James Bailey

The importance and meaning of session behaviour in a MOOC

Paula G de Barba, Donia Malekian, Eduardo A Oliveira, James Bailey, Tracii Ryan, Gregor Kennedy

Journal article  |  2020  |  Computers and Education

Black-box adversarial attacks on video recognition models

L Jiang, X Ma, S Chen, J Bailey, YG Jiang

Conference Proceedings  |  2019  |  Proceedings of the 27th ACM International Conference on Multimedia - MM '19

Deep neural networks (DNNs) are known for their vulnerability to adversarial examples. These are examples that have undergone smal..

A Fast Parameter Identification Framework for Personalized Pharmacokinetics.

Chenxi Yang, Negar Tavassolian, Wassim M Haddad, James M Bailey, Behnood Gholami

Journal article  |  2019  |  Scientific Reports

This paper introduces a novel framework for fast parameter identification of personalized pharmacokinetic problems. Given one samp..

Classifying Attention Types with Thermal Imaging and Eye Tracking

Yomna Abdelrahman, Anam Ahmad Khan, Joshua Newn, Eduardo Velloso, Sherine Ashraf Safwat, James Bailey, Andreas Bulling, Frank Vetere, Albrecht Schmidt

Journal article  |  2019  |  Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies

Despite the importance of attention in user performance, current methods for attention classification do not allow to discriminate..

Improving the quality of explanations with local embedding perturbations

Y Jia, J Bailey, K Ramamohanarao, C Leckie, ME Houle

Conference Proceedings  |  2019  |  Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining - KDD '19

Classifier explanations have been identified as a crucial component of knowledge discovery. Local explanations evaluate the behavi..

SLA-aware and deadline constrained profit optimization for cloud resource management in big data analytics-as-a-service platforms

Y Zhao, RN Calheiros, AV Vasilakos, J Bailey, RO Sinnott

Conference Proceedings  |  2019  |  2019 IEEE 12th International Conference on Cloud Computing (CLOUD)

© 2019 IEEE. Discovering optimal data analytics solutions to extract value from data for better and faster decision making is esse..

Exploiting patterns to explain individual predictions

Y Jia, J Bailey, K Ramamohanarao, C Leckie, X Ma

Journal article  |  2019  |  Knowledge and Information Systems

Users need to understand the predictions of a classifier, especially when decisions based on the predictions can have severe conse..

An effective and versatile distance measure for spatiotemporal trajectories

Somayeh Naderivesal, Lars Kulik, James Bailey

Journal article  |  2019  |  Data Mining and Knowledge Discovery

Online cluster validity indices for performance monitoring of streaming data clustering

Masud Moshtaghi, James C Bezdek, Sarah M Erfani, Christopher Leckie, James Bailey

Journal article  |  2019  |  International Journal of Intelligent Systems

The importance of automated real-time performance feedback in virtual reality temporal bone surgery training

M Davaris, S Wijewickrema, Y Zhou, P Piromchai, J Bailey, G Kennedy, S O’Leary

Conference Proceedings  |  2019  |  Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

© Springer Nature Switzerland AG 2019. Virtual reality (VR) is increasingly being used as a training platform in many fields inclu..

Validation of an automated system for detecting ineffective triggering asynchronies during mechanical ventilation: a retrospective study

TS Phan, R Costa, WM Haddad, JC Mullis, LT Price, AD Cason, JM Bailey, B Gholami

Journal article  |  2019  |  Journal of Clinical Monitoring and Computing

Semi-supervised blockmodelling with pairwise guidance

M Ganji, J Chan, PJ Stuckey, J Bailey, C Leckie, K Ramamohanarao, L Park

Conference Proceedings  |  2019  |  Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Preface

J Liu, J Bailey

Book  |  2019  |  Lecture Notes in Artificial Intelligence

Profit maximization and time minimization admission control and resource scheduling for cloud-based big data analytics-as-a-service platforms

Y Zhao, RN Calheiros, AV Vasilakos, J Bailey, RO Sinnott

Conference Proceedings  |  2019  |  Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

On the convergence and robustness of adversarial training

Y Wang, X Ma, J Bailey, J Yi, B Zhou, Q Gu

Conference Proceedings  |  2019  |  36th International Conference on Machine Learning, ICML 2019

SynthNet: Learning to synthesize music end-to-end

F Schimbinschi, C Walder, SM Erfani, J Bailey

Conference Proceedings  |  2019  |  Proceedings of the Twenty-Eighth International Joint Conference on Artificial Intelligence

We consider the problem of learning a mapping directly from annotated music to waveforms, bypassing traditional single note synthe..

