshot
Using Standard Deviation with Analogy-Based Estimation for Improved Software Effort Prediction
inferredcites →https://doi.org/10.5121/ijdkp.2015.5201openalex-snapshot
A Review on Evaluation Metrics for Data Classification Evaluations
inferredcites →https://doi.org/10.5220/0010898900003116openalex-snapshot
Usage of Stacked Long Short-Term Memory for Recognition of 3D Analytic Geometry Elements
inferredcites →https://doi.org/10.5281/zenodo.3554595openalex-snapshot
Random Forests for Evaluating Pedagogy and Informing Personalized Learning
inferredcites →https://doi.org/10.7717/peerj-cs.1304openalex-snapshot
The prediction of collective Economic development based on the PSO-LSTM model in smart agriculture

What points at this work

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

inferred← citeshttps://doi.org/10.1002/smr.70158openalex-snapshot
Artificial Intelligence Techniques to Enhance Cost, Effort, and Schedule Estimates in Software Development Projects: A Systematic Literature Review
inferred← citeshttps://doi.org/10.1007/978-981-96-7131-1_40openalex-snapshot
Hybrid Models for Agile Software Effort Estimation: Integrating LSTM, Ensemble Learning, and Genetic Algorithms
inferred← citeshttps://doi.org/10.1007/s11334-024-00581-2openalex-snapshot
SENSE: software effort estimation using novel stacking ensemble learning
inferred← citeshttps://doi.org/10.1007/s42979-024-03517-6openalex-snapshot
An Empirical Study on Small-Sized Datasets Based on Eubank’s Optimal Spacing Theorem
inferred← citeshttps://doi.org/10.1016/j.engappai.2025.113546openalex-snapshot
Software development effort prediction using a hybrid of LeNet and Shepard convolutional neural networks
inferred← citeshttps://doi.org/10.1016/j.scico.2026.103557openalex-snapshot
Retrieval-augmented large language models for automated story point estimation across agile projects
inferred← citeshttps://doi.org/10.1080/0013791x.2026.2692361openalex-snapshot
Hierarchical multi-scale dense-RNN with sparse attention model for effort and cost estimation of IT projects in agile methodologies
inferred← citeshttps://doi.org/10.1109/cictn64563.2025.10932574openalex-snapshot
A Comparative Analysis of Different Machine Learning Techniques Used in Software Effort Estimation
inferred← citeshttps://doi.org/10.1109/iceei68459.2025.11330847openalex-snapshot
A Lifelong Learning Algorithm in Software Effort Estimation
inferred← citeshttps://doi.org/10.1109/icstsn61422.2024.10671053openalex-snapshot
Optimized Convolutional Neural Network Model for Software Effort Estimation
inferred← citeshttps://doi.org/10.1117/12.3034766openalex-snapshot
Research on the mechanism and optimization strategy of deep learning algorithm based on CNTM model in digital governance
inferred← citeshttps://doi.org/10.23939/sisn2024.16.203openalex-snapshot
The Feasibility of Using Reccurent Neural Networks as a Tool for Improving the Scrum Sprint Planning Process
inferred← citeshttps://doi.org/10.3390/app14209252openalex-snapshot
Real-Time Video Processing for Measuring Zigzag Length of Pantograph–Catenary Systems Based on GPS Correlation
inferred← citeshttps://doi.org/10.3390/app142412022openalex-snapshot
Development of a Virtual Reality-Based Environment for Telerehabilitation
inferred← citeshttps://doi.org/10.3390/electronics13234843openalex-snapshot
Enhancing Software Effort Estimation with Pre-Trained Word Embeddings: A Small-Dataset Solution for Accurate Story Point Prediction
inferred← citeshttps://doi.org/10.3390/fractalfract9110702openalex-snapshot
Empirical Comparison of Neural Network Architectures for Prediction of Software Development Effort and Duration
inferred← citeshttps://doi.org/10.3390/math12060839openalex-snapshot
Power Factor Modelling and Prediction at the Hot Rolling Mills’ Power Supply Using Machine Learning Algorithms
inferred← citeshttps://doi.org/10.3390/math12193071openalex-snapshot
Hybrid Deep Neural Network Approaches for Power Quality Analysis in Electric Arc Furnaces
inferred← citeshttps://doi.org/10.3390/math13223692openalex-snapshot
Analysis of Operating Regimes and THD Forecasting in Steelmaking Plant Power Systems Using Advanced Neural Architectures
inferred← citeshttps://doi.org/10.3390/pr13010280openalex-snapshot
Agent Addition to Coal Slurry Water Using Data-Driven Intelligent Control
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