Financial time-series forecasting: Towards synergizing performance and interpretability within a hybrid machine learning approach

S Liu, K Wu, C Jiang, B Huang, D Ma - arxiv preprint arxiv:2401.00534, 2023 - arxiv.org
In the realm of cryptocurrency, the prediction of Bitcoin prices has garnered substantial
attention due to its potential impact on financial markets and investment strategies. This …

Switchtab: Switched autoencoders are effective tabular learners

J Wu, S Chen, Q Zhao, R Sergazinov, C Li… - Proceedings of the …, 2024 - ojs.aaai.org
Self-supervised representation learning methods have achieved significant success in
computer vision and natural language processing (NLP), where data samples exhibit explicit …

Assessing dynamic congestion risks of flood-disrupted transportation network systems through time-variant topological analysis and traffic demand dynamics

X Lin, Q Lu, L Chen, I Brilakis - Advanced Engineering Informatics, 2024 - Elsevier
Amid escalating climate change and extreme weather events, urban road networks face
increasingly severe flood risks. Current congestion risk analyses on transportation systems …

Mimonet: Multi-input multi-output on-device deep learning

Z Li, X He, Y Li, W Yang, L Thiele, C Liu - arxiv preprint arxiv:2307.11962, 2023 - arxiv.org
Future intelligent robots are expected to process multiple inputs simultaneously (such as
image and audio data) and generate multiple outputs accordingly (such as gender and …

Using XGBoost and SHAP to explain citizens' differences in policy support for reimposing COVID-19 measures in the Netherlands

JI Hernandez, S van Cranenburgh, M de Bruin, M Stok… - Quality & Quantity, 2024 - Springer
Several studies examined what drives citizens' support for COVID-19 measures, but no
works have addressed how the effects of these drivers are distributed at the individual level …

A Route Choice Model for the Investigation of Drivers' Willingness to Choose a Flyover Motorway in Greece

I Politis, G Georgiadis, A Kopsacheilis, A Nikolaidou… - Sustainability, 2023 - mdpi.com
The constant evolution of many urban areas ultimately reaches a point where the current
infrastructure cannot further serve the needs of citizens. In the case of transport networks …

[PDF][PDF] A Route Choice Model for the Investigation of Drivers' Willingness to Choose a Flyover Motorway in Greece. Sustainability 2023, 15, 4614

I Politis, G Georgiadis, A Kopsacheilis, A Nikolaidou… - 2023 - academia.edu
The constant evolution of many urban areas ultimately reaches a point where the current
infrastructure cannot further serve the needs of citizens. In the case of transport networks …

[Књига][B] Algorithms and Applications of Explainable Machine Learning

Z Chen - 2023 - search.proquest.com
The field of machine learning (ML) has achieved remarkable success over the past few
decades and has become an integral part of our daily lives, powering various applications …