Characteristics of Local Intrinsic Dimensionality (LID) in Subspaces: Local Neighbourhood Analysis

T Hashem, L Rashidi, J Bailey, L Kulik

Conference Proceedings  |  2019  |  Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Predict optimise with ranking objectives: Exhaustively learning linear functions

E Demirović, PJ Stuckey, J Bailey, J Chan, C Leckie, K Ramamohanarao, T Guns

Conference Proceedings  |  2019  |  Proceedings of the Twenty-Eighth International Joint Conference on Artificial Intelligence

We study the predict+optimise problem, where machine learning and combinatorial optimisation must interact to achieve a common goa..

An Investigation into Prediction��Optimisation for the Knapsack Problem

E Demirović, PJ Stuckey, J Bailey, J Chan, C Leckie, K Ramamohanarao, T Guns

Conference Proceedings  |  2019  |  Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

© 2019, Springer Nature Switzerland AG. We study a predictionÂ�+Â�optimisation formulation of the knapsack problem. The goal is to..

Continuous Evaluation of Video Lectures from Real-Time Difficulty Self-Report

Namrata Srivastava, Eduardo Velloso, Jason M Lodge, Sarah Erfani, James Bailey

Conference Proceedings  |  2019  |  Proceedings of the 2019 CHI Conference on Human Factors in Computing Systems - CHI '19

With the increased reach and impact of video lectures, it is crucial to understand how they are experienced. Whereas previous stud..

Online CP Decomposition for Sparse Tensors

S Zhou, S Erfani, J Bailey

Conference Proceedings  |  2018  |  2018 IEEE International Conference on Data Mining (ICDM)

© 2018 IEEE. Tensor decomposition techniques such as CANDECOMP/PARAFAC (CP) decomposition have achieved great success across a ran..

Laboratory alerts to guide early intensive care team review in surgical patients: A feasibility, safety, and efficacy pilot randomized controlled trial

Rinaldo Bellomo, Matthew Chan, Christopher Guy, Helena Proimos, Federica Franceschi, Marco Crisman, Aniket Nadkarni, Paolo Ancona, Kevin Pan, Francesca Di Muzio, Barbara Presello, James Bailey, Marcus Young, Graeme K Hart

Journal article  |  2018  |  Resuscitation

AI in the ICU: In the intensive care unit, artificial intelligence can keep watch

B Gholami, WM Haddad, JM Bailey

Journal article  |  2018  |  IEEE Spectrum

A pilot study evaluating adaptive closed-loop fluid resuscitation during states of absolute and relative hypovolemia in dogs.

Behnood Gholami, Wassim M Haddad, James M Bailey, Beth Geist, Yukie Ueyama, William W Muir

Journal article  |  2018  |  Journal of Veterinary Emergency and Critical Care

OBJECTIVE: To evaluate and determine the performance of a partially automated as well as a fully automated closed-loop fluid resus..

Development and Validation of a Virtual Reality Tutor to Teach Clinically Oriented Surgical Anatomy of the Ear

S Wijewickrema, B Copson, X Ma, R Briggs, J Bailey, G Kennedy, S Oleary

Conference Proceedings  |  2018  |  2018 IEEE 31st International Symposium on Computer-Based Medical Systems (CBMS)

© 2018 IEEE. Virtual reality (VR) is being increasingly used in medical education. However, investigations into its effectiveness ..

Dimensionality-Driven Learning with Noisy Labels

X Ma, Yisen Wang, Michael E Houle, Shuo Zhou, Sarah M Erfani, Shu-tao Xia, Sudanthi Wijewickrema, James Bailey

Conference Proceedings  |  2018  |  35th International Conference on Machine Learning, ICML 2018

Datasets with significant proportions of noisy (incorrect) class labels present challenges for training accurate Deep Neural Netwo..

Iterative Learning with Open-set Noisy Labels

Yisen Wang, Weiyang Liu, X Ma, James Bailey, Hongyuan Zha, Le Song, Shu-tao Xia

Conference Proceedings  |  2018  |  2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition

Large-scale datasets possessing clean label annotations are crucial for training Convolutional Neural Networks (CNNs). However, la..

