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Efficient Hyperparameter Tuning using Bayesian Optimization

T. Theckel

2019 / Doctor of Philosophy (Information Technology), School of Information Technology

Recurrent Neural Networks for Structured Data

T. Thi

2019 / Doctor of Philosophy (Information Technology), School of Information Technology

Machine learning to fight addiction using social media

H. Harikumar

2018 / Doctor of Philosophy (Information Technology), School of Information Technology

Representation Learning in Complex Data via Pattern Discovery

D. Pham

2018 / Doctor of Philosophy (Information Technology), School of Information Technology

Making Sense of Pervasive Signals: a Machine Learning Approach

T. Binh

2018 / Doctor of Philosophy (Information Technology), School of Information Technology

Machine Learning in Healthcare: An Investigation into Model Stability

S. Gopakumar

2017 / Doctor of Philosophy (Information Technology), School of Information Technology

Towards Scalable Bayesian Nonparametric Methods for Data Analytics

H. Viet

2017 / Doctor of Philosophy (Information Technology), School of Information Technology

Knowledge Discovery and Probabilistic Models of Online Autism Spectrum Disorder Data

A. Beykikhoshk

2017 / Doctor of Philosophy (Information Technology), School of Information Technology

Social Media as Sensor for Healthcare: A Machine Learning Approach

B. Dao

2017 / Doctor of Philosophy (Information Technology), School of Information Technology

Applied Machine Learning for Personalised Early Intervention in Autism

P. Vellanki

2016 / Doctor of Philosophy (Information Technology), School of Information Technology

Building Stable Predictive Models for Healthcare Applications: A Data-Driven Approach

I. Kamkar

2016 / Doctor of Philosophy (Information Technology), School of Information Technology

Sparse representation for face images

X. Zhang

2016 / Doctor of Philosophy (Information Technology), School of Information Technology

Bayesian nonparametric multilevel modelling and applications

T. Vu

2015 / Doctor of Philosophy (Information Technology), School of Information Technology

Bayesian nonparametric learning of contexts and activities from pervasive signals

C. Thuong

2015 / Doctor of Philosophy (Information Technology), School of Information Technology

Structured representation learning from complex data

T. Dinh

2015 / Doctor of Philosophy (Information Technology), School of Information Technology

Exploiting side information in Bayesian nonparametric models and their applications

C. Li

2015 / Doctor of Philosophy (Information Technology), School of Information Technology