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Parallelization of the K-Means++ Clustering Algorithm

https://doi.org/10.18280/isi.260106
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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/cpe.4101openalex-snapshot
A computational scheme to predict dynamics in IoT systems by using particle filter
inferredcites →https://doi.org/10.1007/s11554-014-0458-2openalex-snapshot
GPU parallel implementation of the new hybrid binarization based on Kmeans method (HBK)
inferredcites →https://doi.org/10.1016/j.compeleceng.2017.12.002openalex-snapshot
A GPU-accelerated parallel K-means algorithm
inferredcites →https://doi.org/10.1016/j.future.2018.11.028openalex-snapshot
Considerations in using OpenCL on GPUs and FPGAs for throughput-oriented genomics workloads
inferredcites →https://doi.org/10.1016/j.jcss.2012.05.004openalex-snapshot
Speeding up k-Means algorithm by GPUs
inferredcites →https://doi.org/10.1021/acs.jctc.7b00515openalex-snapshot
Employing OpenCL to Accelerate Ab Initio Calculations on Graphics Processing Units
inferredcites →https://doi.org/10.1073/pnas.95.25.14863openalex-snapshot
Cluster analysis and display of genome-wide expression patterns
inferredcites →https://doi.org/10.1109/2.809248openalex-snapshot
Internet Streaming SIMD Extensions
inferredcites →https://doi.org/10.1109/fcst.2015.61openalex-snapshot
Improved Research to K-means Initial Cluster Centers
inferredcites →https://doi.org/10.1109/icaee47123.2019.9014783openalex-snapshot
A Comparative study of parallel CPU/GPU implementations of the K-Means Algorithm
inferredcites →https://doi.org/10.1109/icsc.2008.30openalex-snapshot
A New Content-Based Model for Social Network Analysis
inferredcites →https://doi.org/10.1109/mcse.2010.69openalex-snapshot
OpenCL: A Parallel Programming Standard for Heterogeneous Computing Systems
inferredcites →https://doi.org/10.1109/paap.2011.17openalex-snapshot
A Parallel K-Means Clustering Algorithm with MPI
inferredcites →https://doi.org/10.1109/tpami.1984.4767478openalex-snapshot
K-Means-Type Algorithms: A Generalized Convergence Theorem and Characterization of Local Optimality
inferredcites →https://doi.org/10.1145/1458583.1458595openalex-snapshot
Tag-geotag correlation in social networks
inferredcites →https://doi.org/10.1145/235968.233324openalex-snapshot
BIRCH
inferredcites →https://doi.org/10.1145/2964910openalex-snapshot
Acceleration of k-Means Algorithm Using Altera SDK for OpenCL
inferredcites →https://doi.org/10.1145/568574.568575openalex-snapshot
Why so many clustering algorithms
inferredcites →https://doi.org/10.1371/journal.pone.0091315openalex-snapshot
Parallel Clustering Algorithm for Large-Scale Biological Data Sets
inferredcites →https://doi.org/10.48550/arxiv.1908.02136openalex-snapshot
Parallelization of Kmeans++ using CUDA
inferredcites →https://doi.org/10.5120/11430-6785openalex-snapshot
K-means with Three different Distance Metrics

What points at this work

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

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Design of Chinese Linguistics Teaching System Based on K-means Clustering Algorithm
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An anchor-based convolutional network for the near-surface camouflaged personnel detection of UAVs
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Prediction of compressive strength of multiple types of fiber-reinforced concrete based on optimized machine learning models
inferred← citeshttps://doi.org/10.1016/j.eswa.2025.129714openalex-snapshot
BNFW: Boundary and noise detection clustering for data with fuzzy boundaries and weak connectivity
inferred← citeshttps://doi.org/10.1016/j.ins.2024.120663openalex-snapshot
Non-parameter clustering algorithm based on chain propagation and natural neighbor
inferred← citeshttps://doi.org/10.1016/j.jag.2025.104649openalex-snapshot
Fusion of deep neural networks and infrared wave analysis for climate pattern prediction and shifting sand hazard Assessment
inferred← citeshttps://doi.org/10.1038/s41598-026-40225-yopenalex-snapshot
Trend analysis of dam inflow data using the trend accuracy index and the potential-evapotranspiration correction factor
inferred← citeshttps://doi.org/10.1109/access.2024.3350442openalex-snapshot
SA-PSO-GK++: A New Hybrid Clustering Approach for Analyzing Medical Data
inferred← citeshttps://doi.org/10.1109/icaisd68166.2025.11385769openalex-snapshot
A Comparative Analysis of K-Means++ and DBSCAN Clustering Algorithms for Customer Segmentation Base on Behaviour in Indonesian E-Commerce
inferred← citeshttps://doi.org/10.1109/icoict55009.2022.9914878openalex-snapshot
Performance Analysis Between EOTI-K-Means++, EOTI, and KNN for Brute Force Detection System
inferred← citeshttps://doi.org/10.1117/12.3021535openalex-snapshot
A mutual nearest neighbor search algorithm based on dynamic neighborhood
inferred← citeshttps://doi.org/10.1155/2022/2213173openalex-snapshot
Application of Improved K-Means Algorithm in Collaborative Recommendation System
inferred← citeshttps://doi.org/10.12928/irip.v6i2.8216openalex-snapshot
Assessing the Efficacy of the UV Index in Predicting Surface UV Radiation: A Comprehensive Analysis Using Statistical and Machine Learning Methods
inferred← citeshttps://doi.org/10.18280/isi.280414openalex-snapshot
Utilizing K-Means Clustering for the Detection of Cyberbullying Within Instagram Comments
inferred← citeshttps://doi.org/10.2139/ssrn.5356591openalex-snapshot
Trend Analysis of Dam Inflow Data Using the Trend Accuracy Index and the Potential Evapotranspiration Correction Coefficient
inferred← citeshttps://doi.org/10.2478/amns-2025-0337openalex-snapshot
Multidimensional Data Integration and Predictive Modeling of Political Stability under the Chinese Model
inferred← citeshttps://doi.org/10.3390/app112311164openalex-snapshot
AxP: A HW-SW Co-Design Pipeline for Energy-Efficient Approximated ConvNets via Associative Matching
inferred← citeshttps://doi.org/10.3390/electronics13214215openalex-snapshot
Phase-Angle-Encoded Snake Optimization Algorithm for K-Means Clustering
inferred← citeshttps://doi.org/10.3390/jcs10030144openalex-snapshot
Optimized Machine Learning Models for Predicting Compressive, Tensile, and Flexural Strengths of Multi-Fiber Recycled Aggregate Concrete
inferred← citeshttps://doi.org/10.5120/18103-9195openalex-snapshot
Scalable Parallel Clustering Approach for Large Data using Possibilistic Fuzzy C-Means Algorithm
inferred← citeshttps://doi.org/10.55506/icdess.v3i1.159openalex-snapshot
Clustering Analysis of Subsidized Fertilizer Recipients in 2025 Using K-Means++ and Fuzzy C-Means
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