Characterizing Adversarial Subspaces Using Local Intrinsic Dimensionality

X Ma, Bo Li, Yisen Wang, Sarah M. Erfani, Sudanthi Wijewickrema, Grant Schoenebeck, Dawn Song, Michael E Houle, james Bailey

Conference Proceedings  |  2018  |  6th International Conference on Learning Representations, ICLR 2018 - Conference Track Proceedings

Deep Neural Networks (DNNs) have recently been shown to be vulnerable against adversarial examples, which are carefully crafted in..

The randomized information coefficient: assessing dependencies in noisy data

Simone Romano, Nguyen Xuan Vinh, Karin Verspoor, James Bailey

Journal article  |  2018  |  Machine Learning

Presentation of automated procedural guidance in surgical simulation: results of two randomised controlled trials.

S Wijewickrema, Y Zhou, I Ioannou, B Copson, P Piromchai, C Yu, R Briggs, J Bailey, G Kennedy, S O'Leary

Journal article  |  2018  |  The Journal of Laryngology & Otology

OBJECTIVE: To investigate the effectiveness and usability of automated procedural guidance during virtual temporal bone surgery. M..

The vulnerability of learning to adversarial perturbation increases with intrinsic dimensionality

L Amsaleg, J Bailey, D Barbe, S Erfani, ME Houle, V Nguyen, M Radovanovic

Conference Proceedings  |  2018  |  2017 IEEE Workshop on Information Forensics and Security (WIFS)

© 2017 IEEE. Recent research has shown that machine learning systems, including state-of-the-art deep neural networks, are vulnera..

Do experts practice what they profess?

Yun Zhou, Sudanthi Wijewickrema, Ioanna Ioannou, James Bailey, Gregor Kennedy, Debra Nestel, Stephen O'Leary

Journal article  |  2018  |  PLOS ONE

An automated matrix profile for mining consecutive repeats in time series

M Mirmomeni, Y Kowsar, L Kulik, J Bailey

Conference Proceedings  |  2018  |  Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

© Springer International Publishing AG, part of Springer Nature 2018. A key application of wearable sensors is remote patient moni..

Lagrangian constrained community detection

M Ganj, J Bailey, PJ Stuckey

Conference Proceedings  |  2018  |  32nd AAAI Conference on Artificial Intelligence, AAAI 2018

Copyright © 2018, Association for the Advancement of Artificial Intelligence (www.aaai.org). All rights reserved. Semi-supervised ..

Image constrained blockmodelling: A constraint programming approach

M Ganji, J Chan, PJ Stuckey, J Bailey, C Leckie, K Ramamohanarao, I Davidson

Conference Proceedings  |  2018  |  SIAM International Conference on Data Mining, SDM 2018

© 2018 by SIAM. Blockmodelling is an important technique for detecting un-derlying patterns in graphs. However, existing blockmod-..

Struggle town? Developing profiles of student confusion in simulation-based learning environments

S Nawaz, G Kennedy, J Bailey, C Mead, L Horodyskyj

Conference Proceedings  |  2018  |  ASCILITE 2018 - Conference Proceedings - 35th International Conference of Innovation, Practice and Research in the use of Educational Technologies in Tertiary Education: Open Oceans: Learning Without Borders

© 2018 ASCILITE 2018 - Conference Proceedings - 35th International Conference of Innovation, Practice and Research in the use of E..

Learning Deep Hidden Nonlinear Dynamics from Aggregate Data

Yisen Wang, Bo Dai, Lingkai Kong, Sarah Monazam Erfani, James Bailey, Hongyuan Zha

Conference Proceedings  |  2018  |  34th Conference on Uncertainty in Artificial Intelligence 2018, UAI 2018

© 2018 by Association For Uncertainty in Artificial Intelligence (AUAI) All rights reserved. Learning nonlinear dynamics from diff..

SLA-Based Profit Optimization Resource Scheduling for Big Data Analytics-as-a-Service Platforms in Cloud Computing Environments

Y Zhao, R Calheiros, G Gange, J Bailey, R Sinnott

Journal article  |  2018  |  IEEE Transactions on Cloud Computing

Providing automated real-time technical feedback for virtual reality based surgical training: Is the simpler the better?

