Introduction to Tensor Decompositions and their Applications in Machine Learning

29 November 2017

Stephan Günnemann

Papers citing "Introduction to Tensor Decompositions and their Applications in Machine Learning"

20 / 20 papers shown

Title
Towards Quantum Tensor Decomposition in Biomedical Applications Myson Burch Jiasen Zhang Gideon Idumah Hakan Doga R. Lartey ... Weihong Guo Ying Ni Laxmi Parida Xiaojuan Li Aritra Bose 84 2 0 18 Feb 2025
Linear Multidimensional Regression with Interactive Fixed-Effects Hugo Freeman 34 0 0 10 Jan 2025
Unlocking Data-free Low-bit Quantization with Matrix Decomposition for KV Cache Compression Peiyu Liu Zeming Gao Wayne Xin Zhao Yipeng Ma Tao Wang Ji-Rong Wen MQ 29 5 0 21 May 2024
Improving LSH via Tensorized Random Projection Bhisham Dev Verma Rameshwar Pratap 30 0 0 11 Feb 2024
A Random Matrix Approach to Low-Multilinear-Rank Tensor Approximation Hugo Lebeau Florent Chatelain Romain Couillet 37 3 0 05 Feb 2024
Simple but Effective Unsupervised Classification for Specified Domain Images: A Case Study on Fungi Images Zhaocong liu Fa Zhang Lin Cheng Huanxi Deng Xiaoyan Yang Zhenyu Zhang Chichun Zhou 19 1 0 15 Nov 2023
Robust Tensor CUR Decompositions: Rapid Low-Tucker-Rank Tensor Recovery with Sparse Corruption HanQin Cai Zehan Chao Longxiu Huang Deanna Needell 29 11 0 06 May 2023
Uniform tensor clustering by jointly exploring sample affinities of various orders Hongmin Cai Fei Qi Junyu Li Yu Hu Yue Zhang Y. Cheung Bin Hu 25 1 0 03 Feb 2023
Factor Model of Mixtures Cheng Peng S. Uryasev 8 1 0 31 Jan 2023
NumS: Scalable Array Programming for the Cloud Melih Elibol Vinamra Benara Samyukta Yagati Lianmin Zheng Alvin Cheung Michael I. Jordan Ion Stoica 11 4 0 28 Jun 2022
Dynamic Programming in Rank Space: Scaling Structured Inference with Low-Rank HMMs and PCFGs Songlin Yang Wei Liu Kewei Tu 13 8 0 01 May 2022
Modeling Label Correlations for Second-Order Semantic Dependency Parsing with Mean-Field Inference Songlin Yang Kewei Tu 18 1 0 07 Apr 2022
Exploiting Low-Rank Tensor-Train Deep Neural Networks Based on Riemannian Gradient Descent With Illustrations of Speech Processing Jun Qi Chao-Han Huck Yang Pin-Yu Chen Javier Tejedor 25 16 0 11 Mar 2022
Fast algorithm for overcomplete order-3 tensor decomposition Jingqiu Ding Tommaso dÓrsi Chih-Hung Liu Stefan Tiegel David Steurer 13 9 0 14 Feb 2022
DynACPD Embedding Algorithm for Prediction Tasks in Dynamic Networks C. Connell Yangkun Wang 6 0 0 12 Mar 2021
High Fidelity Interactive Video Segmentation Using Tensor Decomposition Boundary Loss Convolutional Tessellations and Context Aware Skip Connections A. Rhodes Manan Goel VOS 16 2 0 23 Nov 2020
Kernel Based Progressive Distillation for Adder Neural Networks Yixing Xu Chang Xu Xinghao Chen Wei Zhang Chunjing Xu Yunhe Wang 35 47 0 28 Sep 2020
Recalibrating 3D ConvNets with Project & Excite Anne-Marie Rickmann Abhijit Guha Roy Ignacio Sarasua Christian Wachinger 3DPC 21 17 0 25 Feb 2020
A Tensor-based Structural Health Monitoring Approach for Aeroservoelastic Systems Prasad Cheema N. Khoa Moray Kidd G. Vio 13 2 0 11 Dec 2018
Tensor Decomposition for Signal Processing and Machine Learning N. Sidiropoulos L. De Lathauwer Xiao Fu Kejun Huang Evangelos E. Papalexakis Christos Faloutsos 105 1,342 0 06 Jul 2016