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Data mining with an ant colony optimization algorithm

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

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Elements of Information Theory
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Mining Very Large Databases with Parallel Processing
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The CN2 Induction Algorithm
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Trading Accuracy for Simplicity in Decision Trees
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Overfitting Avoidance as Bias
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Rule induction with CN2: Some recent improvements
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A Conservation Law for Generalization Performance
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For Every Generalization Action, Is There Really an Equal and Opposite Reaction? Analysis of the Conservation Law for Generalization Performance
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Simplifying decision trees: A survey
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Discovering Interesting Patterns for Investment Decision Making with GLOWER ☹—A Genetic Learner Overlaid with Entropy Reduction
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Understanding the Crucial Role of Attribute Interaction in Data Mining
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Swarm Intelligence
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Ant system: optimization by a colony of cooperating agents
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Ant colony optimization: a new meta-heuristic
inferredcites →https://doi.org/10.1142/9789814261296_0011openalex-snapshot
AN EVOLUTIONARY APPROACH TO SIMULATE COGNITIVE FEEDBACK LEARNING IN MEDICAL DOMAIN
inferredcites →https://doi.org/10.1162/106454699568728openalex-snapshot
Ant Algorithms for Discrete Optimization
inferredcites →https://doi.org/10.1201/9781420010749-33openalex-snapshot
Ant Colony Optimization
inferredcites →https://doi.org/10.7551/mitpress/1290.003.0004openalex-snapshot
The Ant Colony Optimization Metaheuristic

What points at this work

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

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A Concise Overview of Applications of Ant Colony Optimization
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Multi‐Criteria Optimization
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Classification Rule Mining Based on Ant Colony Optimization Algorithm
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Continuous Function Optimization Using Hybrid Ant Colony Approach with Orthogonal Design Scheme
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Evolutionary Algorithms in SVR’s Parameter Determination
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Improving the Interpretability of Classification Rules in Sparse Bioinformatics Datasets
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Exceptional Survival Model Mining
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A Framework-Based Approach for Flexible Evaluation of Swarm-Intelligent Algorithms
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Adaptive Goal Function of Ant Colony Optimization in Fake News Detection
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Neural Inspired Ant Lion Algorithm for Resource Optimization in Cloud
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Artificial Intelligence and Machine Learning with IoT
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One-Class Ant-Miner: Selection of Majority Class Rules for Binary Rule-Based Classification
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Extending the ABC-Miner Bayesian Classification Algorithm
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A Multiple Pheromone Ant Clustering Algorithm
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A Comparative Machine Learning Algorithm to Predict the Bone Metastasis Cervical Cancer with Imbalance Data Problem
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Classification Rule Mining with Iterated Greedy
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Adaptive Learning Ant Colony Optimization for Web Spam Detection
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A Novel Ant Colony Algorithm for Building Neural Network Topologies
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MACOC: A Medoid-Based ACO Clustering Algorithm
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Ascertaining Spam Web Pages Based on Ant Colony Optimization Algorithm
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A Data Mining Software Package Including Data Preparation and Reduction: KEEL
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Using Ant Colony Optimization and Genetic Algorithms for the Linguistic Summarization of Creep Data
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Measuring Performance of a Hybrid Optimization Algorithm on a Set of Benchmark Functions
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Alleviating the Effect of Security Vulnerabilities in VANETs through Proximity Sensors
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Fraud Detection in Financial Statements Using Evolutionary Computation Based Rule Miners
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Ant-Inspired Algorithms for Decision Tree Induction
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Identification of Fuzzy Classifiers Based on Weed Optimization Algorithm
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Comparing ACO Approaches in Epilepsy Seizures
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Adaptation-Based Classifiers
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Monotonicity in Ant Colony Classification Algorithms
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Using Ant Colony Optimization to Build Cluster-Based Classification Systems
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Ant Colony Optimisation-Based Classification Using Two-Dimensional Polygons
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Learning Fuzzy Models with a SAX-based Partitioning for Simulated Seizure Recognition
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Swarm Intelligence: A Review of Algorithms
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Multi-objective Ant Colony Optimisation in Wireless Sensor Networks
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Biologically Inspired Artificial Intelligence Techniques
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Do Ants Use Ant Colony Optimization?