S Wijewickrema, X Ma, P Piromchai, R Briggs, J Bailey, G Kennedy, S O Leary

Conference Proceedings  |  2018  |  Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

© Springer International Publishing AG, part of Springer Nature 2018. In surgery, where mistakes have the potential for dire conse..

A fast and accurate index structure for spatiotemporal trajectories

S Naderivesal, L Kulik, J Bailey

Conference Proceedings  |  2017  |  Proceedings of the 14th EAI International Conference on Mobile and Ubiquitous Systems Computing Networking and Services

Topology-regularized universal vector autoregression for traffic forecasting in large urban areas

Florin Schimbinschi, Luis Moreira-Matias, Xuan Nguyen Vinh, James Bailey

Journal article  |  2017  |  Expert Systems with Applications

Extending Information-Theoretic Validity Indices for Fuzzy Clustering

Yang Lei, James C Bezdek, Jeffrey Chan, Xuan Vinh Nguyen, Simone Romano, James Bailey

Journal article  |  2017  |  IEEE Transactions on Fuzzy Systems

rFILTA: relevant and nonredundant view discovery from collections of clusterings via filtering and ranking

Yang Lei, Xuan Vinh Nguyen, Jeffrey Chan, James Bailey

Journal article  |  2017  |  Knowledge and Information Systems

Challenges of differentially private release of data under an open-world assumption

E Naghizade, J Bailey, L Kulik, E Tanin

Conference Proceedings  |  2017  |  Proceedings of the 29th International Conference on Scientific and Statistical Database Management - SSDBM '17

© 2017 ACM. Since its introduction a decade ago, differential privacy has been deployed and adapted in different application scena..

Ground truth bias in external cluster validity indices

Yang Lei, James C Bezdek, Simone Romano, Xuan Vinh Nguyen, Jeffrey Chan, James Bailey

Journal article  |  2017  |  Pattern Recognition

Machine-Learning Algorithms Predict Graft Failure After Liver Transplantation

Lawrence Lau, Yamuna Kankanige, Benjamin Rubinstein, Robert Jones, Christopher Christophi, Vijayaragavan Muralidharan, James Bailey

Journal article  |  2017  |  Transplantation

Supporting skill acquisition in cochlear implant surgery through virtual reality simulation.

Bridget Copson, Sudanthi Wijewickrema, Yun Zhou, Patorn Piromchai, Robert Briggs, James Bailey, Gregor Kennedy, Stephen O'Leary

Journal article  |  2017  |  Cochlear Implants International

OBJECTIVES: To evaluate the effectiveness of a virtual reality (VR) temporal bone simulator in training cochlear implant surgery. ..

The Vulnerability of Learning to Adversarial Perturbation Increases with Intrinsic Dimensionality

Laurent Amsaleg, James Bailey, Dominique Barbe, Sarah Erfani, Michael E Houle, Nguyen Vinh, Milos Radovanovic

Journal article  |  2017  |  NII Technical Reports

SCED: A General Framework for Sparse Tensor Decomposition with Constraints and Elementwise Dynamic Learning

Shuo Zhou, Sarah M Erfani, James Bailey

Conference Proceedings  |  2017  |  2017 IEEE International Conference on Data Mining (ICDM)

Efficient orthogonal parametrisation of recurrent neural networks using householder reflections

Z Mhammedi, A Hellicar, A Rahman, J Bailey

Conference Proceedings  |  2017  |  34th International Conference on Machine Learning, ICML 2017

© 2017 by the author(s). The problem of learning long-term dependencies in sequences using Recurrent Neural Networks (RNNs) is sti..

Designing Intelligent Sleep Analysis Systems for Automated Contextual Exploration on Personal Sleep-Tracking Data

Zilu Liang, Wanyu Liu, Bernd Ploderer, James Bailey, Lars Kulik, Yuxuan Li

Conference Proceedings  |  2017  |  Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

From Shared Subspaces to Shared Landmarks: A Robust Multi-Source Classification Approach

S MONAZAM ERFANI, undefined Baktashmotlagh, undefined moshtaghi, undefined Nguyen, undefined leckie, undefined bailey, undefined kotagiri

Conference Proceedings  |  2017  |  31st AAAI Conference on Artificial Intelligence, AAAI 2017

Providing effective real-time feedback in simulation-based surgical training

X Ma, S Wijewickrema, Y Zhou, S Zhou, S O Leary, J Bailey

Conference Proceedings  |  2017  |  Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

© Springer International Publishing AG 2017. Virtual reality simulation is becoming popular as a training platform in surgical edu..

