Predicting in-hospital mortality by combining clinical notes with time-series data

1 code implementation • Findings (ACL) 2021 • Iman Deznabi, Mohit Iyyer, Madalina Fiterau

Time Series Time Series Analysis

Zero-shot Microclimate Prediction with Deep Learning

no code implementations • 5 Jan 2024 • Iman Deznabi, Peeyush Kumar, Madalina Fiterau

Weather station data is a valuable resource for climate prediction, however, its reliability can be limited in remote locations.

Weather Forecasting Zero-Shot Learning

MultiWave: Multiresolution Deep Architectures through Wavelet Decomposition for Multivariate Time Series Prediction

1 code implementation • 16 Jun 2023 • Iman Deznabi, Madalina Fiterau

To address these issues, we introduce MultiWave, a novel framework that enhances deep learning time series models by incorporating components that operate at the intrinsic frequencies of signals.

Human Activity Recognition Mortality Prediction +2

Multi-resolution Networks For Flexible Irregular Time Series Modeling (Multi-FIT)

no code implementations • 30 Apr 2019 • Bhanu Pratap Singh, Iman Deznabi, Bharath Narasimhan, Bryon Kucharski, Rheeya Uppaal, Akhila Josyula, Madalina Fiterau

Vertical FIT (FIT-V) is a variant of FIT which also models the relationship between different temporal signals while creating the informative dense representations for the signal.

Imputation Irregular Time Series +2