Yang Liu

Affiliations:
  • Hong Kong Baptist University, Department of Computer Science / Institute of Research and Continuing Education, Hong Kong
  • Hong Kong Polytechnic University, Department of Computing, Hong Kong (former)
  • Yale University, Department of Statistics, New Haven, CT, USA (2011 - 2012)
  • Hong Kong Polytechnic University, Department of Computing, Hong Kong (PhD 2011)


According to our database1, Yang Liu authored at least 84 papers between 2007 and 2024.

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Bibliography

2024
Commonality and Individuality-Based Subspace Learning.
IEEE Trans. Cybern., March, 2024

Mutually Adaptable Learning.
IEEE Trans. Emerg. Top. Comput. Intell., February, 2024

2023
Machine Learning for Infectious Disease Risk Prediction: A Survey.
CoRR, 2023

Decadal Temperature Prediction via Chaotic Behavior Tracking.
CoRR, 2023

Mining Effective Features Using Quantum Entropy for Humor Recognition.
CoRR, 2023

Epidemiology-aware Deep Learning for Infectious Disease Dynamics Prediction.
Proceedings of the 32nd ACM International Conference on Information and Knowledge Management, 2023

2021
Demystifying Deep Learning in Predictive Spatiotemporal Analytics: An Information-Theoretic Framework.
IEEE Trans. Neural Networks Learn. Syst., 2021

A comprehensive analysis of classification methods in gastrointestinal endoscopy imaging.
Medical Image Anal., 2021

Heterogeneous neural metric learning for spatio-temporal modeling of infectious diseases with incomplete data.
Neurocomputing, 2021

2020
Identifying Key Opinion Leaders in Social Media via Modality-Consistent Harmonized Discriminant Embedding.
IEEE Trans. Cybern., 2020

Contextual Correlation Preserving Multiview Featured Graph Clustering.
IEEE Trans. Cybern., 2020

Motif-aware diffusion network inference.
Int. J. Data Sci. Anal., 2020

Multiscale Reduced-Order Modeling of a Titanium Skin Panel Subjected to Thermo-Mechanical Loading.
CoRR, 2020

Demystifying Deep Learning in Predictive Spatio-Temporal Analytics: An Information-Theoretic Framework.
CoRR, 2020

Mesoscale Anisotropically-Connected Learning.
Proceedings of the Foundations of Intelligent Systems - 25th International Symposium, 2020

Metric-Guided Multi-task Learning.
Proceedings of the Foundations of Intelligent Systems - 25th International Symposium, 2020

2019
EWGAN: Entropy-Based Wasserstein GAN for Imbalanced Learning.
Proceedings of the Thirty-Third AAAI Conference on Artificial Intelligence, 2019

2018
Dimensionality Reduction in Multiple Ordinal Regression.
IEEE Trans. Neural Networks Learn. Syst., 2018

Multi-Modal Media Retrieval via Distance Metric Learning for Potential Customer Discovery.
Proceedings of the 2018 IEEE/WIC/ACM International Conference on Web Intelligence, 2018

Who is the Mr. Right for Your Brand?: - Discovering Brand Key Assets via Multi-modal Asset-aware Projection.
Proceedings of the 41st International ACM SIGIR Conference on Research & Development in Information Retrieval, 2018

Learning Perceptual Embeddings with Two Related Tasks for Joint Predictions of Media Interestingness and Emotions.
Proceedings of the 2018 ACM on International Conference on Multimedia Retrieval, 2018

Analyzing Human Behavior in Subspace: Dimensionality Reduction + Classification.
Proceedings of the Working Notes Proceedings of the MediaEval 2018 Workshop, 2018

Learning Memorability Preserving Subspace for Predicting Media Memorability.
Proceedings of the Working Notes Proceedings of the MediaEval 2018 Workshop, 2018

Weighted Discriminant Embedding: Discriminant Subspace Learning for Imbalanced Medical Data Classification.
Proceedings of the Working Notes Proceedings of the MediaEval 2018 Workshop, 2018

Towards Learning Emotional Subspace.
Proceedings of the Working Notes Proceedings of the MediaEval 2018 Workshop, 2018

Sparse Multi-label Bilinear Embedding on Stiefel Manifolds.
Proceedings of the Foundations of Intelligent Systems - 24th International Symposium, 2018

