clustering-evaluation

There are 2 repositories under clustering-evaluation topic.

scikit-learn-contrib / hdbscan
A high performance implementation of HDBSCAN clustering.
machine-learning machine-learning-algorithms clustering clustering-algorithm cluster-analysis clustering-evaluation
Language:Jupyter Notebook 2676
Clustering4Ever / Clustering4Ever
C4E, a JVM friendly library written in Scala for both local and distributed (Spark) Clustering.
scala spark clustering clustering-algorithm clustering-evaluation scalability bigdata big-data ai artificial-intelligence
Language:Scala 128
sandipanpaul21 / Clustering-in-Python
Clustering methods in Machine Learning includes both theory and python code of each algorithm. Algorithms include K Mean, K Mode, Hierarchical, DB Scan and Gaussian Mixture Model GMM. Interview questions on clustering are also added in the end.
clustering clustering-algorithm clustering-methods clustering-evaluation clustering-coefficient clustering-validation kmeans-clustering kmeans-algorithm kmeans-analysis dendogram hierarchical-clustering hierarchical-models dbscan dbscan-clustering dbscan-algorithm dbscan-clustering-algorithm dbscan-clusters gaussian-mixture-models python k-mode
Language:Jupyter Notebook 97
iralabdisco / pso-clustering
PSO-Clustering algorithm [Matlab code]
pso particle-swarm-optimization tutorial clustering clustering-algorithm clustering-evaluation k-means hybrid-pso pso-clustering
Language:MATLAB 62
thieu1995 / permetrics
Artificial intelligence (AI, ML, DL) performance metrics implemented in Python
coefficient-of-determination rmse mae performance-metrics symmetric-mean-absolute-percentage nash-sutcliffe-efficiency willmott-index relative-error regression-methods classification-report clustering-evaluation kling-gupta-efficiency deviation-of-runoff-volume evaluation-metrics regression classification
Language:Python 56
hhromic / python-bcubed
Simple Extended BCubed implementation in Python for clustering evaluation
python bcubed clustering-evaluation
Language:Python 47
pedrodbs / Aglomera
A hierarchical agglomerative clustering (HAC) library written in C#
clustering hierarchical-clustering clustering-evaluation machine-learning
Language:C# 46
BaderLab / scClustViz
Explore and share your scRNAseq clustering results
clustering-evaluation differential-expression r scrna-seq scrna-seq-analysis scrnaseq shiny single-cell ui
Language:R 44
porterehunley / RACplusplus
A high performance implementation of Reciprocal Agglomerative Clustering in C++
cluster-analysis clustering clustering-algorithm clustering-evaluation machine-learning machine-learning-algorithms
Language:Jupyter Notebook 43
gagolews / clustering-benchmarks
A framework for benchmarking clustering algorithms
clustering cluster cluster-analysis clustering-evaluation machine-learning benchmarking benchmark-suite data ground-truth clustering-algorithms clustering-benchmarks data-science dataset datasets
Language:Python 31
philips-software / latrend
An R package for clustering longitudinal datasets in a standardized way, providing interfaces to various R packages for longitudinal clustering, and facilitating the rapid implementation and evaluation of new methods
longitudinal-data clustering-methods cluster-analysis clustering-evaluation mixture-models data-science time-series-analysis r-package r longitudinal-clustering
Language:R 23
eXascaleInfolab / clubmark
Clubmark: a Parallel Isolation Framework for Benchmarking and Profiling of Clustering (Community Detection) Algorithms Considering Overlaps (Covers)
benchmark-framework clustering-algorithms-benchmarking clustering-evaluation community-detection-evaluation parallel-benchmarking evaluation-metrics algorithm-profiling overlapping-clusteriing-evaluation
Language:Python 20
waynezhanghk / gacluster
Graph Agglomerative Clustering Library
clustering image-clustering spectral-clustering graph-clustering community-detection fashion-mnist mnist agglomerative-clustering hierarchical-clustering deep-clustering clustering-evaluation k-means unsupervised-learning spectral-clustering-algorithm dbscan
Language:MATLAB 20
eXascaleInfolab / GenConvNMI
Generalized Conventional Mutual Information (GenConvMI) - NMI for overlapping (soft, fuzzy) clusters (communities), compatible with standard NMI, pure C++ version (single executable)
clustering-evaluation benchmark-measures quality-measures nmi overlapping-community-evaluation accuracy-metrics covers-evaluation
Language:C++ 19
eXascaleInfolab / OvpNMI
Overlapping Normalized Mutual Information and Omega Index evaluation for the overlapping community structure produced by clustering algorithms
clustering-evaluation nmi quality-measures omega-index
Language:C++ 17
eXascaleInfolab / xmeasures
Extremely fast evaluation of the extrinsic clustering measures: various (mean) F1 measures and Omega Index (Fuzzy Adjusted Rand Index) for the multi-resolution clustering with overlaps/covers, standard NMI, clusters labeling
clustering-evaluation benchmark-measures quality-measures f1-score nmi omega-index covers-evaluation extrinsic-quality-measures f-measure fuzzy-adjusted-rand-index overlapping-community-evaluation ari accuracy-metrics
