A Survey of Evolutionary Algorithms for Decision-Tree Induction

No abstract is available for this paper.

• Publication year

  2012

• Venue

  IEEE Transactions on Systems Man and Cybernetics Part C (Applications and Reviews)

• Publication date

  2012-05-01

• Fields of study

  Computer Science

• Identifiers
  DOI 10.1109/TSMCC.2011.2157494
• External record

  Open on Semantic Scholar

• Source metadata

  Semantic Scholar

• No claims are published for this paper.

• No concepts are published for this paper.

• Classification and regression trees

  2012influential reference
• Evolutionary model trees for handling continuous classes in machine learning

  2011cited by this paper
• Ensemble Methods in Data Mining: Improving Accuracy Through Combining Predictions

  2010cited by this paper
• A Survey on the Application of Genetic Programming to Classification

  2010influential reference
• Evolutionary model tree induction

  2010cited by this paper
• On the Importance of Comprehensible Classification Models for Protein Function Prediction

  2010cited by this paper
• An Evolutionary Algorithm for Global Induction of Regression Trees

  2010cited by this paper
• Evolving decision trees using oracle guides

  2009influential reference
• A Genetic Algorithm for Constructing Compact Binary Decision Trees

  2009cited by this paper
• Analysis of cardiac imaging data using decision tree based parallel genetic programming

  2009cited by this paper
• Lexicographic multi-objective evolutionary induction of decision trees

  2009influential reference
• Pruning Decision Tree Using Genetic Algorithms

  2009cited by this paper
• LEGAL-tree: a lexicographic multi-objective genetic algorithm for decision tree induction

  2009influential reference
• The Elements of Statistical Learning: Data Mining, Inference, and Prediction, Second Edition by Trevor Hastie, Robert Tibshirani, Jerome Friedman

  2009cited by this paper
• Inductive data mining based on genetic programming: Automatic generation of decision trees from data for process historical data analysis

  2009influential reference
• Study on Constructing Generalized Decision Tree by Using DNA Coding Genetic Algorithm

  2009influential reference
• Evolving model trees for mining data sets with continuous-valued classes

  2008influential reference
• Classification tree analysis using TARGET

  2008cited by this paper
• A Review of evolutionary Algorithms for Data Mining

  2008cited by this paper
• AN IMPROVED KNOWLEDGE-ACQUISITION STRATEGY BASED ON GENETIC PROGRAMMING

  2008cited by this paper
• A co-evolving decision tree classification method

  2008influential reference
• Evolutionary Decision Trees and Software Metrics for Module Defects Identification

  2008cited by this paper
• RNA Search Acceleration with Genetic Algorithm Generated Decision Trees

  2008cited by this paper
• Applying genetic programming technique in classification trees

  2007cited by this paper
• GPDTI: A Genetic Programming Decision Tree Induction method to find epistatic effects in common complex diseases

  2007cited by this paper
• Parameter Control in Practice

  2007cited by this paper
• A Multi-Objective Software Quality Classification Model Using Genetic Programming

  2007cited by this paper
• Genetic algorithms for the structural optimisation of learned polynomial expressions

  2007cited by this paper
• Soft Computing for Knowledge Discovery and Data Mining

  2007cited by this paper
• A multi-objective genetic programming approach to developing Pareto optimal decision trees

  2007influential reference
• A Hybrid Algorithm for Medical Diagnosis

  2007cited by this paper
• Evolutionary Induction of Decision Trees for Misclassification Cost Minimization

  2007influential reference
• Design of Decision Trees through Integration of C4.5 and GP

  2007cited by this paper
• Using genetic programming for the induction of oblique decision trees

  2007cited by this paper
• Simplifying Decision Trees Learned by Genetic Programming

  2006influential reference
• Diversification for better classification trees

  2006influential reference
• Evolutionary Algorithms for Solving Multi-Objective Problems (Genetic and Evolutionary Computation)

  2006cited by this paper
• Mixed Decision Trees: An Evolutionary Approach

  2006influential reference
• Lossless fitness inheritance in genetic algorithms for decision trees

