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检索条件"机构=Centre for Pattern Recognition and Data Analytics"
92 条 记 录,以下是11-20 订阅
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Latent sentiment topic modelling and nonparametric discovery of online mental health-related communities
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International Journal of data Science and analytics 2017年 第3期4卷 209-231页
作者: Dao, Bo Nguyen, Thin Venkatesh, Svetha Phung, Dinh Centre for Pattern Recognition and Data Analytics Deakin University GeelongVIC3216 Australia
Social media are an online means of interaction among individuals. People are increasingly using social media, especially online communities, to discuss health concerns and seek support. Understanding topics, sentimen... 详细信息
来源: 评论
Algorithmic assurance: an active approach to algorithmic testing using Bayesian optimisation  18
Algorithmic assurance: an active approach to algorithmic tes...
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Proceedings of the 32nd International Conference on Neural Information Processing Systems
作者: Shivapratap Gopakumar Sunil Gupta Santu Rana Vu Nguyen Svetha Venkatesh Centre for Pattern Recognition and Data Analytics Deakin University Geelong Australia
We introduce algorithmic assurance, the problem of testing whether machine learning algorithms are conforming to their intended design goal. We address this problem by proposing an efficient framework for algorithmic ...
来源: 评论
Graph memory networks for molecular activity prediction
arXiv
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arXiv 2018年
作者: Pham, Trang Tran, Truyen Venkatesh, Svetha Centre for Pattern Recognition and Data Analytics Deakin University Geelong Australia
Molecular activity prediction is critical in drug design. Machine learning techniques such as kernel methods and random forests have been successful for this task. These models require fixed-size feature vectors as in... 详细信息
来源: 评论
Nonparametric online machine learning with kernels  26
Nonparametric online machine learning with kernels
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26th International Joint Conference on Artificial Intelligence, IJCAI 2017
作者: Nguyen, Khanh Centre for Pattern Recognition and Data Analytics Deakin University Australia
Max-margin and kernel methods are dominant approaches to solve many tasks in machine learning. However, the paramount question is how to solve model selection problem in these methods. It becomes urgent in online lear... 详细信息
来源: 评论
Dual discriminator generative adversarial nets  31
Dual discriminator generative adversarial nets
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31st Annual Conference on Neural Information Processing Systems, NIPS 2017
作者: Nguyen, Tu Dinh Le, Trung Vu, Hung Phung, Dinh Deakin University Centre for Pattern Recognition and Data Analytics Geelong Australia
We propose in this paper a novel approach to tackle the problem of mode collapse encountered in generative adversarial network (GAN). Our idea is intuitive but proven to be very effective, especially in addressing som... 详细信息
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Deep learning to attend to risk in ICU  2
Deep learning to attend to risk in ICU
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2nd International Workshop on Knowledge Discovery in Healthcare data, KDH at IJCAI 2017
作者: Nguyen, Phuoc Tran, Truyen Venkatesh, Svetha Centre for Pattern Recognition and Data Analytics Deakin University Geelong Australia
Modeling physiological time-series in ICU is of high clinical importance. However, data collected within ICU are irregular in time and often contain missing measurements. Since absence of a measure would signify its l... 详细信息
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Bayesian functional optimisation with shape prior
arXiv
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arXiv 2018年
作者: Vellanki, Pratibha Rana, Santu Gupta, Sunil de Celis Leal Alessandra Sutti, David Rubin Height, Murray Venkatesh, Svetha Centre for Pattern Recognition and Data Analytics Deakin University Geelong Australia Institute for Frontier Materials GTP Research Deakin University Geelong Australia
Real world experiments are expensive, and thus it is important to reach a target in minimum number of experiments. Experimental processes often involve control variables that changes over time. Such problems can be fo... 详细信息
来源: 评论
The relationship between linguistic expression and symptoms of depression, anxiety, and suicidal thoughts: A longitudinal study of blog content
arXiv
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arXiv 2018年
作者: O'Dea, B. Boonstra, T.W. Larsen, M.E. Nguyen, T. Venkatesh, S. Christensen, H. Black Dog Institute Faculty of Medicine University of New South Wales NSW Australia Centre for Pattern Recognition and Data Analytics Deakin University Victoria Australia
Introduction: Due to its popularity and availability, social media data may present a new way to identify individuals who are experiencing mental illness. By analysing individuals' blog content, this study aimed t... 详细信息
来源: 评论
KGAN: How to break the minimax game in GAN
arXiv
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arXiv 2017年
作者: Le, Trung Nguyen, Tu Dinh Phung, Dinh Centre for Pattern Recognition and Data Analytics Australia
Generative Adversarial Networks (GANs) were intuitively and attractively explained under the perspective of game theory, wherein two involving parties are a discriminator and a generator. In this game, the task of the... 详细信息
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Analogical-based bayesian optimization
arXiv
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arXiv 2017年
作者: Le, Trung Nguyen, Khanh Nguyen, Tu Dinh Phung, Dinh Centre for Pattern Recognition and Data Analytics Australia
Some real-world problems revolve to solve the optimization problem maxx€X f (x) where f (.) is a black-box function and X might be the set of non-vectorial objects (e.g., distributions) where we can only define a symm... 详细信息
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