Constrained Clustering

Split data into groups, taking into account knowledge in the form of constraints on points, groups of points, or clusters.

Papers

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Showing 1–25 of 72 papers

Title	Date	Tasks	Status	Hype	Score
A Framework for Deep Constrained Clustering -- Algorithms and Advances	Jan 29, 2019	ClusteringConstrained Clustering	CodeCode Available	1	5
A Framework for Deep Constrained Clustering	Jan 7, 2021	ClusteringConstrained Clustering	CodeCode Available	1	5
Advances in integration of end-to-end neural and clustering-based diarization for real conversational speech	May 19, 2021	ClusteringConstrained Clustering	CodeCode Available	1	5
Constrained Clustering and Multiple Kernel Learning without Pairwise Constraint Relaxation	Mar 23, 2022	ClusteringConstrained Clustering	CodeCode Available	1	5
Spatially relaxed inference on high-dimensional linear models	Jun 4, 2021	ClusteringConstrained Clustering	CodeCode Available	1	5
Deep Conditional Gaussian Mixture Model for Constrained Clustering	Jun 11, 2021	ClusteringConstrained Clustering	CodeCode Available	1	5
Statistical control for spatio-temporal MEG/EEG source imaging with desparsified multi-task Lasso	Sep 29, 2020	ClusteringConstrained Clustering	CodeCode Available	1	5
CycleGuardian: A Framework for Automatic RespiratorySound classification Based on Improved Deep clustering and Contrastive Learning	Feb 2, 2025	Audio ClassificationClustering	CodeCode Available	1	5
Learning Discrete Representations via Constrained Clustering for Effective and Efficient Dense Retrieval	Oct 12, 2021	ClusteringConstrained Clustering	CodeCode Available	1	5
FP-Age: Leveraging Face Parsing Attention for Facial Age Estimation in the Wild	Jun 21, 2021	Age EstimationConstrained Clustering	CodeCode Available	1	5
Multi‑camera trajectory matching based on hierarchical clustering and constraints	Oct 19, 2023	AttributeAutonomous Driving	CodeCode Available	1	5
Towards Uncovering the Intrinsic Data Structures for Unsupervised Domain Adaptation using Structurally Regularized Deep Clustering	Dec 8, 2020	ClusteringConstrained Clustering	CodeCode Available	1	5
Neural Capacitated Clustering	Feb 10, 2023	ClusteringConstrained Clustering	CodeCode Available	0	5
On Constrained Spectral Clustering and Its Applications	Jan 25, 2012	ClusteringConstrained Clustering	CodeCode Available	0	5
A consensus-constrained parsimonious Gaussian mixture model for clustering hyperspectral images	Mar 5, 2024	ClusteringComputational Efficiency	CodeCode Available	0	5
MC-GTA: Metric-Constrained Model-Based Clustering using Goodness-of-fit Tests with Autocorrelations	May 28, 2024	ClusteringConstrained Clustering	CodeCode Available	0	5
Partial Label Clustering	May 6, 2025	ClusteringConstrained Clustering	CodeCode Available	0	5
Incremental Constrained Clustering by Minimal Weighted Modification	Sep 22, 2023	ClusteringConstrained Clustering	CodeCode Available	0	5
FastLloyd: Federated, Accurate, Secure, and Tunable k-Means Clustering with Differential Privacy	May 3, 2024	ClusteringConstrained Clustering	CodeCode Available	0	5
A Bibliographic View on Constrained Clustering	Sep 22, 2022	Active LearningClustering	CodeCode Available	0	5
Constrained Clustering: General Pairwise and Cardinality Constraints	Jul 24, 2019	ClusteringConstrained Clustering	CodeCode Available	0	5
ConstraintMatch for Semi-constrained Clustering	Nov 26, 2023	ClusteringConstrained Clustering	CodeCode Available	0	5
Deep Constrained Dominant Sets for Person Re-identification	Apr 25, 2019	ClusteringConstrained Clustering	CodeCode Available	0	5
Deep Clustering with Incomplete Noisy Pairwise Annotations: A Geometric Regularization Approach	May 30, 2023	ClusteringConstrained Clustering	CodeCode Available	0	5
An Exact Algorithm for Semi-supervised Minimum Sum-of-Squares Clustering	Nov 30, 2021	ClusteringConstrained Clustering	CodeCode Available	0	5

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