Quasi Zigzag Persistence: A Topological Framework for Analyzing Time-Varying Data

22 February 2025

Papers citing "Quasi Zigzag Persistence: A Topological Framework for Analyzing Time-Varying Data"

34 / 34 papers shown

Title
D-GRIL: End-to-End Topological Learning with 2-parameter Persistence Soham Mukherjee Shreyas N. Samaga Cheng Xin Steve Oudot Tamal K. Dey 111 6 0 11 Jun 2024
GEFL: Extended Filtration Learning for Graph Classification Simon Zhang Soham Mukherjee T. Dey 108 10 0 04 Jun 2024
Graphcode: Learning from multiparameter persistent homology using graph neural networks Michael Kerber Florian Russold AI4TS AI4CE 35 5 0 23 May 2024
Time-Aware Knowledge Representations of Dynamic Objects with Multidimensional Persistence Baris Coskunuzer I. Segovia-Dominguez Yuzhou Chen Yulia R. Gel AI4TS 16 2 0 24 Jan 2024
Stable Vectorization of Multiparameter Persistent Homology using Signed Barcodes as Measures David Loiseaux Luis Scoccola Mathieu Carrière M. B. Botnan S. Oudot 39 19 0 06 Jun 2023
TodyNet: Temporal Dynamic Graph Neural Network for Multivariate Time Series Classification Huaiyuan Liu Xianzhang Liu Donghua Yang Zhiyu Liang Hongzhi Wang Yong Cui Jun Gu AI4TS 52 30 0 11 Apr 2023
GRIL: A $2$ -parameter Persistence Based Vectorization for Machine Learning Cheng Xin Soham Mukherjee Shreyas N. Samaga T. Dey 62 15 0 11 Apr 2023
Euler Characteristic Tools For Topological Data Analysis Olympio Hacquard Vadim Lebovici 47 11 0 24 Mar 2023
PSTNet: Point Spatio-Temporal Convolution on Point Cloud Sequences Hehe Fan Xin Yu Yuhang Ding Yi Yang Mohan Kankanhalli 3DPC 140 112 0 27 May 2022
Sign Language Translation with Hierarchical Spatio-TemporalGraph Neural Network Jichao Kan Kun Hu M. Hagenbuchner A. Tsoi Bennamoun Zhiyong Wang SLR 108 36 0 14 Nov 2021
Multi-View Spatial-Temporal Graph Convolutional Networks with Domain Generalization for Sleep Stage Classification Ziyu Jia Youfang Lin Jing Wang Xiaojun Ning Yuanlai He R. Zhou Yuhan Zhou Li-wei H. Lehman 34 161 0 04 Sep 2021
Spatio-temporal Self-Supervised Representation Learning for 3D Point Clouds Siyuan Huang Yichen Xie Song-Chun Zhu Yixin Zhu 3DPC 47 206 0 01 Sep 2021
Z-GCNETs: Time Zigzags at Graph Convolutional Networks for Time Series Forecasting Yuzhou Chen I. Segovia-Dominguez Yulia R. Gel AI4TS 43 138 0 10 May 2021
An Energy-Efficient Quad-Camera Visual System for Autonomous Machines on FPGA Platform Zishen Wan Yuyang Zhang A. Raychowdhury Bo Yu Haibin Ling Shaoshan Liu 60 180 0 01 Apr 2021
Topological Graph Neural Networks Max Horn E. Brouwer Michael Moor Yves Moreau Bastian Rieck Karsten Borgwardt AI4CE 32 92 0 15 Feb 2021
CaSPR: Learning Canonical Spatiotemporal Point Cloud Representations Davis Rempe Tolga Birdal Yongheng Zhao Zan Gojcic Srinath Sridhar Leonidas Guibas 3DPC 76 71 0 06 Aug 2020
FC-GAGA: Fully Connected Gated Graph Architecture for Spatio-Temporal Traffic Forecasting Boris N. Oreshkin A. Amini Lucy Coyle Mark Coates AI4TS 51 94 0 30 Jul 2020
Improving Graph Neural Network Expressivity via Subgraph Isomorphism Counting Giorgos Bouritsas Fabrizio Frasca Stefanos Zafeiriou M. Bronstein 91 428 0 16 Jun 2020
Connecting the Dots: Multivariate Time Series Forecasting with Graph Neural Networks Zonghan Wu Shirui Pan Guodong Long Jing Jiang Xiaojun Chang Chengqi Zhang AI4TS 59 1,365 0 24 May 2020
Omni-Scale CNNs: a simple and effective kernel size configuration for time series classification Wensi Tang Guodong Long Lu Liu Dinesh Manocha Michael Blumenstein Jing Jiang AI4TS 71 101 0 24 Feb 2020
MeteorNet: Deep Learning on Dynamic 3D Point Cloud Sequences Xingyu Liu Mengyuan Yan Jeannette Bohg 3DPC 37 193 0 21 Oct 2019
A Topology Layer for Machine Learning Rickard Brüel-Gabrielsson Bradley J. Nelson Anjan Dwaraknath Primoz Skraba Leonidas Guibas Gunnar Carlsson AI4CE 51 132 0 29 May 2019
Graph Filtration Learning Christoph Hofer Florian Graf Bastian Rieck Marc Niethammer Roland Kwitt 87 97 0 27 May 2019
PersLay: A Neural Network Layer for Persistence Diagrams and New Graph Topological Signatures Mathieu Carrière Frédéric Chazal Yuichi Ike Théo Lacombe Martin Royer Yuhei Umeda 31 176 0 20 Apr 2019
SeqSleepNet: End-to-End Hierarchical Recurrent Neural Network for Sequence-to-Sequence Automatic Sleep Staging Huy P Phan Fernando Andreotti Navin Cooray Oliver Y. Chén M. D. Vos 89 417 0 28 Sep 2018
A Kernel for Multi-Parameter Persistent Homology René Corbet Ulderico Fugacci Michael Kerber C. Landi Bei Wang 23 49 0 26 Sep 2018
A Topological Regularizer for Classifiers via Persistent Homology Chao Chen Xiuyan Ni Qinxun Bai Yusu Wang 61 112 0 27 Jun 2018
Multivariate LSTM-FCNs for Time Series Classification Fazle Karim Somshubra Majumdar H. Darabi Samuel Harford AI4TS 46 827 0 14 Jan 2018
Multivariate Time Series Classification with WEASEL+MUSE Patrick Schäfer Ulf Leser AI4TS 32 141 0 30 Nov 2017
Spatio-Temporal Graph Convolutional Networks: A Deep Learning Framework for Traffic Forecasting Ting Yu Haoteng Yin Zhanxing Zhu GNN AI4TS 79 3,675 0 14 Sep 2017
A deep learning architecture for temporal sleep stage classification using multivariate and multimodal time series Stanislas Chambon M. Galtier P. Arnal G. Wainrib Alexandre Gramfort MLAU AI4TS 50 488 0 05 Jul 2017
DeepSleepNet: a Model for Automatic Sleep Stage Scoring based on Raw Single-Channel EEG A. Supratak Hao Dong Chao Wu Yike Guo 68 954 0 12 Mar 2017
Mixed Neural Network Approach for Temporal Sleep Stage Classification Hao Dong A. Supratak W. Pan Chao Wu Paul M. Matthews Yike Guo 35 245 0 15 Oct 2016
Statistical topological data analysis using persistence landscapes Peter Bubenik 134 851 0 27 Jul 2012