Joint Learning of Phenotypes and Diagnosis-Medication Correspondence via Hidden Interaction Tensor Factorization.
Proceedings of the Twenty-Seventh International Joint Conference on Artificial Intelligence, 2018

Public Health Surveillance with Incomplete Data - Spatio-Temporal Imputation for Inferring Infectious Disease Dynamics.
Proceedings of the IEEE International Conference on Healthcare Informatics, 2018

Bayesian Network Structure Learning: The Two-Step Clustering-Based Algorithm.
Proceedings of the Thirty-Second AAAI Conference on Artificial Intelligence, 2018

Learning Bayesian Network Structure by Self-Generating Prior Information: The Two-Step Clustering-Based Strategy.
Proceedings of the Workshops of the The Thirty-Second AAAI Conference on Artificial Intelligence, 2018

2017
Implicit Visual Learning: Image Recognition via Dissipative Learning Model.
ACM Trans. Intell. Syst. Technol., 2017

Joint sparse principal component analysis.
Pattern Recognit., 2017

CNN based music emotion classification.
CoRR, 2017

Brand key asset discovery via cluster-wise biased discriminant projection.
Proceedings of the International Conference on Web Intelligence, 2017

Multi-view Manifold Learning for Media Interestingness Prediction.
Proceedings of the 2017 ACM on International Conference on Multimedia Retrieval, 2017

HKBU at MediaEval 2017 - Emotional Impact of Movies Task.
Proceedings of the Working Notes Proceedings of the MediaEval 2017 Workshop co-located with the Conference and Labs of the Evaluation Forum (CLEF 2017), 2017

Predicting Media Interestingness via Biased Discriminant Embedding and Supervised Manifold Regression.
Proceedings of the Working Notes Proceedings of the MediaEval 2017 Workshop co-located with the Conference and Labs of the Evaluation Forum (CLEF 2017), 2017

HKBU at MediaEval 2017 - Medico: Medical Multimedia Task.
Proceedings of the Working Notes Proceedings of the MediaEval 2017 Workshop co-located with the Conference and Labs of the Evaluation Forum (CLEF 2017), 2017

Learning Music Emotions via Quantum Convolutional Neural Network.
Proceedings of the Brain Informatics - International Conference, 2017

2016
Perception-oriented video saliency detection via spatio-temporal attention analysis.
Neurocomputing, 2016

Locally learning heterogeneous manifolds for phonetic classification.
Comput. Speech Lang., 2016

Learning Music Emotion Primitives via Supervised Dynamic Clustering.
Proceedings of the 2016 ACM Conference on Multimedia Conference, 2016

Mining Emotional Features of Movies.
Proceedings of the Working Notes Proceedings of the MediaEval 2016 Workshop, 2016

Supervised Manifold Learning for Media Interestingness Prediction.
Proceedings of the Working Notes Proceedings of the MediaEval 2016 Workshop, 2016

Quality preserved data summarization for fast hierarchical clustering.
Proceedings of the 2016 International Joint Conference on Neural Networks, 2016

Scalable Group Audio-Based Authentication Scheme for IoT Devices.
Proceedings of the 12th International Conference on Computational Intelligence and Security, 2016

2015
What Strikes the Strings of Your Heart?-Multi-Label Dimensionality Reduction for Music Emotion Analysis via Brain Imaging.
IEEE Trans. Auton. Ment. Dev., 2015

What Strikes the Strings of Your Heart? - Feature Mining for Music Emotion Analysis.
IEEE Trans. Affect. Comput., 2015

Query-oriented unsupervised multi-document summarization via deep learning model.
Expert Syst. Appl., 2015

Face recognition from a single registered image for conference socializing.
Expert Syst. Appl., 2015

Affective Feature Extraction for Music Emotion Prediction.
Proceedings of the Working Notes Proceedings of the MediaEval 2015 Workshop, 2015

What makes the stego image undetectable?
Proceedings of the 7th International Conference on Internet Multimedia Computing and Service, 2015

2014
Hybrid Manifold Embedding.
IEEE Trans. Neural Networks Learn. Syst., 2014

Region level annotation by fuzzy based contextual cueing label propagation.
Multim. Tools Appl., 2014

