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A Fast Nonnegative Autoencoder-Based Approach to Latent Feature Analysis on High-Dimensional and Incomplete Data 期刊论文
IEEE TRANSACTIONS ON SERVICES COMPUTING, 2024, 卷号: 17, 期号: 3, 页码: 733-746
作者:  Bi, Fanghui;  He, Tiantian;  Luo, Xin
收藏  |  浏览/下载：9/0  |  提交时间：2024/08/16
Knowledge acquisition  data science  high-dimensional and incomplete data  neural network  fast nonnegative AutoEncoder  latent feature analysis  link prediction  network representation learning  
Adaptively-Accelerated Parallel Stochastic Gradient Descent for High-Dimensional and Incomplete Data Representation Learning 期刊论文
IEEE TRANSACTIONS ON BIG DATA, 2024, 卷号: 10, 期号: 1, 页码: 92-107
作者:  Qin, Wen;  Luo, Xin;  Zhou, Mengchu
收藏  |  浏览/下载：17/0  |  提交时间：2024/05/06
Parallel algorithm  industrial application  latent feature analysis  high-dimensional and incomplete data  stochastic gradient descent  parallelization shared-memory  data science  
Asynchronous Parallel Fuzzy Stochastic Gradient Descent for High-Dimensional Incomplete Data Representation 期刊论文
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2024, 卷号: 32, 期号: 2, 页码: 445-459
作者:  Qin, Wen;  Luo, Xin
收藏  |  浏览/下载：18/0  |  提交时间：2024/05/06
Training  Representation learning  Data models  Stochastic processes  Computational modeling  Analytical models  Proteins  Asynchronous parallelization  fuzzy optimization  high-dimensional incomplete (HDI) data  latent feature analysis (LFA)  shared-memory  stochastic gradient descent (SGD)  
Constraint-Induced Symmetric Nonnegative Matrix Factorization for Accurate Community Detection 期刊论文
INFORMATION FUSION, 2023, 卷号: 89, 页码: 588-602
作者:  Liu, Zhigang;  Luo, Xin;  Wang, Zidong;  Liu, Xiaohui
收藏  |  浏览/下载：94/0  |  提交时间：2022/12/26
Undirected Network  Social Network  Information Fusion  Network Representation Learning  Community Detection  Nonnegative Matrix Factorization  Symmetry -regularization  Multiple Constraints