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Ant Colony Optimization: Overview and Recent Advances
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Swarm Intelligence
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Evolutionary Computing Techniques in Data Mining
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Semantic Image Retrieval Using Point-Set Topology and the Ant Sleeping Model
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Constrained Ant Colony Optimization for Data Clustering
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An Artificial Immune System for Fuzzy-Rule Induction in Data Mining
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Web Page Classification with an Ant Colony Algorithm
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Classification Rule Mining with an Improved Ant Colony Algorithm
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Ants Constructing Rule-Based Classifiers
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Simultaneous Ant Colony Optimization Algorithms for Learning Linguistic Fuzzy Rules
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Application Architecture of Data Mining in Telecom Customer Relationship Management Based on Swarm Intelligence
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Parallel Ant Colony Systems
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Ant Colony Optimization
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Parallel Ant Miner 2
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Continuous Ant Colony Optimization in a SVR Urban Traffic Forecasting Model
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Comparing Several Approaches for Hierarchical Classification of Proteins with Decision Trees
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Swarm Intelligence in Optimization
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Pheromone Based Energy Aware Directed Diffusion Algorithm for Wireless Sensor Network
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A PSO-Based Classification Rule Mining Algorithm
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cAnt-Miner: An Ant Colony Classification Algorithm to Cope with Continuous Attributes
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Discovering Interesting Classification Rules with Particle Swarm Algorithm
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Swarm Intelligence
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New Algorithms for Generation Decision Trees—Ant-Miner and Its Modifications
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A Hierarchical Classification Ant Colony Algorithm for Predicting Gene Ontology Terms
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Classification of Petroleum Well Drilling Operations with a Hybrid Particle Swarm/Ant Colony Algorithm
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An Introduction to Swarm Intelligence for Multi-objective Problems
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Identifying Fewer Key Factors by Attribute Selection Methodologies to Understand the Hospital Admission Prediction Pattern with Ant Miner and C4.5
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Ant Colony Optimisation Classification for Gene Expression Data Analysis
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An Automatic Programming ACO-Based Algorithm for Classification Rule Mining
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Swarm Intelligence
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Extensions to the Ant-Miner Classification Rule Discovery Algorithm
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Associated Clustering and Classification Method for Electric Power Load Forecasting
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Ant Colony Decision Trees – A New Method for Constructing Decision Trees Based on Ant Colony Optimization
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A Niched Genetic Programming Algorithm for Classification Rules Discovery in Geographic Databases
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Classification Potential vs. Classification Accuracy: A Comprehensive Study of Evolutionary Algorithms with Biomedical Datasets
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Parallel Ant-Miner (PAM) on High Performance Clusters
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Ant Colony Optimization and Data Mining
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MulO-AntMiner: A New Ant Colony Algorithm for the Multi-objective Classification Problem
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A Multi-MetaHeuristic Combined ACS-TSP System
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An Adaptive Discretization in the ACDT Algorithm for Continuous Attributes
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The Application of Ant-Colony Clustering Algorithm to Earthquake Prediction
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Multi-Objective Ant Programming for Mining Classification Rules
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Early Warning and Decision Support in Critical Situations of Opinion Formation within Online Social Networks
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A Space-Based Generic Pattern for Self-Initiative Load Clustering Agents
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Extensions of Ant-Miner Algorithm to Deal with Class Imbalance Problem
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Classification Rule Discovery with Ant Colony Optimization Algorithm
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Improving the cAnt-MinerPB Classification Algorithm.
