Scalable non-negative matrix tri-factorization

Scalable non-negative matrix tri-factorization

Abstract Background Matrix factorization is a well established pattern discovery tool that has seen numerous applications in biomedical data analytics, such as gene expression co-clustering, patient stratification, and gene-disease association mining. Matrix factorization learns a latent data model...

Full description

Bibliographic Details
Main Authors:	Andrej Čopar, Marinka žitnik, Blaž Zupan
Format:	Article
Language:	English
Published:	BMC 2017-12-01
Series:	BioData Mining
Subjects:	Matrix factorization Non-negative matrix tri-factorization Non-negative block value decomposition Block-wise multiplication Graphics-processing unit Large scale latent factor analysis
Online Access:	http://link.springer.com/article/10.1186/s13040-017-0160-6

Similar Items

Community Detection in Multiplex Networks Using Orthogonal Non-Negative Matrix Tri-Factorization Based on Graph Regularization and Diversity
by: Yuqi Yang, et al.
Published: (2024-04-01)

Multi-Mode Social Network Clustering via Non-Negative Tri-Matrix Factorization With Cluster Indicator Similarity Regularization
by: Li Ni, et al.
Published: (2019-01-01)

Muscle Synergy during Wrist Movements Based on Non-Negative Tucker Decomposition
by: Xiaoling Chen, et al.
Published: (2024-05-01)

Robust capped norm dual hyper-graph regularized non-negative matrix tri-factorization
by: Jiyang Yu, et al.
Published: (2023-05-01)

A novel non-negative matrix factorization technique for decomposition of Chinese characters with application to secret sharing
by: Chih-Yang Lin, et al.
Published: (2019-08-01)

Robust Non-Negative Matrix Tri-Factorization with Dual Hyper-Graph Regularization
by: Jiyang Yu, et al.
Published: (2025-02-01)

Non-parallel dictionary learning for voice conversion using non-negative Tucker decomposition
by: Yuki Takashima, et al.
Published: (2019-09-01)

Transductive Nonnegative Matrix Tri-Factorization
by: Xiao Teng, et al.
Published: (2020-01-01)

Minimizing Required User Effort for Cold-Start Recommendation by Identifying the Most Important Latent Factors
by: Yuhong Liu, et al.
Published: (2018-01-01)

Improving drug repositioning accuracy using non-negative matrix tri-factorization
by: Qingmei Li, et al.
Published: (2025-03-01)

An Algorithm Based on Non-Negative Matrix Factorization for Detecting Communities in Networks
by: Chenze Huang, et al.
Published: (2024-02-01)

A non-convex optimization framework for large-scale low-rank matrix factorization
by: Sajad Fathi Hafshejani, et al.
Published: (2022-12-01)

Non Negative Matrix Factorization Clustering Capabilities; Application on Multivariate Image Segmentation
by: Cosmin Lazar, et al.
Published: (2009-10-01)

Investigating microstructural variation in the human hippocampus using non-negative matrix factorization
by: Raihaan Patel, et al.
Published: (2020-02-01)

Hierarchical non-negative matrix factorization using clinical information for microbial communities
by: Ko Abe, et al.
Published: (2021-02-01)

Fast optimization of non-negative matrix tri-factorization.
by: Andrej Čopar, et al.
Published: (2019-01-01)

A Block Coordinate Descent-Based Projected Gradient Algorithm for Orthogonal Non-Negative Matrix Factorization
by: Soodabeh Asadi, et al.
Published: (2021-03-01)

ℓ2,1 Norm and Hessian Regularized Non-Negative Matrix Factorization with Discriminability for Data Representation
by: Peng Luo, et al.
Published: (2017-09-01)

Robust Exponential Graph Regularization Non-Negative Matrix Factorization Technology for Feature Extraction
by: Minghua Wan, et al.
Published: (2023-04-01)

A Global Sampling Based Image Matting Using Non-Negative Matrix Factorization
by: NAVEED ALAM, et al.
Published: (2017-10-01)

Optimal Recovery of Missing Values for Non-Negative Matrix Factorization
by: Rebecca Chen Dean, et al.
Published: (2021-01-01)

Robust Adaptive Graph Regularized Non-Negative Matrix Factorization
by: Xiang He, et al.
Published: (2019-01-01)

A Novel Method for Identifying Essential Proteins Based on Non-negative Matrix Tri-Factorization
by: Zhihong Zhang, et al.
Published: (2021-08-01)

SAC-NMF-Driven Graphical Feature Analysis and Applications
by: Nannan Li, et al.
Published: (2020-12-01)

Robust Probabilistic Matrix Tri-factorization
by: SHI Jiarong, CHEN Jiaojiao
Published: (2020-07-01)

Group Sparsity and Graph Regularized Semi-Nonnegative Matrix Factorization with Discriminability for Data Representation
by: Peng Luo, et al.
Published: (2017-11-01)

An Iterative Method for Identifying Essential Proteins Based on Non-Negative Matrix Factorization
by: Jin Liu, et al.
Published: (2020-01-01)

A model of feature extraction for well logging data based on graph regularized non-negative matrix factorization with optimal estimation
by: Kehong Yuan, et al.
Published: (2025-02-01)

A Novel Approach to Extracting Non-Negative Latent Factors From Non-Negative Big Sparse Matrices
by: Xin Luo, et al.
Published: (2016-01-01)

Unsupervised learning of spatially-resolved ARPES spectra for epitaxially grown graphene via non-negative matrix factorization
by: Masaki Imamura, et al.
Published: (2024-10-01)

SC-JNMF: single-cell clustering integrating multiple quantification methods based on joint non-negative matrix factorization
by: Mikio Shiga, et al.
Published: (2021-08-01)

Non-negative Dimensionality Reduction for Mammogram Classification
by: I. Buciu, et al.
Published: (2009-05-01)

Data-Dependent Feature Extraction Method Based on Non-Negative Matrix Factorization for Weakly Supervised Domestic Sound Event Detection
by: Seokjin Lee, et al.
Published: (2021-01-01)

Finding the Number of Latent Topics With Semantic Non-Negative Matrix Factorization
by: Raviteja Vangara, et al.
Published: (2021-01-01)

Binary Codes Based on Non-Negative Matrix Factorization for Clustering and Retrieval
by: Jiang Xiong, et al.
Published: (2020-01-01)

Assessing Methods for Evaluating the Number of Components in Non-Negative Matrix Factorization
by: José M. Maisog, et al.
Published: (2021-11-01)

Adversarial Attack Defense Method for a Continuous-Variable Quantum Key Distribution System Based on Kernel Robust Manifold Non-Negative Matrix Factorization
by: Yuwen Fu, et al.
Published: (2023-09-01)

Reverberation Suppression Method for Active Sonar Systems Using Non-Negative Matrix Factorization With Pre-Trained Frequency Basis Matrix
by: Geunhwan Kim, et al.
Published: (2021-01-01)

Multi-constraint non-negative matrix factorization for community detection: orthogonal regular sparse constraint non-negative matrix factorization
by: Zigang Chen, et al.
Published: (2024-04-01)

Multi-Group Transfer Learning on Multiple Latent Spaces for Text Classification
by: Jianhan Pan, et al.
Published: (2020-01-01)