Simple and scalable constrained clustering: a generalized spectral method

Simple and scalable constrained clustering: a generalized spectral method

We present a simple spectral approach to the well-studied constrained clustering problem. It captures constrained clustering as a generalized eigenvalue problem with graph Laplacians. The algorithm works in nearly-linear time and provides concrete guarantees for the quality of the clusters, at least...

Szczegółowa specyfikacja

Opis bibliograficzny
1. autor:	Cucuringu, M
Format:	Conference item
Wydane:	Microtome Publishing 2016

Podobne zapisy

Ultra-scalable spectral clustering and ensemble clustering
od: Huang, Dong, i wsp.
Wydane: (2020)

Motif-based spectral clustering of weighted directed networks
od: Underwood, WG, i wsp.
Wydane: (2020)

Motif-based spectral clustering of weighted directed networks
od: William G. Underwood, i wsp.
Wydane: (2020-09-01)

Coherency-Constrained Spectral Clustering for Power Network Reduction
od: Mario D. Baquedano-Aguilar, i wsp.
Wydane: (2025-01-01)

SPONGE: A generalized eigenproblem for clustering signed networks
od: Cucuringu, M, i wsp.
Wydane: (2019)

Spatial–Spectral Constrained Adaptive Graph for Hyperspectral Image Clustering
od: Xing-Hui Zhu, i wsp.
Wydane: (2022-08-01)

Sync-Rank: Robust ranking, constrained ranking and rank aggregation via eigenvector and SDP synchronization
od: Cucuringu, M
Wydane: (2016)

Constrained clustering: general pairwise and cardinality constraints
od: Bibi, A, i wsp.
Wydane: (2023)

Constrained Clustering: General Pairwise and Cardinality Constraints
od: Adel Bibi, i wsp.
Wydane: (2023-01-01)

Detection of core-periphery structure in networks using spectral methods and geodesic paths
od: Cucuringu, M, i wsp.
Wydane: (2016)

Scalable machine translation in memory constrained environments
od: Baltescu, P
Wydane: (2016)

Hermitian matrices for clustering directed graphs: insights and applications
od: Cucuringu, M
Wydane: (2019)

Constrained spectral clustering via multi–layer graph embeddings on a grassmann manifold
od: Trokicić Aleksandar, i wsp.
Wydane: (2019-03-01)

Scalable fair clustering
od: Indyk, Piotr, i wsp.
Wydane: (2021)

General conversion method for constrained systems
od: Igor A. Batalin, i wsp.
Wydane: (2018-12-01)

Scalable Spectral Clustering With Nyström Approximation: Practical and Theoretical Aspects
od: Farhad Pourkamali-Anaraki
Wydane: (2020-01-01)

Distributed training and scalability for the particle clustering method UCluster
od: Sunneborn Gudnadottir Olga, i wsp.
Wydane: (2021-01-01)

Entropy-Based Incomplete Cholesky Decomposition for a Scalable Spectral Clustering Algorithm: Computational Studies and Sensitivity Analysis
od: Rocco Langone, i wsp.
Wydane: (2016-05-01)

Constrained Spectral Clustering of Individual Trees in Dense Forest Using Terrestrial Laser Scanning Data
od: Johannes Heinzel, i wsp.
Wydane: (2018-07-01)

Simple method for the estimation of solar spectral radiation
od: Dahr Fatima-ezzahra, i wsp.
Wydane: (2021-01-01)

An MBO scheme for clustering and semi-supervised clustering of signed networks
od: Cucuringu, M, i wsp.
Wydane: (2021)

Spectrally-constrained sequences : bounds and constructions
od: Liu, Zilong, i wsp.
Wydane: (2019)

Simple, Fast, Scalable, and Reliable Multiprocessor Algorithms
od: Jayanti, Siddhartha Visveswara
Wydane: (2023)

Simple Scalable Multimodal Semantic Segmentation Model
od: Yuchang Zhu, i wsp.
Wydane: (2024-01-01)

Efficient and simple scalable image compression algorithms
od: Ali Kadhim Al-Janabi
Wydane: (2019-09-01)

Spectral Separation for Multispectral Image Reproduction Based on Constrained Optimization Method
od: Bangyong Sun, i wsp.
Wydane: (2014-01-01)

Scalable Inter-Cluster Communications Systems for Clustered Microprocessors
od: Jiang, Xiaohu, i wsp.
Wydane: (2023)

A simple up-scalable thermal treatment method for synthesis of ZnO nanoparticles
od: Lee, Phin Jit, i wsp.
Wydane: (2015)

A Simple and Scalable Chopped-Thallus Transformation Method for <i>Marchantia polymorpha</i>
od: Rituraj Batth, i wsp.
Wydane: (2025-02-01)

Scalable Matching and Clustering of Entities with FAMER
od: Alieh Saeedi, i wsp.
Wydane: (2018-10-01)

MSGNN: a spectral graph neural network based on a novel magnetic signed Laplacian
od: He, Y, i wsp.
Wydane: (2022)

Correlation matrix clustering for statistical arbitrage portfolios
od: Jin, Q, i wsp.
Wydane: (2023)

CLUSTERING INCOMPLETE SPECTRAL DATA WITH ROBUST METHODS
od: S. Äyrämö, i wsp.
Wydane: (2017-10-01)

Scalability of Generalized Frames for Operators
od: Varinder Kumar, i wsp.
Wydane: (2024-01-01)

A SAS Macro for Covariate-Constrained Randomization of General Cluster-Randomized and Unstratified Designs
od: Erich J. Greene
Wydane: (2017-04-01)

Fair Method for Spectral Clustering to Improve Intra-cluster Fairness
od: XU Xia, ZHANG Hui, YANG Chunming, LI Bo, ZHAO Xujian
Wydane: (2023-02-01)

A simple and scalable zebrafish model of Sonic hedgehog medulloblastoma
od: Mattie J. Casey, i wsp.
Wydane: (2024-08-01)

Advances in kernel methods: towards general-purpose and scalable models
od: Samo, YLK
Wydane: (2017)

Matrix completion with nonconvex regularization: spectral operators and scalable algorithms
od: Mazumder, Rahul, i wsp.
Wydane: (2021)

A Simple and Scalable Method for the Preparation of Magnetite/Graphene Oxide Nanocomposites under Mild Conditions
od: Tamás Szabó, i wsp.
Wydane: (2018-01-01)