Delay Prediction

Delay prediction research aims to accurately forecast delays across various systems, from air travel and railways to court proceedings, improving operational efficiency and resource allocation. Current research emphasizes the use of machine learning, particularly deep learning architectures like recurrent neural networks (RNNs, including LSTMs and GRUs), transformers, and decision forests, to model complex temporal dependencies and incorporate diverse input features. These advancements improve prediction accuracy and offer insights into the key factors driving delays, leading to better decision-making and potentially mitigating negative impacts across numerous sectors.

Papers

October 28, 2024

Graph Based Traffic Analysis and Delay Prediction
Gabriele Borg, Charlie Abela
Graph Drawing Traffic Data Traffic Datasets Traffic Efficiency Delay Prediction Diffusion Convolutional Recurrent Neural Network

August 5, 2024

Deciphering Air Travel Disruptions: A Machine Learning Approach
Aravinda Jatavallabha, Jacob Gerlach, Aadithya Naresh
Time Series LSTM Network Machine Learning Approach Bi LSTM Flight Delay Delay Prediction

June 29, 2024

Addressing Prediction Delays in Time Series Forecasting: A Continuous GRU Approach with Derivative Regularization
Sheo Yon Jhin, Seojin Kim, Noseong Park
Time Series Forecasting Gated Recurrent Unit Gradient Regularization Temporal Regularization Delay Prediction

May 18, 2024

Excess Delay from GDP: Measurement and Causal Analysis
Ke Liu, Mark Hansen
Measurement System Causal Analysis Excess Delay Delay Prediction Flight Delay

May 14, 2024

July 30, 2023

Predicting delays in Indian lower courts using AutoML and Decision Forests
Mohit Bhatnagar, Shivraj Huchhanavar
Random Forest Online autoML Classification Model Multiclass Classification Indian Legal Delay Prediction Decision Forest

July 14, 2022

Spatiotemporal Propagation Learning for Network-Wide Flight Delay Prediction
Yuankai Wu, Hongyu Yang, Yi Lin, Hong Liu
Flight Delay Delay Prediction Spatial Propagation Network Propagation Delay

May 21, 2022

A Novel Markov Model for Near-Term Railway Delay Prediction
Jin Xu, Weiqi Wang, Zheming Gao, Haochen Luo, Qian Wu
Markov Chain Time Series Model Delay Prediction

February 3, 2022

A multi-domain virtual network embedding algorithm with delay prediction
Peiying Zhang, Xue Pang, Yongjing Ni, Haipeng Yao, Xin Li
Practical Algorithm Virtual Network Domain Network Network Virtualization Delay Prediction

November 4, 2021

Multi-Airport Delay Prediction with Transformers
Liya Wang, Alex Tien, Jason Chou
Transformer Megatron Decepticons Temporal Fusion Transformer Delay Resilient Flight Delay Delay Prediction