What Strikes the Strings of Your Heart?: Multi-Label Dimensionality Reduction for Music Emotion Analysis.
Proceedings of the ACM International Conference on Multimedia, MM '14, Orlando, FL, USA, November 03, 2014

2013
Water Reflection Recognition Based on Motion Blur Invariant Moments in Curvelet Space.
IEEE Trans. Image Process., 2013

Corrigendum to cross-domain video concept detection: A joint discriminative and generative active learning approach [Expert Systems with Applications 39 (15) (2012) 12220-12228].
Expert Syst. Appl., 2013

Detecting and understanding genetic and structural features in HIV-1 B subtype V3 underlying HIV-1 co-receptor usage.
Bioinform., 2013

2012
Inferring consistent functional interaction patterns from natural stimulus FMRI data.
NeuroImage, 2012

Tensor distance based multilinear globality preserving embedding: A unified tensor based dimensionality reduction framework for image and video classification.
Expert Syst. Appl., 2012

Cross-domain video concept detection: A joint discriminative and generative active learning approach.
Expert Syst. Appl., 2012

Neighborhood preserving ordinal regression.
Proceedings of the 4th International Conference on Internet Multimedia Computing and Service, 2012

Knowledge-based Quadratic Discriminant Analysis for phonetic classification.
Proceedings of the 2012 IEEE International Conference on Acoustics, 2012

2011
Tensor-based locally maximum margin classifier for image and video classification.
Comput. Vis. Image Underst., 2011

Bilinear deep learning for image classification.
Proceedings of the 19th International Conference on Multimedia 2011, Scottsdale, AZ, USA, November 28, 2011

Semi-supervised manifold ordinal regression for image ranking.
Proceedings of the 19th International Conference on Multimedia 2011, Scottsdale, AZ, USA, November 28, 2011

Globality-Locality Consistent Discriminant Analysis for Phone Classification.
Proceedings of the INTERSPEECH 2011, 2011

Investigation of supervised dimensionality reduction methods for phonetic classification.
Proceedings of the ICIMCS 2011, 2011

Ordinal Regression via Manifold Learning.
Proceedings of the Twenty-Fifth AAAI Conference on Artificial Intelligence, 2011

2010
Tensor Distance Based Multilinear Locality-Preserved Maximum Information Embedding.
IEEE Trans. Neural Networks, 2010

Nonlinear dimensionality reduction with hybrid distance for trajectory representation of dynamic texture.
Signal Process., 2010

Unsupervised summarization of rushes videos.
Proceedings of the 18th International Conference on Multimedia 2010, 2010

Supervised manifold learning for image and video classification.
Proceedings of the 18th International Conference on Multimedia 2010, 2010

A semantic no-reference image sharpness metric based on top-down and bottom-up saliency map modeling.
Proceedings of the International Conference on Image Processing, 2010

Fuzzy based contextual cueing for region level annotation.
Proceedings of the Second International Conference on Internet Multimedia Computing and Service, 2010

Multilinear Maximum Distance Embedding Via L1-Norm Optimization.
Proceedings of the Twenty-Fourth AAAI Conference on Artificial Intelligence, 2010

2009
Dimensionality reduction for heterogeneous dataset in rushes editing.
Pattern Recognit., 2009

Tensor distance based multilinear multidimensional scaling for image and video analysis.
Proceedings of the 17th International Conference on Multimedia 2009, 2009

Bidirectional visible neighborhood preserving embedding.
Proceedings of the First International Conference on Internet Multimedia Computing and Service, 2009

Multilinear Isometric Embedding for visual pattern analysis.
Proceedings of the 12th IEEE International Conference on Computer Vision Workshops, 2009

2008
Dimensionality Reduction for Descriptor Generation in Rushes Editing.
Proceedings of the 2th IEEE International Conference on Semantic Computing (ICSC 2008), 2008

Rushes video summarization using audio-visual information and sequence alignment.
Proceedings of the 2nd ACM Workshop on Video Summarization, 2008

Multiple video trajectories representation using double-layer isometric feature mapping.
Proceedings of the 2008 IEEE International Conference on Multimedia and Expo, 2008

2007
The Hong Kong Polytechnic University at TRECVID 2007 BBC rushes summarization.
Proceedings of the 1st ACM Workshop on Video Summarization, 2007


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