Multiple partitions aligned clustering

Z Kang, Z Guo, S Huang, S Wang, W Chen… - arXiv preprint arXiv …, 2019 - arxiv.org
… the multi-view information by fusing partitions. Specifically, we align each partition to form a
consensus cluster … Moreover, a weight is assigned for each view to account for the clustering …

Multiple partitions alignment via spectral rotation

S Huang, IW Tsang, Z Xu, J Lv - Machine Learning, 2022 - Springer
… as a perturbation of the consensus clustering, and the multiple partitions are integrated by …
partition of each view as a perturbation of the consensus clustering, and the multiple partitions

Partially view-aligned clustering

Z Huang, P Hu, JT Zhou, J Lv… - Advances in Neural …, 2020 - proceedings.neurips.cc
… propose a novel multi-view clustering method termed partially view-aligned clustering (PVC)…
For Caltech101-20, Reuters and Scene-15, we randomly split them into two partitions ({A(v), …

Align then fusion: Generalized large-scale multi-view clustering with anchor matching correspondences

S Wang, X Liu, S Liu, J Jin, W Tu… - Advances in Neural …, 2022 - proceedings.neurips.cc
alignment module also shows significant clustering performance improvement applying to
existing multi-… seeks to fuse partition level information where multiple clustering results can …

MAGUS: multiple sequence alignment using graph clustering

V Smirnov, T Warnow - Bioinformatics, 2021 - academic.oup.com
… ) We cluster the alignment graph with MCL. This example shows two violations: the pink-outlined
cluster … 1 and partitions the vertices into disjoint clusters. In essence, the purpose of this …

Partitioning and correlating subgroup characteristics from Aligned Pattern Clusters

ESA Lee, FJ Whelan, DME Bowdish… - Bioinformatics, 2016 - academic.oup.com
… Herein, we develop an unsupervised aligned pattern clustering tool to facilitate the …
demonstrate that our method is as effective as multiple sequence alignments for motif discovery. In …

MSAProbs: multiple sequence alignment based on pair hidden Markov models and partition function posterior probabilities

Y Liu, B Schmidt, DL Maskell - Bioinformatics, 2010 - academic.oup.com
… , a new and practical multiple alignment algorithm for protein … pair hidden Markov models
and partition functions to calculate … the new cluster z, formed by merging two existing clusters x …

Sequential pattern mining in multi-databases via multiple alignment

HC Kum, JH Chang, W Wang - Data Mining and Knowledge Discovery, 2006 - Springer
… heuristic to apply multiple alignment to sequences in a cluster. … If sequences in a cluster
C are aligned in the density-… can be partitioned into multiple clusters by ApproxMAP. One …

MSARC: Multiple sequence alignment by residue clustering

M Modzelewski, N Dojer - Algorithms for Molecular Biology, 2014 - Springer
… graph-clustering based algorithm that aligns sequence sets … alignment quality similar to
the best progressive methods. … Columns of any multiple alignment form a partition of the set of …

Visually comparing multiple partitions of data with applications to clustering

J Zhou, S Konecni, G Grinstein - Visualization and Data …, 2009 - spiedigitallibrary.org
… For instance, Figure 7 illustrates the correspondence of highly aligned clusters such as DB-2,
KM-5, HC-2, SOM-3, and XM-3. In terms of group stability based on the hot dimension, the …