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ABC-Miner: An Ant-Based Bayesian Classification Algorithm
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Improving Peer Review with ACORN: ACO Algorithm for Reviewer’s Network
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Exploring Different Functions for Heuristics, Discretization, and Rule Quality Evaluation in Ant-Miner
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Improving the cAnt-MinerPB Classification Algorithm
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ACO-Based Bayesian Network Ensembles for the Hierarchical Classification of Ageing-Related Proteins
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The Application of Ant Colony Optimization in CBR
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Heterarchy in Constructing Decision Trees – Parallel ACDT
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Improved Ant Colony Classification Algorithm Applied to Membership Classification
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Data Mining with Ant Colony Algorithms
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Optimization Algorithm Based on Biology Life Cycle Theory
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Land Cover Feature Extraction of Multi-spectral Satellite Images Based on Extended Species Abundance Model of Biogeography
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Darwin or Lamarck? Future Challenges in Evolutionary Algorithms for Knowledge Discovery and Data Mining
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Modified Ant Colony Optimization Algorithm (MAnt-Miner) for Classification Rule Mining
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Spam Host Detection Using Ant Colony Optimization
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A New Ant Colony Classification Mining Algorithm
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A Transductive Support Vector Machine Algorithm Based on Ant Colony Optimization
inferred← citeshttps://doi.org/10.1007/978-981-10-5687-1_58openalex-snapshot
Improved Meta-Heuristic Technique for Test Case Prioritization
inferred← citeshttps://doi.org/10.1007/978-981-13-1610-4_19openalex-snapshot
Explore-Exploit-Explore in Ant Colony Optimization
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Clickbait Detection Using Swarm Intelligence
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Test Suite Optimization Using Lion Search Algorithm
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Ant Colony Optimization in Data Mining: Critical Perspective from 2015 to 2020
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Evolutionary Computation
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AntMiner: Bridging the Gap Between Data Mining Classification Rule Discovery and Bio-Inspired Algorithms
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Breast Cancer Prediction Using Nature Inspired Algorithm
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A Comparison of Fuzzy and ACO-Based Fuzzy for Classification of Bio-Medical Database
inferred← citeshttps://doi.org/10.1007/978-981-19-2347-0_15openalex-snapshot
Web Page Classification Based on Novel Black Widow Meta-Heuristic Optimization with Deep Learning Technique
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The Effect of Heuristic Methods Toward Performance of Health Data Analysis
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Path Planning of Substation Inspection Robot Based on SA-GA Algorithm
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LSTM Neural Network Combined with Bamboo Forest Growth Optimization Algorithm for Multiple Regression Prediction
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Diagnosis Support for Diabetes with Ant Colony Optimization
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Using Data Mining for Due Date Assignment in a Dynamic Job Shop Environment
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Developing a diagnostic system through the integration of ant colony optimization systems and case-based reasoning
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Association rule mining through adaptive parameter control in particle swarm optimization
inferred← citeshttps://doi.org/10.1007/s00287-010-0444-4openalex-snapshot