Language:C++ 17
hulianyu / CVDD
An Internal Validity Index Based on Density-Involved Distance
clustering-evaluation internal-validity-index density-involved-distance
Language:MATLAB 16
lettier / interactivekmeans
Interactive HTML canvas based implementation of k-means.
interactive-kmeans kmeans kmeans-clustering kmeans-algorithm machine-learning machine-learning-algorithms ai clustering clustering-algorithm cluster-analysis clustering-methods data-science clustering-evaluation scikit-learn cluster
Language:JavaScript 15
Clustering-by-Silhouette
EtzionR / Clustering-by-Silhouette
Optimize clustering labels using Silhouette Score.
clustering clustering-analysis clustering-evaluation kmeans meanshift hdbscan silhouette machine-learning
Language:Python 10
josemarialuna / ClusterIndices
This package contains the code for executing clustering validity indices in Spark. The package includes BD-Silhouette, BD-Dunn, Davies-Bouldin and WSSSE indices.
clustering-evaluation validity-indices spark-mllib scala big-data
Language:Scala 10
alashkov83 / S_Dbw
S_Dbw validity index. Adapted for DBSCAN (and similar)
clustering-evaluation cluster-analysis python3 python
Language:Jupyter Notebook 9
josemarialuna / ExternalValidity
This package contains the code for calculating external clustering validity indices in Spark. The package includes Chi Index among others.
cvi clustering-validation clustering-evaluation apache-spark apache-spark-cluster scala spark-ml spark-mllib
Language:Scala 9
Theldus / KValid
A simple clustering evaluation of KMeans for WEKA
clustering clustering-evaluation kmeans weka
Language:Java 9
cleanzr / clevr
Clustering and Link Prediction Evaluation in R
clustering-evaluation record-linkage link-prediction entity-resolution r-package evaluation-metrics
Language:R 8
eren-ck / finch
A Python implementation of "FINCH Clustering Algorithm (CVPR 2019)"
cluster-analysis clustering clustering-algorithm clustering-evaluation data-science machine-learning
Language:Python 7
nejci / Pepelka
Pepelka is a MATLAB toolbox for data clustering and visualization.
cluster-analysis machine-learning clustering clustering-evaluation cluster-validation ensemble-learning visualization dataset-generation datasets
Language:MATLAB 7
pajaskowiak / dbcv
Density-Based Clustering Validation
cluster-analysis clustering clustering-evaluation clustering-methods clustering-validation datasets dbcv density-based-clustering 2d-data dbscan-clustering dbscan-clusters synthetic-data hdbscan hdbscan-clustering-algorithm kdd
Language:MATLAB 7
quandb / atc
A Data Mining Framework for Air Route Clustering
clustering-evaluation clustering-methods machine-learning trajectory-clustering-framework unsupervised-learning
Language:Python 7
adanjoga / cvik-toolbox
CVIK is a Toolbox for the automatic determination of the number of clusters on data clustering problems
toolbox cluster-validity cvi silhouette cluster-analysis clustering validity-index clustering-evaluation cvik
Language:MATLAB 5
Cuky88 / APICrawler
text-mining tensorflow text-processing text-classification clustering clustering-evaluation api api-documentation crawler
Language:Python 5
ghar1821 / ParetoBench
Benchmarking framework based on Pareto front concept
benchmark-framework benchmarking clustering clustering-evaluation
Language:Python 5
HawxChen / CloudComputing
MapReduce, Spark, Hadoop, PostgreSQL, Cluster Management
mapreduce mapreduce-server spark hadoop hadoop-mapreduce hdfs hadoop-mapreduce-aws hadoop-mapreduce-programming apache-spark cluster-computing cluster-analysis clustering-evaluation
Language:Python 5
pajaskowiak / clusterConfusion
Clustering validation with ROC Curves
clustering clustering-algorithm clustering-analysis clustering-evaluation roc-analysis roc-auc roc-auc-curve roc-plot auc-score clustering-validation hierarchical-clustering k-means k-means-clustering roc-auc-score roc-curve roc-curves
Language:R 5
RohitLearner / IBM-Applied-D.S-Capstone-Project
Applied Data Science Capstone project offered by IBM.
capstone clustering-evaluation data-analysis data-science foursquare ibm-applied ibm-data-science machine-learning
Language:Jupyter Notebook 5
zcebeci / fcvalid
Internal Validity Indexes for Fuzzy and Possibilistic Clustering
cluster-analysis clustering clustering-analysis clustering-benchmarks clustering-evaluation clustering-validation fcm fuzzy-clustering-analyses fuzzy-cmeans-clustering fuzzy-internal-indexes fuzzy-possibilistic-cmeans number-of-clusters pcm possibilistic-clustering-algorithms unsupervised-clustering unsupervised-learning unsupervised-machine-learning validate validation validity-indices
Language:R 5
caesarmario / Mall-Customers-Clustering-Analysis-using-SAS-Enterprise-Miner
This repository contains mall customers clustering analysis. This repository also uses SAS Enterprise Miner to perform clustering and identify each cluster's characteristics. Full explanations about this repository can be seen on: https://medium.com/@caesarmario/mall-customers-clustering-analysis-da594bd2718b
cluster-analysis clustering clustering-algorithm clustering-analysis clustering-evaluation clusters marketing marketing-analytics sas sas-enterprise-miner segmentation
4