  2006cited by this paper
• Genericity in Evolutionary Computation Software Tools: Principles and Case-study

  2006cited by this paper
• Modelling Expressive Performance: A Regression Tree Approach Based on Strongly Typed Genetic Programming

  2006cited by this paper
• Modelling expressive performance using consistent evolutionary regression trees

  2006cited by this paper
• Evolutionary Induction of Cost-Sensitive Decision Trees

  2006influential reference
• Measures of Geometrical Complexity in Classification Problems

  2006cited by this paper
• Introduction to Data Mining, (First Edition)

  2005cited by this paper
• Improving mining of medical data by outliers prediction

  2005cited by this paper
• Cost-sensitive classification with genetic programming

  2005influential reference
• Global Induction of Oblique Decision Trees: An Evolutionary Approach

  2005influential reference
• Regression Tree Analysis Using TARGET

  2005influential reference
• The elements of statistical learning: data mining, inference and prediction

  2005cited by this paper
• Top-down induction of decision trees classifiers - a survey

  2005cited by this paper
• Structural Risk Minimization on Decision Trees Using an Evolutionary Multiobjective Optimization

  2004influential reference
• Detecting and Pruning Introns for Faster Decision Tree Evolution

  2004cited by this paper
• Binary Decision Tree Using Genetic Algorithm for Recognizing Defect Patterns of Cold Mill Strip

  2004cited by this paper
• Binary Decision Tree Using K-means and Genetic Algorithm 343 2 Construction of Binary Decision Tree Using GA and K-Means Algorithm

  2004cited by this paper
• Cost-sensitive learning of classification knowledge and its applications in robotics

  2004cited by this paper
• An Evolutionary Algorithm for Oblique Decision Tree Induction

  2004cited by this paper
• Mixed Decision Trees: Minimizing Knowledge Representation Bias in LCS

  2004influential reference
• A critical review of multi-objective optimization in data mining: a position paper

  2004cited by this paper
• Genetic Programming for data classification: partitioning the search space

  2004cited by this paper
• Induction of decision trees

  2004influential reference
• The use of background knowledge in decision tree induction

  2004influential reference
• Induction of Decision Trees via Evolutionary Programming

  2004influential reference
• Guest editorial data mining and knowledge discovery with evolutionary algorithms

  2003influential reference
• Inducing oblique decision trees with evolutionary algorithms

  2003cited by this paper
• GA or GP? That is not the question

  2003cited by this paper
• Genetically Engineered Decision Trees: Population Diversity Produces Smarter Trees

  2003influential reference
• Genetic programming for data classi cation: Re ning the search space

  2003influential reference
• A Genetic Algorithm-Based Approach for Building Accurate Decision Trees

  2003cited by this paper
• Data mining with genetic algorithms on binary trees

  2003cited by this paper
• Genetic programming-based decision trees for software quality classification

  2003cited by this paper
• Evolutionary induced decision trees for dangerous software modules prediction

  2002influential reference
• Designing smaller decision trees using multiple objective optimization based GPs

  2002cited by this paper
• Complexity Measures of Supervised Classification Problems

  2002cited by this paper
• Hierarchical classification trees using type-constrained genetic programming

  2002influential reference
• Data Mining - Concepts and Techniques

  2002cited by this paper
• Improving induction decision trees with parallel genetic programming

  2002influential reference
• Evolution of Decision Trees

  2001influential reference
• Can genetic programming improve software effort estimation? A comparative evaluation

  2001cited by this paper
• Finding the right decision tree's induction strategy for a hard real world problem

  2001cited by this paper
• A computational study of using genetic algorithms to develop intelligent decision trees

  2001influential reference
• Evolving groups of basic decision trees

  2001cited by this paper
• Parallel genetic programming for decision tree induction

  2001cited by this paper
• Towards More Optimal Medical Diagnosing with Evolutionary Algorithms

  2001influential reference
• Breeding Decision Trees Using Evolutionary Techniques

