Methods › General › Clustering › k-Means Clustering
k-Means Clustering
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
k-Means Clustering is a clustering algorithm that divides a training set into k different clusters of examples that are near each other. It works by initializing k different centroids {μ(1),…,μ(k)} to different values, then alternating between two steps until convergence:
(i) each training example is assigned to cluster i where i is the index of the nearest centroid μ⁽ⁱ⁾
(ii) each centroid μ⁽ⁱ⁾ is updated to the mean of all training examples x⁽ʲ⁾ assigned to cluster i.
Text Source: Deep Learning, Goodfellow et al
Image Source: scikit-learn
The archive's code-snippet link for this entry is not shown: it points outside the code hosts this site links to, at a host listed as spam. It is counted among the archive links this site does not show.
Papers archive 2025-07-28
30 shown of 772, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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Sub-MoE: Efficient Mixture-of-Expert LLMs Compression via Subspace Expert Merging 29 Jun 2025 · 0 repositories · arXiv:2506.23266
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Improved seeding strategies for k-means and k-GMM 26 Jun 2025 · 0 repositories · arXiv:2506.21291
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HERCULES: Hierarchical Embedding-based Recursive Clustering Using LLMs for Efficient Summarization 24 Jun 2025 · 1 repository · arXiv:2506.19992
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A Study of Dynamic Stock Relationship Modeling and S&P500 Price Forecasting Based on Differential Graph Transformer 23 Jun 2025 · 0 repositories · arXiv:2506.18717
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Pattern-Based Phase-Separation of Tracer and Dispersed Phase Particles in Two-Phase Defocusing Particle Tracking Velocimetry 22 Jun 2025 · 0 repositories · arXiv:2506.18157
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YOLOv11-RGBT: Towards a Comprehensive Single-Stage Multispectral Object Detection Framework 17 Jun 2025 · 1 repository · arXiv:2506.14696
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Advanced fraud detection using machine learning models: enhancing financial transaction security 12 Jun 2025 · 0 repositories · arXiv:2506.10842
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Gradient-Based Model Fingerprinting for LLM Similarity Detection and Family Classification 2 Jun 2025 · 0 repositories · arXiv:2506.01631
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A Computational Approach to Improving Fairness in K-means Clustering 29 May 2025 · 0 repositories · arXiv:2505.22984
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M-learner:A Flexible And Powerful Framework To Study Heterogeneous Treatment Effect In Mediation Model 23 May 2025 · 0 repositories · arXiv:2505.17917
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Mitigating Subgroup Disparities in Multi-Label Speech Emotion Recognition: A Pseudo-Labeling and Unsupervised Learning Approach 20 May 2025 · 0 repositories · arXiv:2505.14449
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Multi-Robot Task Allocation for Homogeneous Tasks with Collision Avoidance via Spatial Clustering 15 May 2025 · 0 repositories · arXiv:2505.10073
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Contextual Phenotyping of Pediatric Sepsis Cohort Using Large Language Models 14 May 2025 · 0 repositories · arXiv:2505.09805
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Fair Clustering via Alignment 14 May 2025 · 0 repositories · arXiv:2505.09131
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A portable diagnosis model for Keratoconus using a smartphone 13 May 2025 · 0 repositories · arXiv:2505.08616
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Few-shot Novel Category Discovery 13 May 2025 · 1 repository · arXiv:2505.08260
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High-Frequency Prior-Driven Adaptive Masking for Accelerating Image Super-Resolution 11 May 2025 · 1 repository · arXiv:2505.06975
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PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting 8 May 2025 · 0 repositories · arXiv:2505.05183
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Lightweight Trustworthy Distributed Clustering 14 Apr 2025 · 0 repositories · arXiv:2504.10109
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Polyspectral Mean based Time Series Clustering of Indian Stock Market 9 Apr 2025 · 0 repositories · arXiv:2504.07021
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Comparative analysis of unsupervised clustering techniques using validation metrics: Study on cognitive features from the Canadian Longitudinal Study on Aging (CLSA) 7 Apr 2025 · 0 repositories · arXiv:2504.12270
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A Proposed Hybrid Recommender System for Tourism Industry in Iraq Using Evolutionary Apriori and K-means Algorithms 1 Apr 2025 · 0 repositories · arXiv:2504.08767
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Comparison between neural network clustering, hierarchical clustering and k-means clustering: Applications using fluidic lenses 28 Mar 2025 · 0 repositories · arXiv:2503.22448
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Comparative analysis of clustering methods for power delay profile in MMW bands and in-vehicle scenarios 26 Mar 2025 · 0 repositories · arXiv:2503.20358
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Clustering Analysis of Long-term Cardiovascular Complications in COVID-19 Patients 23 Mar 2025 · 0 repositories · arXiv:2504.00007
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Event-Based Crossing Dataset (EBCD) 21 Mar 2025 · 1 repository · arXiv:2503.17499
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Stabilization Analysis and Mode Recognition of Kerosene Supersonic Combustion: A Deep Learning Approach Based on Res-CNN-beta-VAE 17 Mar 2025 · 0 repositories · arXiv:2503.12765
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DeepNuParc: A Novel Deep Clustering Framework for Fine-scale Parcellation of Brain Nuclei Using Diffusion MRI Tractography 10 Mar 2025 · 1 repository · arXiv:2503.07263
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Matrix Factorization for Inferring Associations and Missing Links 6 Mar 2025 · 0 repositories · arXiv:2503.04680
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Bisecting K-Means in RAG for Enhancing Question-Answering Tasks Performance in Telecommunications 27 Feb 2025 · 0 repositories · arXiv:2502.20188
Tasks archive 2025-07-28
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Usage over time archive 2025-07-28
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Categories archive 2025-07-28
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