Adversarial generation of real-time feedback with neural networks for Simulation-based training

X Ma, S Wijewickrema, S Zhou, Y Zhou, Z Mhammedi, S O'Leary, J Bailey

Conference Proceedings  |  2017  |  IJCAI International Joint Conference on Artificial Intelligence

Simulation-based training (SBT) is gaining popularity as a low-cost and convenient training technique in a vast range of applicati..

Simulation for Training Cochlear Implant Electrode Insertion

Xingjun Ma, Sudanthi Wijewickrema, Yun Zhou, Bridget Copson, James Bailey, Gregor Kennedy, Stephen O'Leary

Conference Proceedings  |  2017  |  2017 IEEE 30th International Symposium on Computer-Based Medical Systems (CBMS)

Design and Evaluation of a Virtual Reality Simulation Module for Training Advanced Temporal Bone Surgery

Sudanthi Wijewickrema, Bridget Copson, Yun Zhou, Xingjun Ma, Robert Briggs, James Bailey, Gregor Kennedy, Stephen O'Leary

Conference Proceedings  |  2017  |  2017 IEEE 30th International Symposium on Computer-Based Medical Systems (CBMS)

Using a Traffic Light System to Provide Feedback to IS Masters Students

R Lederman, D Constantinidis, T Linden, L Corrin, J Pearce, W Smith, J Bailey

Conference Proceedings  |  2017  |  ICIS 2017: Transforming Society with Digital Innovation

This paper details a novel response to the problem of how to provide technology-enhanced feedback to students undertaking projects..

Clustering aided support vector machines

G Ristanoski, R Soni, S Rajasegarar, J Bailey, C Leckie

Conference Proceedings  |  2017  |  Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

A declarative approach to constrained community detection

M Ganji, J Bailey, PJ Stuckey

Conference Proceedings  |  2017  |  Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

© Springer International Publishing AG 2017. Community detection in the presence of prior information or preferences on solution p..

Unbiased multivariate correlation analysis

Y Wang, S Romano, V Nguyen, J Bailey, X Ma, ST Xia

Conference Proceedings  |  2017  |  31st AAAI Conference on Artificial Intelligence, AAAI 2017

Copyright © 2017, Association for the Advancement of Artificial Intelligence (www.aaai.org). All rights reserved. Correlation meas..

Visual Assessment of Clustering Tendency for Incomplete Data

Laurence AF Park, James C Bezdek, Christopher Leckie, Ramamohanarao Kotagiri, James Bailey, Marimuthu Palaniswami

Journal article  |  2016  |  IEEE Transactions on Knowledge and Data Engineering

SleepExplorer: a visualization tool to make sense of correlations between personal sleep data and contextual factors

Zilu Liang, Bernd Ploderer, Wanyu Liu, Yukiko Nagata, James Bailey, Lars Kulik, Yuxuan Li

Journal article  |  2016  |  Personal and Ubiquitous Computing

Discovering outlying aspects in large datasets

Xuan Vinh Nguyen, Jeffrey Chan, Simone Romano, James Bailey, Christopher Leckie, Kotagiri Ramamohanarao, Jian Pei

Journal article  |  2016  |  Data Mining and Knowledge Discovery

Accelerating online CP decompositions for higher order tensors

S Zhou, NX Vinh, J Bailey, Y Jia, I Davidson

Conference Proceedings  |  2016  |  Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining - KDD '16

© 2016 ACM. Tensors are a natural representation for multidimensional data. In recent years, CANDECOMP/PARAFAC (CP) decomposition,..

Preface

Virve I Enne, Alan P Johnson, John D Perry

Conference Proceedings  |  2016  |  Journal of Antimicrobial Chemotherapy

Can high-order dependencies improve mutual information based feature selection?

