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A Clustering System for Dynamic Data Streams Based on Metaheuristic Optimisation

https://doi.org/10.3390/math7121229
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What this work says

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

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ISDI: A New Window-Based Framework for Integrating IoT Streaming Data from Multiple Sources
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Applications of Evolutionary Computation
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A New Metaheuristic Bat-Inspired Algorithm
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Advances in Computer Science and Ubiquitous Computing
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Prequential AUC: properties of the area under the ROC curve for data streams with concept drift
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Concept-evolution detection in non-stationary data streams: a fuzzy clustering approach
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A single pass algorithm for clustering evolving data streams based on swarm intelligence
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Online mining abnormal period patterns from multiple medical sensor data streams
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Optimizing Data Stream Representation: An Extensive Survey on Stream Clustering Algorithms
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Bat algorithm–based automatic clustering method and its application in image processing
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A Framework for Clustering Evolving Data Streams
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The Whale Optimization Algorithm
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evoStream – Evolutionary Stream Clustering Utilizing Idle Times
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Density-based particle swarm optimization algorithm for data clustering
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HyperSPAM: A study on hyper-heuristic coordination strategies in the continuous domain
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Infeasibility and structural bias in differential evolution
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A survey of intrusion detection in Internet of Things
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A product-centric data mining algorithm for targeted promotions
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Dynamic financial distress prediction with concept drift based on time weighting combined with Adaboost support vector machine ensemble
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On cluster tree for nested and multi-density data clustering
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Differential Evolution: A survey of theoretical analyses
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A comprehensive survey: Whale Optimization Algorithm and its applications
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Differential Evolution – A Simple and Efficient Heuristic for global Optimization over Continuous Spaces
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Improving (1+1) covariance matrix adaptation evolution strategy: A simple yet efficient approach
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Structural bias in differential evolution: A preliminary study
inferredcites →https://doi.org/10.1080/01621459.1971.10482356openalex-snapshot
Objective Criteria for the Evaluation of Clustering Methods
inferredcites →https://doi.org/10.1080/25742558.2018.1483565openalex-snapshot
A whale optimization algorithm (WOA) approach for clustering
inferredcites →https://doi.org/10.1108/02644401211235834openalex-snapshot
Bat algorithm: a novel approach for global engineering optimization
inferredcites →https://doi.org/10.1109/ccgrid.2015.19openalex-snapshot
Parallel Clustering of High-Dimensional Social Media Data Streams
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Evolutionary clustering with differential evolution
inferredcites →https://doi.org/10.1109/cec.2017.7969375openalex-snapshot
Finding Multi-Density Clusters in non-stationary data streams using an Ant Colony with adaptive parameters
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A detailed analysis of the KDD CUP 99 data set
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Review on fraud detection methods in credit card transactions
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Streaming-data algorithms for high-quality clustering
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Addressing Concept-Evolution in Concept-Drifting Data Streams
inferredcites →https://doi.org/10.1109/ictai.2009.60openalex-snapshot
FlockStream: A Bio-Inspired Algorithm for Clustering Evolving Data Streams
inferredcites →https://doi.org/10.1109/mc.2013.6608207openalex-snapshot
Re-sampling search: A seriously simple memetic approach with a high performance
inferredcites →https://doi.org/10.1109/tbdata.2019.2922969openalex-snapshot
Finding and Tracking Multi-Density Clusters in Online Dynamic Data Streams
inferredcites →https://doi.org/10.1109/tcyb.2018.2822552openalex-snapshot
Ant Colony Stream Clustering: A Fast Density Clustering Algorithm for Dynamic Data Streams
inferredcites →https://doi.org/10.1137/1.9781611972764.29openalex-snapshot
Density-Based Clustering over an Evolving Data Stream with Noise
inferredcites →https://doi.org/10.1145/1244002.1244107openalex-snapshot
OLINDDA
inferredcites →https://doi.org/10.1145/2674026.2674028openalex-snapshot
Open challenges for data stream mining research
inferredcites →https://doi.org/10.1145/846183.846204openalex-snapshot
KDD-cup 99
inferredcites →https://doi.org/10.1155/2019/8718571openalex-snapshot
A Systematic and Meta-Analysis Survey of Whale Optimization Algorithm
inferredcites →https://doi.org/10.20944/preprints201905.0124.v3openalex-snapshot
Developing ANFIS-PSO Model to Predict Mercury Emissions in Combustion Flue Gases
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Algorithm AS 136: A K-Means Clustering Algorithm
inferredcites →https://doi.org/10.2307/3001968openalex-snapshot
Individual Comparisons by Ranking Methods
inferredcites →https://doi.org/10.3390/a11100151openalex-snapshot
K-Means Cloning: Adaptive Spherical K-Means Clustering
inferredcites →https://doi.org/10.3390/bdcc2040032openalex-snapshot
Data Stream Clustering Techniques, Applications, and Models: Comparative Analysis and Discussion
inferredcites →https://doi.org/10.3390/math7030221openalex-snapshot
First-Arrival Travel Times Picking through Sliding Windows and Fuzzy C-Means
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An Adaptive Multi-Swarm Competition Particle Swarm Optimizer for Large-Scale Optimization
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The Stochastic Optimisation Software (SOS) platform
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MOA: Massive Online Analysis

What points at this work

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

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An Evolutionary Stream Clustering Technique Outlier Detection in Medical Data
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Automating model management: a survey on metaheuristics for concept-drift adaptation
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Differential evolution outside the box
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Evolving fuzzy algorithm for autonomous clustering structure based on hyperellipsoidal prototypes and bio-inspired mechanisms applied to data streams
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On fly hybrid swarm optimization algorithms for clustering of streaming data
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PSO based data clustering with a different perception
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Hybrid lion and exponential PSO-based metaheuristic clustering approach for efficient dynamic data stream management
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BIEFC-DS: Bio-Inspired Evolving Fuzzy Clustering for Data Streams
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A Systematic Literature Review of Novelty Detection in Data Streams: Challenges and Opportunities
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DED: Drift Principle in Educational Evolved Data
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3D mesh simplification with feature preservation based on Whale Optimization Algorithm and Differential Evolution
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Improved Environmental Stimulus and Biological Competition Tactics Interactive Artificial Ecological Optimization Algorithm for Clustering
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Dynamic Population on Bio-Inspired Algorithms Using Machine Learning for Global Optimization
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