Meinungsanalyse in Onlinenetzwerken mittels Schwarmintelligenz
inferred← citeshttps://doi.org/10.1007/s00466-015-1245-zopenalex-snapshot
Enhanced ant colony optimization for multiscale problems
inferred← citeshttps://doi.org/10.1007/s00500-005-0511-yopenalex-snapshot
Edge detection using ant algorithms
inferred← citeshttps://doi.org/10.1007/s00500-012-0878-5openalex-snapshot
A continuous ant colony system framework for fuzzy data mining
inferred← citeshttps://doi.org/10.1007/s00500-012-0883-8openalex-snapshot
Classification rule mining using ant programming guided by grammar with multiple Pareto fronts
inferred← citeshttps://doi.org/10.1007/s00500-016-2151-9openalex-snapshot
Ant colony classification mining algorithm based on pheromone attraction and exclusion
inferred← citeshttps://doi.org/10.1007/s00500-019-03950-3openalex-snapshot
A high-performance parallel coral reef optimization for data clustering
inferred← citeshttps://doi.org/10.1007/s00500-021-06646-9openalex-snapshot
Computational intelligence in software defects rules discovery
inferred← citeshttps://doi.org/10.1007/s00500-025-10474-6openalex-snapshot
ASAQ—Ant-Miner: optimized rule-based classifier
inferred← citeshttps://doi.org/10.1007/s00521-010-0434-0openalex-snapshot
Rule extraction from artificial neural networks to discover causes of quality defects in fabric production
inferred← citeshttps://doi.org/10.1007/s00521-010-0490-5openalex-snapshot
A correlation-based ant miner for classification rule discovery
inferred← citeshttps://doi.org/10.1007/s00521-012-1083-2openalex-snapshot
Backcalculation of pavement layer thickness using data mining
inferred← citeshttps://doi.org/10.1007/s00521-014-1630-0openalex-snapshot
Ant algorithm for modifying an inconsistent pairwise weighting matrix in an analytic hierarchy process
inferred← citeshttps://doi.org/10.1007/s00521-016-2253-4openalex-snapshot
Incorporated risk metrics and hybrid AI techniques for risk management
inferred← citeshttps://doi.org/10.1007/s00521-016-2666-0openalex-snapshot
A novel hybrid artificial intelligent approach based on neural fuzzy inference model and particle swarm optimization for horizontal displacement modeling of hydropower dam
inferred← citeshttps://doi.org/10.1007/s00607-018-0674-xopenalex-snapshot
Generalized Ant Colony Optimizer: swarm-based meta-heuristic algorithm for cloud services execution
inferred← citeshttps://doi.org/10.1007/s10207-016-0335-zopenalex-snapshot
TermID: a distributed swarm intelligence-based approach for wireless intrusion detection
inferred← citeshttps://doi.org/10.1007/s10257-012-0210-zopenalex-snapshot
Simulating the spread of opinions in online social networks when targeting opinion leaders
inferred← citeshttps://doi.org/10.1007/s10278-013-9596-5openalex-snapshot
An Effective Method for Segmentation of MR Brain Images Using the Ant Colony Optimization Algorithm
inferred← citeshttps://doi.org/10.1007/s10346-016-0708-4openalex-snapshot
A novel fuzzy K-nearest neighbor inference model with differential evolution for spatial prediction of rainfall-induced shallow landslides in a tropical hilly area using GIS
inferred← citeshttps://doi.org/10.1007/s10462-011-9230-1openalex-snapshot
RETRACTED ARTICLE: Feature selection for machine learning classification problems: a recent overview
inferred← citeshttps://doi.org/10.1007/s10489-011-0332-xopenalex-snapshot
Optimizing the modified fuzzy ant-miner for efficient medical diagnosis
inferred← citeshttps://doi.org/10.1007/s10489-014-0519-zopenalex-snapshot
HColonies: a new hybrid metaheuristic for medical data classification
inferred← citeshttps://doi.org/10.1007/s10489-017-1003-3openalex-snapshot
Bio-inspired metaheuristics: evolving and prioritizing software test data
inferred← citeshttps://doi.org/10.1007/s10489-018-1245-8openalex-snapshot
A new framework for metaheuristic-based frequent itemset mining
inferred← citeshttps://doi.org/10.1007/s10489-019-01627-wopenalex-snapshot
Distributed learning automata-based scheme for classification using novel pursuit scheme
inferred← citeshttps://doi.org/10.1007/s10489-021-03108-5openalex-snapshot
Optimized activation for quantum-inspired self-supervised neural network based fully automated brain lesion segmentation
inferred← citeshttps://doi.org/10.1007/s10489-022-03256-2openalex-snapshot