Xuan Vinh Nguyen, Shuo Zhou, Jeffrey Chan, James Bailey

Journal article  |  2016  |  Pattern Recognition

Mining emerging patterns using tree structures or tree based searches

J Bailey, K Ramamohanarao

Book Chapter  |  2016

Preface

G Dong, J Bailey

Book  |  2016

Mining emerging patterns from structured data

J Bailey

Book Chapter  |  2016

Statistical measures for contrast patterns

J Bailey

Book Chapter  |  2016

Mining emerging patterns using zero-suppressed binary decision diagrams

J Bailey, E Loekito

Book Chapter  |  2016

Contrast data mining: Concepts, algorithms, and applications

G Dong, J Bailey

Book  |  2016

Efficient discovery of contrast subspaces for object explanation and characterization

Lei Duan, Guanting Tang, Jian Pei, James Bailey, Guozhu Dong, Nguyen Vinh, Akiko Campbell, Changjie Tang

Journal article  |  2016  |  Knowledge and Information Systems

Preface

Emilio Martinez-Victoria, Angel Gil, U Ruth Charrondiere

Conference Proceedings  |  2016  |  Food Chemistry

MOOCs Meet Measurement Theory: A Topic-Modelling Approach

J He, BIP Rubinstein, J BAILEY, R Zhang, S Milligan, J Chan

Conference Proceedings  |  2016  |  30th AAAI Conference on Artificial Intelligence, AAAI 2016

Data science in Asia (for PAKDD 2016)

J Bailey, L Khan, T Washio

Journal article  |  2016  |  International Journal of Data Science and Analytics

Robust Domain Generalisation by Enforcing Distribution Invariance

S MONAZAM ERFANI, M Baktashmotlagh, M Moshtaghi, X Nguyen, C Leckie, J Bailey, K Ramamohanarao

Conference Proceedings  |  2016  |  IJCAI International Joint Conference on Artificial Intelligence

Adjusting for Chance Clustering Comparison Measures

Simone Romano, Xuan Vinh Nguyen, James Bailey, Karin Verspoor

Journal article  |  2016  |  Journal of Machine Learning Research

Validity: A Framework for Cross-disciplinary Collaboration in Mining Indicators of Learning from MOOC Forums

S Milligan, J He, J Bailey, R Zhang, BIP Rubinstein

Conference Proceedings  |  2016  |  Proceedings of the Sixth International Conference on Learning Analytics & Knowledge - LAK '16

Provision of Automated Step-by-Step Procedural Guidance in Virtual Reality Surgery Simulation

Sudanthi Wijewickrema, Yun Zhou, James Bailey, Gregor Kennedy, Stephen O'Leary

Conference Proceedings  |  2016  |  Proceedings of the 22nd ACM Conference on Virtual Reality Software and Technology - VRST '16

SLA-Based Profit Optimization for Resource Management of Big Data Analytics-as-a-Service Platforms in Cloud Computing Environments

Y Zhao, RN Calheiros, J Bailey, R SINNOTT

Conference Proceedings  |  2016  |  2016 IEEE International Conference on Big Data (Big Data)

R1STM: One-class support tensor machine with randomised kernel

SM Erfani, M Baktashmotlagh, S Rajasegarar, V Nguyen, C Leckie, J Bailey, K Ramamohanarao

Conference Proceedings  |  2016  |  16th SIAM International Conference on Data Mining 2016, SDM 2016

Measuring Dependency via Intrinsic Dimensionality

S Romano, O Chelly, XV Nguyen, J BAILEY, ME Houle

Conference Proceedings  |  2016  |  2016 23rd International Conference on Pattern Recognition (ICPR)

A framework to adjust dependency measure estimates for chance

S Romano, XV Nguyen, J Bailey, K Verspoor

Conference Proceedings  |  2016  |  16th SIAM International Conference on Data Mining 2016, SDM 2016

Copyright © by SIAM. Estimating the strength of dependency between two variables is fundamental for exploratory analysis and many ..

Real Time Autonomous Point of Interest Mining Through Ambient Smartphone Sensing

T Bhattacharya, L Kulik, J Bailey

Conference Proceedings  |  2016  |  Proceedings of the 13th International Conference on Mobile and Ubiquitous Systems: Computing, Networking and Services - MOBIQUITOUS 2016

Training Robust Models with Random Projection

XV Nguyen, S Monazam Erfani, S Paisitkriangkrai, J Bailey, C Leckie, K Ramamohanarao

Conference Proceedings  |  2016  |  2016 23rd International Conference on Pattern Recognition (ICPR)

Lagrangian constrained clustering

M Ganji, J Bailey, PJ Stuckey

Conference Proceedings  |  2016  |  16th SIAM International Conference on Data Mining 2016, SDM 2016

Copyright © by SIAM. Incorporating background knowledge in clustering problems has attracted wide interest. This knowledge can be ..

