NeurIPS 2022 Workshop TS4H Submissions

Performance and utility trade-off in interpretable sleep staging
Irfan Al-Hussaini, Cassie S. Mitchell
- Published: 02 Dec 2022, Last Modified: 05 May 2023
- TS4H Spotlight
- Readers: Everyone
PiRL: Participant-Invariant Representation Learning for Healthcare
Zhaoyang Cao, Han Yu, Huiyuan Yang, Akane Sano
- Published: 02 Dec 2022, Last Modified: 05 May 2023
- TS4H Poster
- Readers: Everyone
Dynamic Outcomes-Based Clustering of Disease Trajectory in Mechanically Ventilated Patients
Emma Charlotte Rocheteau, Ioana Bica, Pietro Lio, Ari Ercole
- Published: 02 Dec 2022, Last Modified: 05 May 2023
- TS4H Poster
- Readers: Everyone
Treatment-RSPN: Recurrent Sum-Product Networks for Sequential Treatment Regimes
Adam Dejl, Harsh Deep, Jonathan Fei, Ardavan Saeedi, Li-wei H. Lehman
- Published: 02 Dec 2022, Last Modified: 05 May 2023
- TS4H Poster
- Readers: Everyone
Learning Absorption Rates in Glucose-Insulin Dynamics from Meal Covariates
Ke Alexander Wang, Matthew E Levine, Jiaxin Shi, Emily Fox
- Published: 02 Dec 2022, Last Modified: 05 May 2023
- TS4H Spotlight
- Readers: Everyone
Joint Point Process Model for Counterfactual Treatment-Outcome Trajectories Under Policy Interventions
Çağlar Hızlı, S. T. John, Anne Tuulikki Juuti, Tuure Tapani Saarinen, Kirsi Hannele Pietiläinen, Pekka Marttinen
- Published: 02 Dec 2022, Last Modified: 05 May 2023
- TS4H Poster
- Readers: Everyone
Real-world Challenges in Leveraging Electrocardiograms for Coronary Artery Disease Classification
Jessica Karina De Freitas, Alexander Charney, Isotta Landi
- Published: 02 Dec 2022, Last Modified: 05 May 2023
- TS4H Spotlight
- Readers: Everyone
Empirical Evaluation of Data Augmentations for Biobehavioral Time Series Data with Deep Learning
Huiyuan Yang, Han Yu, Akane Sano
- Published: 02 Dec 2022, Last Modified: 05 May 2023
- TS4H Spotlight
- Readers: Everyone
Deep Neural Imputation: A Framework for Recovering Incomplete Brain Recordings
Sabera J Talukder, Jennifer J. Sun, Matthew K Leonard, Bingni W Brunton, Yisong Yue
- Published: 02 Dec 2022, Last Modified: 05 May 2023
- TS4H Poster
- Readers: Everyone
Improving ECG-based COVID-19 diagnosis and mortality predictions using pre-pandemic medical records at population-scale
Weijie Sun, Sunil Vasu Kalmady, Nariman Sepehrvand, Luan Manh Chu, Zihan Wang, Amir Salimi, Abram Hindle, Russell Greiner, Padma Kaul
- Published: 02 Dec 2022, Last Modified: 05 May 2023
- TS4H Poster
- Readers: Everyone
Performative Prediction in Time Series: A Case Study
Rupali Bhati, Jennifer Jones, David Langelier, Anthony Reiman, Jonathan Greenland, Kristin Campbell, Audrey Durand
- Published: 02 Dec 2022, Last Modified: 05 May 2023
- TS4H Poster
- Readers: Everyone
Supervised change-point detection with dimension reduction, applied to physiological signals
Charles Truong, Laurent Oudre
- Published: 02 Dec 2022, Last Modified: 05 May 2023
- TS4H Spotlight
- Readers: Everyone
Semi-Supervised Learning and Data Augmentation for Wearable-based Health Monitoring System in the Wild
Han Yu, Akane Sano
- Published: 02 Dec 2022, Last Modified: 05 May 2023
- TS4H Poster
- Readers: Everyone
A Framework for the Evaluation of Clinical Time Series Models
Michael Gao, Jiayu Yao, Ricardo Henao
- Published: 02 Dec 2022, Last Modified: 05 May 2023
- TS4H Spotlight
- Readers: Everyone
Deep-learning-based characterization of glucose biomarkers to identify type 2 diabetes, prediabetes, and healthy individuals
Sina Akbarian, Qayam Jetha, Jouhyun Jeon
- Published: 02 Dec 2022, Last Modified: 05 May 2023
- TS4H Poster
- Readers: Everyone
Temporal patterns in insulin needs for Type 1 diabetes
Isabella Degen, Zahraa S. Abdallah
- Published: 02 Dec 2022, Last Modified: 21 Apr 2024
- TS4H Poster
- Readers: Everyone
Fair Multimodal Checklists for Interpretable Clinical Time Series Prediction
Qixuan Jin, Haoran Zhang, Thomas Hartvigsen, Marzyeh Ghassemi
- Published: 02 Dec 2022, Last Modified: 05 May 2023
- TS4H Spotlight
- Readers: Everyone
Prediction-Constrained Markov Models for Medical Time Series with Missing Data and Few Labels
Preetish Rath, Gabriel Hope, Kyle Heuton, Erik B. Sudderth, Michael C Hughes
- Published: 02 Dec 2022, Last Modified: 05 May 2023
- TS4H Spotlight
- Readers: Everyone
On the Importance of Clinical Notes in Multi-modal Learning for EHR Data
Severin Husmann, Hugo Yèche, Gunnar Ratsch, Rita Kuznetsova
- Published: 02 Dec 2022, Last Modified: 05 May 2023
- TS4H Poster
- Readers: Everyone
An SNN Based ECG Classifier For Wearable Edge Devices
Dighanchal Banerjee, Sounak Dey, Arpan Pal
- Published: 02 Dec 2022, Last Modified: 05 May 2023
- TS4H Poster
- Readers: Everyone
DeepJoint: Robust Survival Modelling Under Clinical Presence Shift
Vincent Jeanselme, Glen Martin, Niels Peek, Matthew Sperrin, Brian Tom, Jessica Barrett
- Published: 02 Dec 2022, Last Modified: 21 Apr 2024
- TS4H Poster
- Readers: Everyone
Are you asleep when your phone is asleep? Semi-supervised methods to infer sleep from smart devices
PRIYANKA MARY MAMMEN, Prashant Shenoy
- Published: 02 Dec 2022, Last Modified: 05 May 2023
- TS4H Poster
- Readers: Everyone
Unsupervised Deep Metric Learning for the inference of hemodynamic value with Electrocardiogram signals
Hyewon Jeong, Marzyeh Ghassemi, Collin Stultz
- Published: 02 Dec 2022, Last Modified: 05 May 2023
- TS4H Spotlight
- Readers: Everyone
Multi-modal 3D Human Pose Estimation using mmWave, RGB-D, and Inertial Sensors
Sizhe An, Yin Li, Umit Ogras
- Published: 02 Dec 2022, Last Modified: 05 May 2023
- TS4H Poster
- Readers: Everyone
Wearable-based Human Activity Recognition with Spatio-Temporal Spiking Neural Networks
Yuhang Li, Ruokai Yin, Hyoungseob Park, Youngeun Kim, Priyadarshini Panda
- Published: 02 Dec 2022, Last Modified: 21 Apr 2024
- TS4H Spotlight
- Readers: Everyone