Methods › General › Clustering › SOM
Self-Organizing Map
SOM
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
The Self-Organizing Map (SOM), commonly also known as Kohonen network (Kohonen 1982, Kohonen 2001) is a computational method for the visualization and analysis of high-dimensional data, especially experimentally acquired information.
Extracted from scholarpedia
Sources:
Image: scholarpedia
Book: Self-Organizing Maps
Papers archive 2025-07-28
30 shown of 106, 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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Foundation Model Empowered Synesthesia of Machines (SoM): AI-native Intelligent Multi-Modal Sensing-Communication Integration 9 Jun 2025 · 0 repositories · arXiv:2506.07647
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Enhancing Math Learning in an LMS Using AI-Driven Question Recommendations 18 Apr 2025 · 0 repositories · arXiv:2504.14098
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aweSOM: a CPU/GPU-accelerated Self-organizing Map and Statistically Combined Ensemble Framework for Machine-learning Clustering Analysis 13 Apr 2025 · 0 repositories · arXiv:2504.09449
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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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A systematic literature review of unsupervised learning algorithms for anomalous traffic detection based on flows 11 Mar 2025 · 0 repositories · arXiv:2503.08293
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Magma: A Foundation Model for Multimodal AI Agents 18 Feb 2025 · 2 repositories · arXiv:2502.13130Syntology ran 2 of 16 samples · 14 unverified
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TRISHUL: Towards Region Identification and Screen Hierarchy Understanding for Large VLM based GUI Agents 12 Feb 2025 · 0 repositories · arXiv:2502.08226
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A Survey on Recent Advances in Self-Organizing Maps 10 Dec 2024 · 0 repositories · arXiv:2501.08416
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Rapid Deployment of Domain-specific Hyperspectral Image Processors with Application to Autonomous Driving 26 Nov 2024 · 0 repositories · arXiv:2411.17543
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Dirichlet process mixtures of block g priors for model selection and prediction in linear models 1 Nov 2024 · 1 repository · arXiv:2411.00471
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Self-Organizing Maps of Unbiased Ligand-Target Binding Pathways and Kinetics 19 Sep 2024 · 0 repositories · arXiv:2409.12603
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IW-Bench: Evaluating Large Multimodal Models for Converting Image-to-Web 14 Sep 2024 · 0 repositories · arXiv:2409.18980
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Clustering of Indonesian and Western Gamelan Orchestras through Machine Learning of Performance Parameters 3 Sep 2024 · 0 repositories · arXiv:2409.03713
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Application of Unsupervised Artificial Neural Network (ANN) Self_Organizing Map (SOM) in Identifying Main Car Sales Factors 29 Jul 2024 · 0 repositories · arXiv:2408.05110
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Scatterer Recognition for Multi-Modal Intelligent Vehicular Channel Modeling via Synesthesia of Machines 27 Jun 2024 · 0 repositories · arXiv:2406.19072
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Determining cell population size from cell fraction in cell plasticity models 7 May 2024 · 0 repositories · arXiv:2405.04557
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List Items One by One: A New Data Source and Learning Paradigm for Multimodal LLMs 25 Apr 2024 · 1 repository · arXiv:2404.16375
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Learning Self-Growth Maps for Fast and Accurate Imbalanced Streaming Data Clustering 14 Apr 2024 · 0 repositories · arXiv:2404.09243
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SOMson -- Sonification of Multidimensional Data in Kohonen Maps 15 Mar 2024 · 0 repositories · arXiv:2404.00016
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Neuro-mimetic Task-free Unsupervised Online Learning with Continual Self-Organizing Maps 19 Feb 2024 · 0 repositories · arXiv:2402.12465
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Minimally Supervised Topological Projections of Self-Organizing Maps for Phase of Flight Identification 17 Feb 2024 · 0 repositories · arXiv:2402.11185
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The recursive scheme of clustering 10 Jan 2024 · 0 repositories · arXiv:2401.05479
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A Hybrid SOM and K-means Model for Time Series Energy Consumption Clustering 25 Nov 2023 · 0 repositories · arXiv:2312.11475
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Set-of-Mark Prompting Unleashes Extraordinary Visual Grounding in GPT-4V 17 Oct 2023 · 4 repositories · arXiv:2310.11441Syntology ran 0 of 1 samples · 1 unverified
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LSOR: Longitudinally-Consistent Self-Organized Representation Learning 30 Sep 2023 · 1 repository · arXiv:2310.00213
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Integration of geoelectric and geochemical data using Self-Organizing Maps (SOM) to characterize a landfill 17 Sep 2023 · 0 repositories · arXiv:2309.09164
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Intelligent Multi-Modal Sensing-Communication Integration: Synesthesia of Machines 25 Jun 2023 · 0 repositories · arXiv:2306.14143
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Ideal Observer Computation by Use of Markov-Chain Monte Carlo with Generative Adversarial Networks 2 Apr 2023 · 0 repositories · arXiv:2304.00433
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Extracting the Brain-like Representation by an Improved Self-Organizing Map for Image Classification 16 Mar 2023 · 1 repository · arXiv:2303.09035
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An anatomy-based V1 model: Extraction of Low-level Features, Reduction of distortion and a V1-inspired SOM 18 Feb 2023 · 0 repositories · arXiv:2302.09074
Tasks archive 2025-07-28
20 shown of 108 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections