GitHub topics: self-organizing-map

Repositories

LouisTier/TorchSOM

TorchSOM is a PyTorch-based library for training Self-Organizing Maps (SOMs), a type of unsupervised learning algorithm used for clustering and dimensionality reduction. Designed for scalability and ease of use, this implementation is optimized for large-scale data.

Language: Jupyter Notebook - Size: 22.7 MB - Last synced at: 5 days ago - Pushed at: 6 days ago - Stars: 2 - Forks: 0

JustGlowing/minisom

:red_circle: MiniSom is a minimalistic implementation of the Self Organizing Maps

Language: Python - Size: 19.1 MB - Last synced at: 11 days ago - Pushed at: about 1 month ago - Stars: 1,505 - Forks: 437

Ethal-04/Liver-som-clustering

Self-Organizing Map clustering applied to liver function test data.

Language: Python - Size: 0 Bytes - Last synced at: 16 days ago - Pushed at: 16 days ago - Stars: 0 - Forks: 0

diego-vicente/som-tsp

Solving the Traveling Salesman Problem using Self-Organizing Maps

Language: Python - Size: 5.23 MB - Last synced at: 30 days ago - Pushed at: over 1 year ago - Stars: 3,891 - Forks: 606

DaniloCVieira/iMESc

This app is intended to dynamically integrate machine learning techniques to explore multivariate data sets.

Language: R - Size: 81.9 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 9 - Forks: 2

ufvceiec/GEMA

A small Python 3 library to train Self Organizing Maps and use them to classify patterns.

Language: Python - Size: 620 KB - Last synced at: 23 days ago - Pushed at: 11 months ago - Stars: 25 - Forks: 8

Tonathiu-Pina/Classify_galaxies_with_Unsupervised_and_Supervised_learning

Classification of galaxies with unsupervised and supervised learning

Language: Jupyter Notebook - Size: 76.2 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

ANNetGPGPU/ANNetGPGPU

A GPU (CUDA) based Artificial Neural Network library

Language: C++ - Size: 1.99 MB - Last synced at: 20 days ago - Pushed at: over 3 years ago - Stars: 109 - Forks: 20

FlorentF9/sparkml-som

:sparkles: Spark ML implementation of SOM algorithm (Kohonen self-organizing map)

Language: Scala - Size: 29.3 KB - Last synced at: 6 days ago - Pushed at: over 3 years ago - Stars: 18 - Forks: 6

FlorentF9/SOMperf

:globe_with_meridians: SOMperf: Self-organizing maps performance metrics and quality indices

Language: Python - Size: 588 KB - Last synced at: about 1 month ago - Pushed at: 10 months ago - Stars: 36 - Forks: 13

FlorentF9/DESOM

:globe_with_meridians: Deep Embedded Self-Organizing Map: Joint Representation Learning and Self-Organization

Language: Python - Size: 6.72 MB - Last synced at: about 1 month ago - Pushed at: 12 months ago - Stars: 97 - Forks: 30

felixriese/susi

SuSi: Python package for unsupervised, supervised and semi-supervised self-organizing maps (SOM)

Language: Python - Size: 3.71 MB - Last synced at: about 1 month ago - Pushed at: 4 months ago - Stars: 111 - Forks: 23

corinnawegner/CNS-SS2425

Assignments for the Lecture: Advanced Computational Neuroscience 2 in Winter Term 2024/2025

Language: Jupyter Notebook - Size: 436 KB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 0 - Forks: 0

nicomignoni/som

PyTorch implementation of Kohonen's Self-Organizing Map.

Language: Python - Size: 1.2 MB - Last synced at: 13 days ago - Pushed at: about 4 years ago - Stars: 3 - Forks: 1

ifsm/Techno-Analysis

Analysis of early HOuse and Techno music from Germany and the united states of AMErica (HOTGAME). The HOTGAME corpus can be found under:

Language: HTML - Size: 2.02 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 0 - Forks: 0

tnaccarato/Vis-PheWAS

A visualisation platform for analysing disease-allele associations using HLA-PheWAS data

Language: Python - Size: 33.5 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 0 - Forks: 0

ventus550/somu

A simple high-performance implementation of the Self-Organizing Map (SOM) algorithm in Rust, exposed as a Python module.

Language: Rust - Size: 2.61 MB - Last synced at: 24 days ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0

cgorman/tensorflow-som

A multi-gpu implementation of the self-organizing map in TensorFlow

Language: Python - Size: 99.6 KB - Last synced at: about 1 month ago - Pushed at: almost 3 years ago - Stars: 78 - Forks: 35

BoccheseGiacomo/SCRN----Pre-Alpha-version

Self-Control Reservoir Network is a neural network concept that inspires from the human brain and from Reservoir Computing, designed for a better and smarter computing network

Language: Jupyter Notebook - Size: 36.1 KB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 3 - Forks: 0

fcomitani/simpsom

Python library for Self-Organizing Maps

Language: Python - Size: 34.5 MB - Last synced at: 29 days ago - Pushed at: over 1 year ago - Stars: 162 - Forks: 39

ygeunkim/somanomaly

Online SOM Detector

Language: Python - Size: 3.68 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 3 - Forks: 0

jonghough/jlearn

Machine Learning Library, written in J

Language: J - Size: 9.53 MB - Last synced at: 3 months ago - Pushed at: over 1 year ago - Stars: 58 - Forks: 13

mpatacchiola/pyERA

Python implementation of the Epigenetic Robotic Architecture (ERA). It includes standalone classes for Self-Organizing Maps (SOM) and Hebbian Networks.

Language: Python - Size: 118 MB - Last synced at: about 1 month ago - Pushed at: about 6 years ago - Stars: 72 - Forks: 19

jonasgrebe/py-self-organizing-maps

Implementation of SOMs (Self-Organizing Maps) with neighborhood-based map topologies.

Language: Python - Size: 370 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 7 - Forks: 0

IDSIA/kohonen-vae

Official repository for the paper "Topological Neural Discrete Representation Learning à la Kohonen" (ICML 2023 Workshop on Sampling and Optimization in Discrete Space)

Language: Python - Size: 77.1 KB - Last synced at: 15 days ago - Pushed at: about 2 years ago - Stars: 9 - Forks: 1

avinashshenoy97/RusticSOM

Rust library for Self Organising Maps (SOM).

Language: Rust - Size: 75.2 KB - Last synced at: 21 days ago - Pushed at: over 2 years ago - Stars: 34 - Forks: 6

SeyedMuhammadHosseinMousavi/A-New-Clustering-Method-Using-Evolutionary-Algorithms-for-Determining-Initial-States-and-Diverse

A New Clustering Method Using Evolutionary Algorithms for Determining Initial States, and Diverse Pairwise Distances for Clustering

Language: Python - Size: 3.48 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 1 - Forks: 0

LCSB-BioCore/GigaSOM.jl

Huge-scale, high-performance flow cytometry clustering in Julia

Language: Julia - Size: 3.77 MB - Last synced at: about 1 month ago - Pushed at: almost 2 years ago - Stars: 32 - Forks: 9

Ruban2205/Machine_learning_fundamentals

This repository contains a collection of fundamental topics and techniques in machine learning. It aims to provide a comprehensive understanding of various aspects of machine learning through simplified notebooks. Each topic is covered in a separate notebook, allowing for easy exploration and learning.

Language: Jupyter Notebook - Size: 2.6 MB - Last synced at: about 1 month ago - Pushed at: over 1 year ago - Stars: 7 - Forks: 0

FrancoBobadilla/NeuralMap

NeuralMap is a data analysis tool based on Self-Organizing Maps

Language: Python - Size: 4.99 MB - Last synced at: about 1 month ago - Pushed at: almost 4 years ago - Stars: 9 - Forks: 2

HITS-AIN/PINK

Parallelized rotation and flipping INvariant Kohonen maps

Language: Jupyter Notebook - Size: 109 MB - Last synced at: 13 days ago - Pushed at: almost 2 years ago - Stars: 22 - Forks: 11

GrahlmanMatthew/Colour-SOFM

A self-organizing feature map which is trained on a random three-dimensional (RGB) input space.

Language: C++ - Size: 73.4 MB - Last synced at: 29 days ago - Pushed at: over 5 years ago - Stars: 4 - Forks: 1

silkodenis/SOM

Neural network with learning without a teacher, performing the task of visualization and clustering.

Language: C++ - Size: 47.8 MB - Last synced at: 21 days ago - Pushed at: over 5 years ago - Stars: 8 - Forks: 1

Parth-Vader/ADLAS

Autonomous Dynamic Learning Apprentice System

Language: C++ - Size: 604 KB - Last synced at: 28 days ago - Pushed at: over 7 years ago - Stars: 13 - Forks: 2

yoch/sparse-som

Efficient Self-Organizing Map for Sparse Data

Language: C++ - Size: 4.76 MB - Last synced at: 20 days ago - Pushed at: over 4 years ago - Stars: 19 - Forks: 6

plwai/SOM_Surface_Reconstruction

GPUMLib Submodule

Language: C++ - Size: 50.8 KB - Last synced at: 3 months ago - Pushed at: over 7 years ago - Stars: 4 - Forks: 0

aditya-s-gourishetty/forecasting-using-satellite-imagery

This is my course project for EE404 Soft Computing

Size: 25 MB - Last synced at: about 2 months ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

viktor-platform/sample-travelling-salesman

Language: Python - Size: 155 KB - Last synced at: 6 months ago - Pushed at: 12 months ago - Stars: 28 - Forks: 4

SandroMartens/DBGSOM

A Python implementation of the Directed Batch Growing Self-Organizing Map

Language: Python - Size: 16.6 MB - Last synced at: 2 days ago - Pushed at: 8 months ago - Stars: 3 - Forks: 1

arnav1598/som0

College students organised on a self-organising map based on indicators related to personality traits

Language: Python - Size: 379 KB - Last synced at: 6 months ago - Pushed at: 8 months ago - Stars: 5 - Forks: 0

diest/TimeSeries_SOM_LSTM

This is an implementation of local learning for time series forecasting using self-organizing maps (SOMs) for determining time-window similarity and specialized long short-term memory recurrent neural networks (LSTM-RNNs) for prediction.

Language: Jupyter Notebook - Size: 2.49 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 0 - Forks: 0

George614/SOM-in-JAX

Self-Organizing Maps implemented in JAX

Language: Python - Size: 52.7 KB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 0 - Forks: 0

remokasu/somkit

A Python Implementation of Self-Organizing Maps (SOM)

Language: Python - Size: 16.2 MB - Last synced at: 3 months ago - Pushed at: 9 months ago - Stars: 1 - Forks: 1

mlange-42/som

Self-organizing maps in Go

Language: Go - Size: 1.21 MB - Last synced at: about 1 month ago - Pushed at: 9 months ago - Stars: 1 - Forks: 0

agnieszkalysak/som_mining_shafts

Implementation of the SOM on the mining shafts in Poland dataset.

Language: Jupyter Notebook - Size: 646 KB - Last synced at: 10 months ago - Pushed at: almost 5 years ago - Stars: 1 - Forks: 0

WielkaDraka/Deep-Learning-BM-SOM-AE

This repository contains boltzmann machine, self organizing maps and autoencoder

Language: Python - Size: 349 KB - Last synced at: 2 months ago - Pushed at: 10 months ago - Stars: 0 - Forks: 0

giorgioroffo/self-organizing-maps

Template implementation of a SOM for banking Fraud Detection

Language: Python - Size: 21.5 KB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 3 - Forks: 0

Meta-Ben/Iris-Data_Self-Organized-Map

2018 - Java Machine Learning Self Organized Map based on Iris.data

Language: Java - Size: 55.4 MB - Last synced at: 3 months ago - Pushed at: 10 months ago - Stars: 0 - Forks: 0

xagau/som

ground up implementation of a self organizing map in Java

Language: Java - Size: 15.6 KB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 0 - Forks: 0

chinazhouzhaoyi/SOM-down-sampling-for-plant-point-clouds

[ISPRS P&RS] Unsupervised shape-aware SOM down-sampling for plant point clouds

Language: Python - Size: 9.41 MB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 8 - Forks: 0

mhw32/neural-market-predictor

Project for a Machine Learning Class at Oxford. Uses CUSUM and SOM (Self Organizing Map) to predict "good stocks" based on previous NASDAQ history.

Language: Matlab - Size: 105 MB - Last synced at: about 1 month ago - Pushed at: about 10 years ago - Stars: 7 - Forks: 3

Pirata-Codex/Self-Organizing-Maps

Implementing Kohonen Self Organizing Maps using Gaussian distribution neighbor function

Language: Jupyter Notebook - Size: 21.5 KB - Last synced at: 11 months ago - Pushed at: over 4 years ago - Stars: 2 - Forks: 0

nglm/submapp

Implementation of PROFHMM method (Combining Self-Organizing Maps and Hidden Markov Models)

Language: Python - Size: 4.09 MB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 0 - Forks: 0

Samuele95/WebCat

Automated discovery and classification of websites content through unsupervised learning approach

Language: Python - Size: 78.1 KB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 0 - Forks: 0

saeid436/Multimodal-Gaussian-Distribution-Approximation

Approximation of mixing different gaussian distribution with Self-organizing Map(SoM) and Radial Basis Function(RBF)

Language: MATLAB - Size: 1.95 KB - Last synced at: 12 months ago - Pushed at: over 3 years ago - Stars: 1 - Forks: 1

PiotrTymoszuk/clustTools

Comprehensive dimensionality reduction and cluster analysis toolset

Language: R - Size: 392 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

catdance124/SOM_MNIST

Language: Jupyter Notebook - Size: 2.6 MB - Last synced at: about 1 year ago - Pushed at: about 5 years ago - Stars: 0 - Forks: 0

mthiboust/somap

A flexible, fast and scalable python library for Self-Organizing Maps

Language: Jupyter Notebook - Size: 4.6 MB - Last synced at: 9 months ago - Pushed at: about 1 year ago - Stars: 9 - Forks: 0

subhadeep-123/Self-Organizing-Maps

This repository contains the solution of Credit Card Fraud Detection using an unsupervised learning algorithm Self Organizing Map

Language: Python - Size: 69.3 KB - Last synced at: about 1 year ago - Pushed at: almost 6 years ago - Stars: 1 - Forks: 0

milankostak/Self-organizing-map

Kotlin implementation of SOM (Self-organizing map)

Language: Kotlin - Size: 5.86 KB - Last synced at: about 1 year ago - Pushed at: over 4 years ago - Stars: 1 - Forks: 0

joshspeagle/frankenz

A photometric redshift monstrosity

Language: Python - Size: 630 MB - Last synced at: 7 days ago - Pushed at: over 6 years ago - Stars: 16 - Forks: 3

PridaLab/LCN-HippoModel

The LCN-HippoModel is a biophysically realistic model of CA1 pyramidal cells aimed to get novel insights on firing dynamics in deep and superficial populations during the theta rhythm.

Language: Python - Size: 7.6 MB - Last synced at: 3 months ago - Pushed at: almost 3 years ago - Stars: 6 - Forks: 0

mwdchang/somVis

Self-organizing map

Language: JavaScript - Size: 37.1 KB - Last synced at: about 1 year ago - Pushed at: over 7 years ago - Stars: 0 - Forks: 0

MagnusPoppe/self-organizing-maps

Module 4 of the course IT-3105 Artificial intelligence programming at NTNU. Self organizing maps are based on unsupervised, competitive learning. For this project, the neural network is structured after the "Kohonen network".

Language: Python - Size: 125 KB - Last synced at: about 1 year ago - Pushed at: over 7 years ago - Stars: 4 - Forks: 1

Hatchin/FlowSOM

FlowSOM algorithm in Python, using self-organizing maps and minimum spanning tree for visualization and interpretation of cytometry data

Language: Python - Size: 2.92 MB - Last synced at: about 1 year ago - Pushed at: almost 3 years ago - Stars: 26 - Forks: 8

modhurita/SelfOrganizingMap-KMeans-DBSCAN

Exploring the clustering of subsurface resistivity data using the following 2 methods: (1) Self-Organizing Map (2) K-Means clustering followed by DBSCAN

Language: Jupyter Notebook - Size: 292 KB - Last synced at: about 2 months ago - Pushed at: almost 3 years ago - Stars: 1 - Forks: 0

vrettasm/SOMap

Self organizing maps (SOM) in Python3.

Language: Python - Size: 479 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

hernanbari/pylissom

Pytorch extension implementing LISSOM network and Topographica features

Language: Python - Size: 11.1 MB - Last synced at: about 1 year ago - Pushed at: over 6 years ago - Stars: 7 - Forks: 1

tn16jv/Self-Organizing-Map

Implementation of a Artificial Neural Network model of Self Organizing Maps (SOM)

Language: Java - Size: 678 KB - Last synced at: about 1 year ago - Pushed at: almost 4 years ago - Stars: 1 - Forks: 0

chrisbetze/Neural-Networks-and-Intelligent-Systems

Laboratory exercises using advanced software tools for neural network simulation

Language: Jupyter Notebook - Size: 9.35 MB - Last synced at: about 1 year ago - Pushed at: about 4 years ago - Stars: 0 - Forks: 0

perezjoan/Robust-SOM-SuperSOM-Clustering

Language: R - Size: 5.41 MB - Last synced at: about 1 year ago - Pushed at: about 6 years ago - Stars: 2 - Forks: 1

GraceSevillano/Visual-Perception-Class-Project

Classification project using Self-Organizing Maps (SOM) to differentiate patients and healthy subjects from marker data, encompassing network construction, training, and testing phases.