  2001influential reference
• Using software metrics and evolutionary decision trees for software quality control

  2001cited by this paper
• Using Evolutionary Algorithms to Induce Oblique Decision Trees

  2000cited by this paper
• Application of Genetic Programming to Induction of Linear Classification Trees

  2000cited by this paper
• Searching the forest: using decision trees as building blocks for evolutionary search in classification databases

  2000influential reference
• Enhanced binary tree genetic algorithm for automatic land cover classification

  2000cited by this paper
• Improving Induction of Linear Classification Trees with Genetic Programming

  2000cited by this paper
• Genetic Programming and Simulated Annealing: a Hybrid Method to Evolve Decision Trees

  2000influential reference
• Combining evolutionary algorithms with oblique decision trees to detect bent-double galaxies

  2000cited by this paper
• GA Tree: genetically evolved decision trees

  2000influential reference
• A Study on Efficient Generation of Decision Trees Using Genetic Programming

  2000influential reference
• The Art of Building Decision Trees

  2000influential reference
• Genetic programming combined with association rule algorithm for decision tree construction

  2000influential reference
• A study on evolutionary design of binary decision trees

  1999cited by this paper
• Agent-Based Systems for Intelligent Manufacturing: A State-of-the-Art Survey

  1999cited by this paper
• Self-adapting evolutionary decision support model

  1999influential reference

• Machine Learning‐Based Estimation of Clear‐Sky Direct Aerosol Radiative Forcing Using Multisensor Satellite Observations

  2025cites this paper
• A Long Sequence Time-Series Forecasting Method for Early Warning of Long Landing Risks with QAR Flight Data

  2025cites this paper
• Evolutionary induced survival trees for medical prognosis assessment

  2025cites this paper
• Algorithmic Comparison of Gradient Boosting and Traditional Machine Learning Models for Early Detection and Clinical Risk Assessment of Hemochromatosis

  2025cites this paper
• Discriminative Genetic Pattern Learning for Hemochromatosis Prediction Using XGBoost Algorithm

  2025cites this paper
• Quality‐Diversity Methods for the Modern Data Scientist

  2025cites this paper
• FedGA-Tree: Federated Decision Tree using Genetic Algorithm

  2025influential citation
• Adaptive algorithms for shaping behavior

  2025cites this paper
• Enhancing transparency of omics data analysis with the Evolutionary Multi-Test Tree and Relative Expression

  2025cites this paper
• An efficient smart phone application for wheat crop diseases detection using advanced machine learning

  2025cites this paper
• Fish swarm parameter self-tuning for data streams

  2025cites this paper
• ESML: A Hyperparameter-Tuned Stacking Machine Learning Approach for Anomaly Attack Detection in Water Distribution Systems

  2025cites this paper
• A method for missing values imputation of machine learning datasets

  2024cites this paper
• GATree: Evolutionary decision tree classifier in Python

  2024cites this paper
• A New Fault Classification Approach Based on Decision Tree Induced by Genetic Programming

  2024cites this paper
• Evolutionary Computation for the Design and Enrichment of General-Purpose Artificial Intelligence Systems: Survey and Prospects

  2024cites this paper
• Enhanced incipient fault identification in underground distribution cable implementing Random Forest classifier

  2024cites this paper
• Estimation of Distribution Algorithms in Machine Learning: A Survey

  2024cites this paper
• Advanced Diagnosis of Air Gap Eccentricity in Three-Phase Induction Motor Using DWT Decomposition and AI Techniques

  2024cites this paper
• Genetic Algorithm optimized splitting based classification tree model with application to agricultural ergonomics

  2024cites this paper
• Hybrid approaches to optimization and machine learning methods: a systematic literature review

  2024cites this paper
• Optimization Algorithms and Their Applications and Prospects in Manufacturing Engineering

  2024cites this paper
• Machine Learning Models for Predicting Permanent Deformation in Railway Tracks

  2024cites this paper
• Efficient evolution of decision trees via fully matrix-based fitness evaluation

