Set Functions for Time Series

26 September 2019

Max Horn

Michael Moor

Christian Bock

Bastian Alexander Rieck

Karsten M. Borgwardt

AI4TS

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Papers citing "Set Functions for Time Series"

50 / 87 papers shown

Title
STRGCN: Capturing Asynchronous Spatio-Temporal Dependencies for Irregular Multivariate Time Series Forecasting Y. Wang Xiaofeng Hu Xiaojian Cui Kai Wang AI4TS 24 0 0 07 May 2025
Unlocking the Potential of Linear Networks for Irregular Multivariate Time Series Forecasting Chengsen Wang Q. Qi J. Wang Haifeng Sun Zirui Zhuang J. Liao AI4TS 45 0 0 01 May 2025
STaRFormer: Semi-Supervised Task-Informed Representation Learning via Dynamic Attention-Based Regional Masking for Sequential Data Maxmilian Forstenhäusler Daniel Külzer Christos Anagnostopoulos S. P. Parambath Natascha Weber AI4TS MedIm 35 0 0 14 Apr 2025
Temporal Dynamic Embedding for Irregularly Sampled Time Series Mincheol Kim Soo-Yong Shin AI4TS 24 0 0 08 Apr 2025
Integrating Sequence and Image Modeling in Irregular Medical Time Series Through Self-Supervised Learning Liuqing Chen Shuhong Xiao Shixian Ding Shanhai Hu Lingyun Sun 66 0 0 10 Feb 2025
LAST SToP For Modeling Asynchronous Time Series Shubham Gupta Thibaut Durand Graham Taylor Lilian W. Białokozowicz AI4TS 42 0 0 04 Feb 2025
TimeCHEAT: A Channel Harmony Strategy for Irregularly Sampled Multivariate Time Series Analysis Jiexi Liu Meng Cao Songcan Chen AI4TS 75 0 0 17 Dec 2024
WaveGNN: Modeling Irregular Multivariate Time Series for Accurate Predictions Arash Hajisafi M. Siampou Bita Azarijoo Cyrus Shahabi AI4TS 70 0 0 14 Dec 2024
MuSiCNet: A Gradual Coarse-to-Fine Framework for Irregularly Sampled Multivariate Time Series Analysis Jiexi Liu Meng Cao Songcan Chen AI4TS 72 0 0 02 Dec 2024
Towards Foundation Models for Critical Care Time Series Manuel Burger Fedor Sergeev Malte Londschien Daphné Chopard Hugo Yèche ... Zeynep Babür Jasmina Bogojeska M. Faltys Rita Kuznetsova Gunnar Rätsch AI4TS LM&MA 70 0 0 25 Nov 2024
Fine-tuning -- a Transfer Learning approach Joseph Arul Raj Linglong Qian Zina M. Ibrahim 27 0 0 06 Nov 2024
An Event-centric Framework for Predicting Crime Hotspots with Flexible Time Intervals Jiahui Jin Yi Hong Guandong Xu Jinghui Zhang Jun Tang Hancheng Wang 28 0 0 02 Nov 2024
CTPD: Cross-Modal Temporal Pattern Discovery for Enhanced Multimodal Electronic Health Records Analysis Fuying Wang Feng Wu Yihan Tang Lequan Yu AI4TS 30 0 0 01 Nov 2024
Irregularity-Informed Time Series Analysis: Adaptive Modelling of Spatial and Temporal Dynamics L. Zheng Zhengyang Li Chang Dong W. Zhang Lin Yue Miao Xu Olaf Maennel Weitong Chen AI4TS 18 1 0 16 Oct 2024
Channel-Aware Throughput Maximization for Cooperative Data Fusion in CAV Haonan An Zhengru Fang Yuang Zhang Senkang Hu Xianhao Chen Guowen Xu Yuguang Fang 78 1 0 06 Oct 2024
EBES: Easy Benchmarking for Event Sequences Dmitry Osin Igor Udovichenko Viktor Moskvoretskii Egor Shvetsov Evgeny Burnaev 42 1 0 04 Oct 2024
TrajGPT: Irregular Time-Series Representation Learning for Health Trajectory Analysis Ziyang Song Qingcheng Lu He Zhu David L. Buckeridge Yue Li AI4TS 25 0 0 03 Oct 2024
EMIT- Event-Based Masked Auto Encoding for Irregular Time Series Hrishikesh Patel Ruihong Qiu Adam Irwin Shazia Sadiq Sen Wang AI4TS 30 1 0 25 Sep 2024
Unleash The Power of Pre-Trained Language Models for Irregularly Sampled Time Series Weijia Zhang Chenlong Yin Hao Liu Hui Xiong AI4TS 50 3 0 12 Aug 2024
An End-to-End Model for Time Series Classification In the Presence of Missing Values Pengshuai Yao Mengna Liu Xu Cheng Fan Shi Huan Li Xiufeng Liu Shengyong Chen AI4TS 30 0 0 11 Aug 2024
Early Prediction of Causes (not Effects) in Healthcare by Long-Term Clinical Time Series Forecasting Michael Staniek Marius Fracarolli Michael Hagmann Stefan Riezler OOD AI4TS 16 1 0 07 Aug 2024
Large Language Model as a Universal Clinical Multi-task Decoder Yujiang Wu Hongjian Song Jiawen Zhang Xumeng Wen Shun Zheng Jiang Bian 25 1 0 18 Jun 2024
SMART: Towards Pre-trained Missing-Aware Model for Patient Health Status Prediction Zhihao Yu Xu Chu Yujie Jin Yasha Wang Junfeng Zhao 22 1 0 15 May 2024