clustering-evaluation

scikit-learn-contrib / hdbscan

Clustering4Ever / Clustering4Ever

sandipanpaul21 / Clustering-in-Python

iralabdisco / pso-clustering

thieu1995 / permetrics

hhromic / python-bcubed

pedrodbs / Aglomera

BaderLab / scClustViz

porterehunley / RACplusplus

gagolews / clustering-benchmarks

philips-software / latrend

eXascaleInfolab / clubmark

waynezhanghk / gacluster

eXascaleInfolab / GenConvNMI

eXascaleInfolab / OvpNMI

eXascaleInfolab / xmeasures

hulianyu / CVDD

lettier / interactivekmeans

EtzionR / Clustering-by-Silhouette

josemarialuna / ClusterIndices

alashkov83 / S_Dbw

josemarialuna / ExternalValidity

Theldus / KValid

cleanzr / clevr

eren-ck / finch

nejci / Pepelka

pajaskowiak / dbcv

quandb / atc

adanjoga / cvik-toolbox

Cuky88 / APICrawler

ghar1821 / ParetoBench

HawxChen / CloudComputing

pajaskowiak / clusterConfusion

RohitLearner / IBM-Applied-D.S-Capstone-Project

zcebeci / fcvalid

caesarmario / Mall-Customers-Clustering-Analysis-using-SAS-Enterprise-Miner