  2024cites this paper
• Predicting slump for high‐performance concrete using decision tree and support vector regression approaches coupled with phasor particle swarm optimization algorithm

  2024cites this paper
• Smart predictions of petrophysical formation pore pressure via robust data-driven intelligent models

  2024cites this paper
• Optimal or Greedy Decision Trees? Revisiting their Objectives, Tuning, and Performance

  2024cites this paper
• Enhancing disease diagnosis accuracy and diversity through BA-TLBO optimized ensemble learning

  2024cites this paper
• A Framework for Determining the Big Five Personality Traits Using Machine Learning Classification through Graphology

  2023cites this paper
• A Novel Memetic Strategy for Optimized Learning of Classification Trees

  2023cites this paper
• Cost-sensitive classification algorithm combining the Bayesian algorithm and quantum decision tree

  2023cites this paper
• Applying machine learning techniques in the form of ensemble and hybrid models to appraise hardness properties of high-performance concrete

  2023cites this paper
• TreeC: a method to generate interpretable energy management systems using a metaheuristic algorithm

  2023cites this paper
• ML-based vehicle downtime reduction: A case of air compressor failure detection

  2023cites this paper
• Decision Tree with Genetic Algorithm for Bank Customer Churn Prediction

  2023cites this paper
• Learning Decision Trees with Gradient Descent

  2023cites this paper
• RECLAIM: Renewable Energy Based Demand-Side Management Using Machine Learning Models

  2023cites this paper
• Static-RWArmor: A Static Analysis Approach for Prevention of Cryptographic Windows Ransomware

  2023cites this paper
• Revolutionizing Groundwater Management with Hybrid AI Models: A Practical Review

  2023cites this paper
• The Conditioning Bias in Binary Decision Trees and Random Forests and Its Elimination

  2023cites this paper
• Coevolutionary Algorithm for Building Robust Decision Trees under Minimax Regret

  2023cites this paper
• Data-driven approaches for sustainable agri-food: coping with sustainability and interpretability

  2023cites this paper
• Evolutionary Supervised Machine Learning

  2023cites this paper
• Adaptive algorithms for shaping behavior

  2023cites this paper
• Machine learning models for predicting the risk factor of carotid plaque in cardiovascular disease

  2023cites this paper
• Decision trees: from efficient prediction to responsible AI

  2023cites this paper
• Adaptive in-memory representation of decision trees for GPU-accelerated evolutionary induction

  2023cites this paper
• Improving hyper-parameter self-tuning for data streams by adapting an evolutionary approach

  2023cites this paper
• Efficient Detection and Localization of DoS Attacks in Heterogeneous Vehicular Networks

  2023cites this paper
• GradTree: Learning Axis-Aligned Decision Trees with Gradient Descent

  2023cites this paper
• Analysis of Machine Learning Based Imputation of Missing Data

  2023cites this paper
• Takagi–Sugeno Fuzzy Regression Trees With Application to Complex Industrial Modeling

  2023influential citation
• Smooth Exploration System: A novel ease-of-use and specialized module for improving exploration of whale optimization algorithm

  2023cites this paper
• Investigation of facial aggression detection techniques based on facial action units using machine learning

  2022cites this paper
• Fast Genetic Algorithm for feature selection — A qualitative approximation approach

  2022cites this paper
• Single Pole Ground Fault Location Method for LCC-MMC Hybrid DC Transmission Lines Based on Extremely Randomized Trees

  2022cites this paper
• Handling uncertainty in SBSE: a possibilistic evolutionary approach for code smells detection

  2022cites this paper
• Forecasting of Global Stock Market by Two Stage Optimization Model

  2022cites this paper
• PS-Tree: A piecewise symbolic regression tree

  2022cites this paper
• Stacking Deep learning and Machine learning models for short-term energy consumption forecasting

  2022cites this paper
• Constraint Enforcement on Decision Trees: A Survey

  2022cites this paper
• Recent advances in decision trees: an updated survey

  2022cites this paper
• Comparing different machine‐learning techniques to date Nile Delta sediments based on portable X‐ray fluorescence data