Bat4CEP: a bat algorithm for mining of complex event processing rules
inferred← citeshttps://doi.org/10.1007/s10489-022-04224-6openalex-snapshot
A novel high-level target navigation pigeon-inspired optimization for global optimization problems
inferred← citeshttps://doi.org/10.1007/s10586-017-0894-4openalex-snapshot
EPACO: a novel ant colony optimization for emerging patterns based classification
inferred← citeshttps://doi.org/10.1007/s10618-011-0230-1openalex-snapshot
Entropy on covers
inferred← citeshttps://doi.org/10.1007/s10618-013-0339-5openalex-snapshot
To tune or not to tune: rule evaluation for metaheuristic-based sequential covering algorithms
inferred← citeshttps://doi.org/10.1007/s10710-006-7008-zopenalex-snapshot
Introducing lateral thinking in search engines
inferred← citeshttps://doi.org/10.1007/s10732-012-9214-6openalex-snapshot
Concave minimum cost network flow problems solved with a colony of ants
inferred← citeshttps://doi.org/10.1007/s10836-022-06033-8openalex-snapshot
Smell Detection Agent Optimization Approach to Path Generation in Automated Software Testing
inferred← citeshttps://doi.org/10.1007/s10994-010-5216-5openalex-snapshot
Editorial survey: swarm intelligence for data mining
inferred← citeshttps://doi.org/10.1007/s11036-022-02027-0openalex-snapshot
Dynamic Emergency Transit Forecasting with IoT Sequential Data
inferred← citeshttps://doi.org/10.1007/s11042-023-15115-4openalex-snapshot
A rule-based fuzzy ant colony improvement (ACI) approach for automated disease diagnoses
inferred← citeshttps://doi.org/10.1007/s11042-023-15341-wopenalex-snapshot
Performance evaluation of fuzzy genetic, fuzzy particle swarm and similar insects’ optimization algorithms on denoising problem based on novel combined filter for digital X-ray and CT images in Pelvic Region
inferred← citeshttps://doi.org/10.1007/s11086-005-0029-1openalex-snapshot
Ant Algorithms: Theory and Applications
inferred← citeshttps://doi.org/10.1007/s11235-021-00804-yopenalex-snapshot
A parallel compact sine cosine algorithm for TDOA localization of wireless sensor network
inferred← citeshttps://doi.org/10.1007/s11277-021-08275-9openalex-snapshot
Network Lifetime Improved Optimal Routing in Wireless Sensor Network Environment
inferred← citeshttps://doi.org/10.1007/s11390-008-9111-5openalex-snapshot
Orthogonal Methods Based Ant Colony Search for Solving Continuous Optimization Problems
inferred← citeshttps://doi.org/10.1007/s11430-007-0083-zopenalex-snapshot
Discovery of transition rules for geographical cellular automata by using ant colony optimization
inferred← citeshttps://doi.org/10.1007/s11432-014-5133-5openalex-snapshot
Unordered rule discovery using Ant Colony Optimization
inferred← citeshttps://doi.org/10.1007/s11517-022-02530-2openalex-snapshot
Assessment of the risk factors of type II diabetes using ACO with self-regulative update function and decision trees by evaluation from Fisher’s Z-transformation
inferred← citeshttps://doi.org/10.1007/s11704-016-5203-5openalex-snapshot
Impact of preprocessing on medical data classification
inferred← citeshttps://doi.org/10.1007/s11721-007-0008-7openalex-snapshot
Ant-based and swarm-based clustering
inferred← citeshttps://doi.org/10.1007/s11721-011-0057-9openalex-snapshot
Multiple pheromone types and other extensions to the Ant-Miner classification rule discovery algorithm
inferred← citeshttps://doi.org/10.1007/s11721-013-0076-9openalex-snapshot
Ants find the shortest path: a mathematical proof
inferred← citeshttps://doi.org/10.1007/s11721-013-0087-6openalex-snapshot
Learning Bayesian network classifiers using ant colony optimization
inferred← citeshttps://doi.org/10.1007/s11721-015-0112-zopenalex-snapshot
Learning neural network structures with ant colony algorithms
inferred← citeshttps://doi.org/10.1007/s11721-017-0138-5openalex-snapshot
Learning cluster-based classification systems with ant colony optimization algorithms
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Editorial review for independent work. ICSAC — the Institute for Complexity Science and Advanced Computing — runs a structured editorial panel for researchers publishing outside journals, and publishes on CiteStamp rails. Submission is free and goes through ORCID: icsacinstitute.org/submit.