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Cichocki, Andrzej

  1. Tensor Ring Decomposition
    2016/06/17 by Qibin Zhao, Zhao, Qibin, Guoxu Zhou +7 · 26 citations
    Mathematics · #Computer Vision and Pattern Recognition (cs.CV) #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #FOS: Mathematics #Numerical Analysis (math.NA) #Tensor decomposition and applications
  2. Stable Low-rank Tensor Decomposition for Compression of Convolutional\n Neural Network
    2020/08/12 by Anh Huy Phan, Константин Соболев, Phan, Anh-Huy +15 · 11 citations
    Computer Science · Mathematics · Physics and Astronomy · #Computational Physics and Python Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Solar and Space Plasma Dynamics #Tensor decomposition and applications
  3. Tensor Networks for Big Data Analytics and Large-Scale Optimization\n Problems
    2014/07/11 by Andrzej Cichocki, Cichocki, Andrzej · 7 citations
    Computer Science · Mathematics · Physics and Astronomy · #Computational Physics and Python Applications #FOS: Mathematics #Matrix Theory and Algorithms #Model Reduction and Neural Networks #Numerical Analysis (math.NA) #Tensor decomposition and applications
  4. TTOpt: A Maximum Volume Quantized Tensor Train-based Optimization and its Application to Reinforcement Learning
    2022/04/30 by Konstantin Sozykin, Andrei Chertkov, Sozykin, Konstantin +9 · 8 citations
    Mathematics · #Tensor decomposition and applications
  5. Tensor Networks Meet Neural Networks: A Survey and Future Perspectives
    2023/01/22 by Maolin Wang, Wang, Maolin, Pan Yu +9 · 7 citations
    Computer Science · #Computational Physics and Python Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications #Parallel Computing and Optimization Techniques
  6. Low Complexity Damped Gauss-Newton Algorithms for CANDECOMP/PARAFAC
    2012/05/11 by Phan, Anh Huy, Tichavský, Petr, Cichocki, Andrzej · 2 citations
    #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Numerical Analysis (math.NA) #Optimization and Control (math.OC)
  7. Era of Big Data Processing: A New Approach via Tensor Networks and Tensor Decompositions
    2014/03/09 by Cichocki, Andrzej · 2 citations
    #Emerging Technologies (cs.ET) #FOS: Computer and information sciences
  8. Block Hankel Tensor ARIMA for Multiple Short Time Series Forecasting
    2020/02/25 by Shi, Qiquan, Yin, Jiaming, Cai, Jiajun +5 · 2 citations
    #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Signal Processing (eess.SP) #electronic engineering #information engineering
  9. Quantization Aware Factorization for Deep Neural Network Compression
    2023/08/08 by Daria Cherniuk, Cherniuk, Daria, Stanislav Abukhovich +9 · 2 citations
    Mathematics · Computer Science · #Tensor decomposition and applications #Advanced Neural Network Applications #Computational Physics and Python Applications
  10. Bayesian Sparse Tucker Models for Dimension Reduction and Tensor Completion
    2015/05/10 by Qibin Zhao, Zhao, Qibin, Liqing Zhang +3 · 1 citation
    Computer Science · Engineering · Mathematics · #Blind Source Separation Techniques #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Numerical Analysis (math.NA) #Sparse and Compressive Sensing Techniques #Tensor decomposition and applications
  11. MUSCO: Multi-Stage Compression of neural networks
    2019/03/24 by Gusak, Julia, Kholiavchenko, Maksym, Ponomarev, Evgeny +3 · 1 citation
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  12. Randomized Algorithms for Computation of Tucker decomposition and Higher Order SVD (HOSVD)
    2020/01/20 by Ahmadi-Asl, Salman, Abukhovich, Stanislav, Asante-Mensah, Maame G. +4 · 1 citation
    #FOS: Mathematics #Numerical Analysis (math.NA)
  13. VQ-Flow: Taming Normalizing Flows for Multi-Class Anomaly Detection via Hierarchical Vector Quantization
    2024/09/02 by Yixuan Zhou, Xing Xu, Zhou, Yixuan +9 · 2 citations
    Computer Science · Engineering · #Anomaly Detection Techniques and Applications #Network Security and Intrusion Detection #Fault Detection and Control Systems
  14. A Randomized Algorithm for Tensor Singular Value Decomposition using an Arbitrary Number of Passes
    2022/07/25 by Ahmadi-Asl, Salman, Phan, Anh-Huy, Cichocki, Andrzej · 1 citation
    #FOS: Mathematics #Numerical Analysis (math.NA)