  2022cites this paper
• Evolutionary bagging for ensemble learning

  2022cites this paper
• Decision trees for COVID-19 prognosis learned from patient data: Desaturating the ER with Artificial Intelligence

  2022cites this paper
• Sampling scheme-based classification rule mining method using decision tree in big data environment

  2022cites this paper
• Op-RMSprop (Optimized-Root Mean Square Propagation) Classification for Prediction of Polycystic Ovary Syndrome (PCOS) using Hybrid Machine Learning Technique

  2022cites this paper
• Automated selection of mid-height intervertebral disc slice in traverse lumbar spine MRI using a combination of deep learning feature and machine learning classifier

  2022cites this paper
• GPU-based acceleration of evolutionary induction of model trees

  2022cites this paper
• No sex differences in the incidence, risk factors and clinical impact of acute kidney injury in critically ill patients with sepsis

  2022cites this paper
• Uncertainty-wise software anti-patterns detection: A possibilistic evolutionary machine learning approach

  2022cites this paper
• Enhanced decision tree induction using evolutionary techniques for Parkinson's disease classification

  2022cites this paper
• A Framework for Inherently Interpretable Optimization Models

  2022cites this paper
• Evolutionary Machine Learning: A Survey

  2021cites this paper
• A Novel Method on Hydrographic Survey Technology Selection Based on the Decision Tree Supervised Learning

  2021cites this paper
• Tailoring inventory classification to industry applications: the benefits of understandable machine learning

  2021cites this paper
• Understanding evolutionary induction of decision trees: a multi-tree repository approach

  2021cites this paper
• Forecast of complex financial big data using model tree optimized by bilevel evolution strategy

  2021cites this paper
• Detection of Atrial Fibrillation in Short-Lead Electrocardiogram Recordings Obtained using a Smart Scale

  2021influential citation
• Evolutionary algorithms and decision trees for predicting poor outcome after endovascular treatment for acute ischemic stroke

  2021cites this paper
• How to bring UHI to the urban planning table? A data-driven modeling approach

  2021cites this paper
• Classification Based on Decision Tree Algorithm for Machine Learning

  2021cites this paper
• Quality Diversity Genetic Programming for Learning Decision Tree Ensembles

  2021cites this paper
• Accelerated evolutionary induction of heterogeneous decision trees for gene expression-based classification

  2021cites this paper
• Mathematical optimization in classification and regression trees

  2021cites this paper
• Minimum Query Set for Decision Tree Construction

  2021cites this paper
• Decision tree and artificial immune systems for stroke prediction in imbalanced data

  2021cites this paper
• Code smell detection and identification in imbalanced environments

  2021influential citation
• Evolutionary algorithm applications for IoTs dedicated to precise irrigation systems: state of the art

  2021cites this paper
• Induction of decision trees as classification models through metaheuristics

  2021cites this paper
• Risk Prediction of Renal Failure for Chronic Disease Population Based on Electronic Health Record Big Data

  2021cites this paper
• Extraction of Space Containing Noise and Forecast of Complex Data by Multiway Tree Bi-Level GA

  2021cites this paper
• A New View of Multisensor Data Fusion: Research on Generalized Fusion

  2021cites this paper
• Multi-GPU approach to global induction of classification trees for large-scale data mining

  2021cites this paper
• Classification of Point Clouds for Indoor Components Using Few Labeled Samples

  2020cites this paper
• An extensive experimental evaluation of automated machine learning methods for recommending classification algorithms

  2020cites this paper
• A Genotype-Based Ensemble Classifier System for Non-Small-Cell Lung Cancer

  2020cites this paper
• Accurate Prediction of Coronary Heart Disease for Patients With Hypertension From Electronic Health Records With Big Data and Machine-Learning Methods: Model Development and Performance Evaluation

  2020cites this paper
• A Novel Machine Learning Approach to Disentangle Multitemperature Regions in Galaxy Clusters

  2020cites this paper
• WISDoM: Characterizing Neurological Time Series With the Wishart Distribution

  2020cites this paper