Language: Jupyter Notebook - Size: 1.86 MB - Last synced at: 2 months ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

tsotne95/SOM

SOM - Self-organizing map

Language: C - Size: 56.6 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 2 - Forks: 1

ldnl-unam/labsom_old

Self-Organizing Maps

Size: 43.5 MB - Last synced at: 11 months ago - Pushed at: almost 2 years ago - Stars: 1 - Forks: 0

kerodkibatu/PrimordialKineticLife

Explore emergent behavior with the help of kinetic particles to simulate early life forms, Unveiling the beauty of self-organization and adaptation!

Language: C# - Size: 14.7 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 3 - Forks: 0

TransMux/SOM

An SOM (Self-Organized-Map) without using machine learning libraries. 手写SOM

Language: Python - Size: 837 KB - Last synced at: 7 months ago - Pushed at: about 3 years ago - Stars: 2 - Forks: 0

visal-jay/Forecasting-Multivariate-Time-Series-with-Reduced-Event-Dimensionality

Forecsting Multivariate Time Series with converting events to a SOM node

Language: Jupyter Notebook - Size: 30.4 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

deeplearningunb/pop-music

Language: Python - Size: 17.6 KB - Last synced at: over 1 year ago - Pushed at: about 3 years ago - Stars: 2 - Forks: 0

johnlime/SelfOrganizingFutura

Morphing effect on Futura font via Angeniol's Self Organizing Map

Language: Python - Size: 1.9 MB - Last synced at: over 1 year ago - Pushed at: about 5 years ago - Stars: 0 - Forks: 0

johnlime/SOM

Solving TSP using SOM and LCO

Language: Jupyter Notebook - Size: 57.1 MB - Last synced at: over 1 year ago - Pushed at: about 5 years ago - Stars: 0 - Forks: 1

victor-iyi/The-Math-of-Intelligence

Implementation of Artificial Intelligence models without using any blackbox or libraries 😎

Language: Python - Size: 94.8 MB - Last synced at: about 1 year ago - Pushed at: over 6 years ago - Stars: 9 - Forks: 6

mohammad-safari/Artificial-Neural-Networks-implementation-from-scratch Fork of FarshidNooshi/ArtificialNeuralNetworks-ComputationalIntelligence-AUT

computational_intelligence_neural_network_project_spring_1402

Language: Jupyter Notebook - Size: 3.39 MB - Last synced at: 6 months ago - Pushed at: almost 2 years ago - Stars: 1 - Forks: 0

0011001011/vizuka

Explore high-dimensional datasets and how your algo handles specific regions.

Language: Python - Size: 3.07 MB - Last synced at: over 1 year ago - Pushed at: almost 7 years ago - Stars: 108 - Forks: 6

ayigitdogan/Solving-TSP-with-Self-Organizing-Maps

An exploration on SOM algorithm to solve traveling salesman problem

Size: 336 KB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

ZdrzalikPrzemyslaw/Machine-Learning

Implementations of Machine Learning algorithms in Python

Language: Python - Size: 53.3 MB - Last synced at: about 2 months ago - Pushed at: almost 5 years ago - Stars: 4 - Forks: 0

selforgmap/som-cpp

Self Organizing Map (SOM) is a type of Artificial Neural Network (ANN) that is trained using an unsupervised, competitive learning to produce a low dimensional, discretized representation (feature map) of higher dimensional data.

Language: C++ - Size: 254 KB - Last synced at: over 1 year ago - Pushed at: about 6 years ago - Stars: 5 - Forks: 7

rubenandrebarreiro/gpu-cuda-self-organising-maps

🧠 💡 📈 A project based in High Performance Computing. This project was built using CUDA (Compute Unified Device Architecture), C++ (C Plus Plus), C, CMake and JetBrains CLion. The scenario of the project was a GPU-based implementation of the Self-Organising-Maps (S.O.M.) algorithm for Artificial Neural Networks (A.N.N.), with the support of CUDA (Compute Unified Device Architecture), using its offered parallel optimisations and tunings. The final goal of the project was to test the several GPU-based implementations of the algorithm against a given CPU-based implementation of the same algorithm and, evaluate and compare the overall performance (speedup, efficiency and cost).

Language: C++ - Size: 86.7 MB - Last synced at: over 1 year ago - Pushed at: almost 2 years ago - Stars: 6 - Forks: 2

enricivi/growing_hierarchical_som

Self-Organizing Map [https://en.wikipedia.org/wiki/Self-organizing_map] is a popular method to perform cluster analysis. SOM shows two main limitations: fixed map size constraints how the data is being mapped and hierarchical relationships are not easily recognizable. Thus Growing Hierarchical SOM has been designed to overcome this issues

Language: Python - Size: 2.21 MB - Last synced at: over 1 year ago - Pushed at: almost 2 years ago - Stars: 30 - Forks: 9