Node re-ordering as a means of anomaly detection in time-evolving graphs

L Rashidi, A Kan, J Bailey, J Chan, C Leckie, W Liu, S Rajasegarar, K Ramamohanarao

Conference Proceedings  |  2016  |  Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Trajectory inference for mobile devices using connected cell towers

K Perera, T Bhattacharya, L Kulik, J Bailey

Conference Proceedings  |  2015  |  Proceedings of the 23rd SIGSPATIAL International Conference on Advances in Geographic Information Systems - GIS '15

© 2015 ACM. Trajectory inference from raw location samples of a mobile device is an important task for many location based service..

Mining outlying aspects on numeric data

Lei Duan, Guanting Tang, Jian Pei, James Bailey, Akiko Campbell, Changjie Tang

Journal article  |  2015  |  Data Mining and Knowledge Discovery

Developing Effective Automated Feedback in Temporal Bone Surgery Simulation

Sudanthi Wijewickrema, Patorn Piromchai, Yun Zhou, Ioanna Ioannou, James Bailey, Gregor Kennedy, Stephen O'Leary

Journal article  |  2015  |  Otolaryngology–Head and Neck Surgery

Automatically recognizing places of interest from unreliable GPS data using spatio-temporal density estimation and line intersections

T Bhattacharya, L Kulik, J Bailey

Journal article  |  2015  |  Pervasive and Mobile Computing

Abstract Stay points are important for recognizing significant places from a mobile user’s GPS trajectory. Such places are often l..

Ranking cell tracking systems without manual validation

Andrey Kan, John Markham, Rajib Chakravorty, James Bailey, Christopher Leckie

Journal article  |  2015  |  Pattern Recognition Letters

Identifying At-Risk Students in Massive Open Online Courses

J He, J Bailey, B RUBINSTEIN, R Zhang

Conference Proceedings  |  2015  |  Proceedings of the National Conference on Artificial Intelligence

Region-Specific Automated Feedback in Temporal Bone Surgery Simulation

Sudanthi Wijewickrema, Ioanna Ioannou, Yun Zhou, Patorn Piromchai, James Bailey, Gregor Kennedy, Stephen O'Leary

Conference Proceedings  |  2015  |  Computer-Based Medical Systems (CBMS), 2015 IEEE 28th International Symposium on

A Framework for Simplifying Trip Data into Networks via Coupled Matrix Factorization

C-T Kuo, J BAILEY, I Davidson

Conference Proceedings  |  2015  |  Proceedings of the 2015 SIAM International Conference on Data Mining

Automated Segmentation of Surgical Motion for Performance Analysis and Feedback

Yun Zhou, Ioanna Ioannou, Sudanthi Wijewickrema, James Bailey, Gregor Kennedy, Stephen O'Leary

Conference Proceedings  |  2015  |  MEDICAL IMAGE COMPUTING AND COMPUTER-ASSISTED INTERVENTION - MICCAI 2015, PT I

Enriched spatial comparison of clusterings through discovery of deviating subspaces

Eric Bae, James Bailey

Journal article  |  2015  |  Machine Learning

Efficient Mining of Platoon Patterns in Trajectory Databases

Y Li, J Bailey, L Kulik

Journal article  |  2015  |  Data & Knowledge Engineering

Traffic Forecasting In Complex Urban Networks: Leveraging Big Data and Machine Learning

Florin Schimbinschi, Vinh Nguyen Xuan, James Bailey, Chris Leckie, Hai Vu, Rao Kotagiri

Conference Proceedings  |  2015  |  Big Data (Big Data), 2015 IEEE International Conference on

Generalized Modularity for Community Detection

Mohadeseh Ganji, Abbas Seifi, Hosein Alizadeh, James Bailey, Peter J Stuckey

Conference Proceedings  |  2015  |  Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Expressiveness issues and decision problems for active database event queries

J Bailey, S Mikulás

Conference Proceedings  |  2015  |  Proceedings of the 8th International Conference on Database Theory (ICDT)

