Tsi-bench: Benchmarking time series imputation

W Du, J Wang, L Qian, Y Yang, Z Ibrahim, F Liu… - arxiv preprint arxiv …, 2024 - arxiv.org
Effective imputation is a crucial preprocessing step for time series analysis. Despite the
development of numerous deep learning algorithms for time series imputation, the …

Intelligent Cross-Organizational Process Mining: A Survey and New Perspectives

Y Yang, Z Wu, Y Chu, Z Chen, Z Xu, Q Wen - arxiv preprint arxiv …, 2024 - arxiv.org
Process mining, as a high-level field in data mining, plays a crucial role in enhancing
operational efficiency and decision-making across organizations. In this survey paper, we …

How Deep is your Guess? A Fresh Perspective on Deep Learning for Medical Time-Series Imputation

L Qian, T Wang, J Wang, HL Ellis, R Mitra… - arxiv preprint arxiv …, 2024 - arxiv.org
We introduce a novel classification framework for time-series imputation using deep
learning, with a particular focus on clinical data. By identifying conceptual gaps in the …

NeuralPrefix: A Zero-shot Sensory Data Imputation Plugin

A Khamis, S Khalifa - arxiv preprint arxiv:2502.05883, 2025 - arxiv.org
Real-world sensing challenges such as sensor failures, communication issues, and power
constraints lead to data intermittency. An issue that is known to undermine the traditional …