Online Learning under Haphazard Input Conditions: A Comprehensive Review and Analysis Rohit Agarwal Arijit Das Alexander Horsch Krishna Agarwal Dilip K. Prasad 25 2 0 07 Apr 2024
Dynamic Survival Analysis for Early Event Prediction Hugo Yèche Manuel Burger Dinara Veshchezerova Gunnar Rätsch 21 2 0 19 Mar 2024
Deep Submodular Peripteral Networks Gantavya Bhatt Arnav M. Das Jeff Bilmes 36 1 0 13 Mar 2024
TEE4EHR: Transformer Event Encoder for Better Representation Learning in Electronic Health Records Hojjat Karami David Atienza Anisoara Ionescu AI4TS 28 1 0 09 Feb 2024
TimEHR: Image-based Time Series Generation for Electronic Health Records Hojjat Karami Mary-Anne Hartley David Atienza Anisoara Ionescu 21 3 0 09 Feb 2024
Probabilistic Forecasting of Irregular Time Series via Conditional Flows Vijaya Krishna Yalavarthi Randolf Scholz Stefan Born Lars Schmidt-Thieme AI4TS 30 0 0 09 Feb 2024
Enhancing Neural Subset Selection: Integrating Background Information into Set Representations Binghui Xie Yatao Bian Kaiwen Zhou Yongqiang Chen Peilin Zhao Bo Han Wei Meng James Cheng 6 1 0 05 Feb 2024
FuseMoE: Mixture-of-Experts Transformers for Fleximodal Fusion Xing Han Huy Nguyen Carl Harris Nhat Ho S. Saria MoE 69 16 0 05 Feb 2024
Disentangling Imperfect: A Wavelet-Infused Multilevel Heterogeneous Network for Human Activity Recognition in Flawed Wearable Sensor Data Mengna Liu Dong Xiang Xue Cheng Xiufeng Liu Dalin Zhang Shengyong Chen Christian S. Jensen 15 0 0 26 Jan 2024
Representation Learning for Wearable-Based Applications in the Case of Missing Data Janosch Jungo Yutong Xiang S. Gashi Christian Holz 22 1 0 08 Jan 2024
Deep Set Neural Networks for forecasting asynchronous bioprocess timeseries M. Borisyak Stefan Born Peter Neubauer M. N. C. Bournazou BDL AI4TS 33 0 0 04 Dec 2023
Know Thy Neighbors: A Graph Based Approach for Effective Sensor-Based Human Activity Recognition in Smart Homes P. Srivatsa Thomas Plötz GNN 14 2 0 16 Nov 2023
On the Importance of Step-wise Embeddings for Heterogeneous Clinical Time-Series Rita Kuznetsova Alizée Pace Manuel Burger Hugo Yèche Gunnar Rätsch AI4TS 27 5 0 15 Nov 2023
Two-Stage Aggregation with Dynamic Local Attention for Irregular Time Series Xingyu Chen Xiaochen Zheng Amina Mollaysa Manuel Schürch Ahmed Allam Michael Krauthammer AI4TS 16 1 0 13 Nov 2023
Language Model Training Paradigms for Clinical Feature Embeddings Yurong Hu Manuel Burger Gunnar Rätsch Rita Kuznetsova 22 0 0 01 Nov 2023
Self Attention with Temporal Prior: Can We Learn More from Arrow of Time? Kyung Geun Kim Byeong Tak Lee AI4TS 11 0 0 29 Oct 2023
Compatible Transformer for Irregularly Sampled Multivariate Time Series Yuxi Wei Juntong Peng Tong He Chenxin Xu Jian Zhang Shirui Pan Siheng Chen 33 1 0 17 Oct 2023
Tree Cross Attention Zixuan Chen Zewei He Ziqian Lu Zheming Lu Mohamed Osama Ahmed 39 0 0 29 Sep 2023
Asynchrony-Robust Collaborative Perception via Bird's Eye View Flow Qing Shen Yuxi Wei Yue Hu Yifan Lu Yiqi Zhong Siheng Chen Ya-Qin Zhang 37 39 0 29 Sep 2023
Irregular Traffic Time Series Forecasting Based on Asynchronous Spatio-Temporal Graph Convolutional Network Weijia Zhang Le Zhang Jindong Han Hao Liu Jingbo Zhou Yu Mei Hui Xiong GNN AI4TS 30 10 0 31 Aug 2023
PAITS: Pretraining and Augmentation for Irregularly-Sampled Time Series Nicasia Beebe-Wang Sayna Ebrahimi Jinsung Yoon Sercan Ö. Arik Tomas Pfister AI4TS 16 2 0 25 Aug 2023
Probabilistic Imputation for Time-series Classification with Missing Data Seunghyun Kim Hyunsung Kim Eunggu Yun Hwa-Kyung Lee Jaehun Lee Juho Lee AI4TS 33 14 0 13 Aug 2023
Time-Parameterized Convolutional Neural Networks for Irregularly Sampled Time Series Chrysoula Kosma Giannis Nikolentzos Michalis Vazirgiannis AI4TS 14 5 0 06 Aug 2023
Continuous Time Evidential Distributions for Irregular Time Series Taylor W. Killian Haoran Zhang Thomas Hartvigsen Ava P. Amini OOD EDL 21 0 0 25 Jul 2023
Latent SDEs on Homogeneous Spaces Sebastian Zeng Florian Graf Roland Kwitt BDL 14 6 0 28 Jun 2023
A Preference-aware Meta-optimization Framework for Personalized Vehicle Energy Consumption Estimation Siqi Lai Weijia Zhang Hao Liu 23 5 0 26 Jun 2023
Warpformer: A Multi-scale Modeling Approach for Irregular Clinical Time Series Jiawen Zhang Shun Zheng Wei Cao Jiang Bian Jia Li AI4TS 22 24 0 14 Jun 2023