Search Results for author: Yi-Ke Guo

Found 6 papers, 1 papers with code

Collective Knowledge Graph Completion with Mutual Knowledge Distillation

no code implementations25 May 2023 Weihang Zhang, Ovidiu Serban, Jiahao Sun, Yi-Ke Guo

Knowledge graph completion (KGC), the task of predicting missing information based on the existing relational data inside a knowledge graph (KG), has drawn significant attention in recent years.

Knowledge Distillation Transfer Learning

Generalised Latent Assimilation in Heterogeneous Reduced Spaces with Machine Learning Surrogate Models

no code implementations7 Apr 2022 Sibo Cheng, Jianhua Chen, Charitos Anastasiou, Panagiota Angeli, Omar K. Matar, Yi-Ke Guo, Christopher C. Pain, Rossella Arcucci

The new approach is tested on a high-dimensional CFD application of a two-phase liquid flow with non-linear observation operators that current Latent Assimilation methods can not handle.

BIG-bench Machine Learning

Correcting public opinion trends through Bayesian data assimilation

no code implementations29 May 2021 Robin Hendrickx, Rossella Arcucci, Julio Amador Dıaz Lopez, Yi-Ke Guo, Mark Kennedy

Traditional survey polling remains the most popular estimation technique, despite its cost and time intensity, measurement errors, lack of real-time capabilities and lagged representation of public opinion.

Opinion Mining

Attention-based Convolutional Autoencoders for 3D-Variational Data Assimilation

1 code implementation6 Jan 2021 Julian Mack, Rossella Arcucci, Miguel Molina-Solana, Yi-Ke Guo

We propose a new 'Bi-Reduced Space' approach to solving 3D Variational Data Assimilation using Convolutional Autoencoders.

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