A framework to uncover multiple alternative clusterings

Xuan Hong Dang, James Bailey

Journal article  |  2015  |  Machine Learning

Path planning on grids: The effect of vertex placement on path length

J Bailey, C Tovey, T Uras, S Koenig, A Nash

Conference Proceedings  |  2015  |  Proceedings of the 11th AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment, AIIDE 2015

Detection of Deception in the Mafia Party Game

S Demyanov, J Bailey, R Kotagiri, C Leckie

Conference Proceedings  |  2015  |  Proceedings of the 2015 ACM on International Conference on Multimodal Interaction - ICMI '15

How Private Can I Be Among Public Users?

E Naghizade, J Bailey, L Kulik, E Tanin

Conference Proceedings  |  2015  |  Proceedings of the 2015 ACM International Joint Conference on Pervasive and Ubiquitous Computing - UbiComp '15

Scalable Outlying-Inlying Aspects Discovery via Feature Ranking

Xuan Vinh Nguyen, Jeffrey Chan, James Bailey, Christopher Leckie, Kotagiri Ramamohanarao, Jian Pei

Conference Proceedings  |  2015  |  Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Mining multidimensional contextual outliers from categorical relational data

G Tang, J Pei, J Bailey, G Dong

Journal article  |  2015  |  Intelligent Data Analysis

Laboratory tests to identify patients at risk of early major adverse events: a prospective pilot study

M Kaufman, B Bebee, J Bailey, R Robbins, GK Hart, R Bellomo

Journal article  |  2014  |  Internal Medicine Journal

Generating multiple alternative clusterings via globally optimal subspaces

Xuan Hong Dang, James Bailey

Journal article  |  2014  |  Data Mining and Knowledge Discovery

Quantitative analysis of Plasmodium ookinete motion in three dimensions suggests a critical role for cell shape in the biomechanics of malaria parasite gliding motility

Andrey Kan, Yan-Hong Tan, Fiona Angrisano, Eric Hanssen, Kelly L Rogers, Lachlan Whitehead, Vanessa P Mollard, Anton Cozijnsen, Michael J Delves, Simon Crawford, Robert E Sinden, Geoffrey I McFadden, Christopher Leckie, James Bailey, Jake Baum

Journal article  |  2014  |  Cellular Microbiology

A Temporal Bone Surgery Simulator with Real-Time Feedback for Surgical Training

SN Wijewickrema, I Ioannou, Y ZHOU, P PIROMCHAI, J Bailey, GE Kennedy, SJ O'Leary

Conference Proceedings  |  2014  |  Medicine Meets Virtual Reality 21

Is this you?: identifying a mobile user using only diagnostic features

A Quattrone, T Bhattacharya, L Kulik, E Tanin, J BAILEY

Conference Proceedings  |  2014  |  Proceedings of the 13th International Conference on Mobile and Ubiquitous Multimedia - MUM '14

Mining contrast subspaces

L Duan, G Tang, J Pei, J Bailey, G Dong, A Campbell, C Tang

Conference Proceedings  |  2014  |  Advances in Knowledge Discovery and Data Mining

Exploiting Transitive Similarity and Temporal Dynamics for Similarity Search in Heterogeneous Information Networks

J HE, J Bailey, R Zhang

Conference Proceedings  |  2014  |  Database Systems for Advanced Applications

Generalized Information Theoretic Cluster Validity Indices for Soft Clusterings

Y Lei, JC Bezdek, J Chan, X Nguyen, Simone Romano, J BAILEY

Conference Proceedings  |  2014  |  2014 IEEE Symposium on Computational Intelligence and Data Mining (CIDM)

Reconsidering Mutual Information Based Feature Selection: A Statistical Significance View

Xuan Vinh Nguyen, Jeffrey Chan, James Bailey

Conference Proceedings  |  2014  |  Proceedings of the National Conference on Artificial Intelligence

Copyright © 2014, Association for the Advancement of Artificial Intelligence. Mutual information (MI) based approaches are a popul..

FILTA: Better View Discovery from Collections of Clusterings via Filtering

Y Lei, X Nguyen, J Chan, J BAILEY

Conference Proceedings  |  2014  |  Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Effective global approaches for mutual information based feature selection

XV Nguyen, J Chan, S Romano, J Bailey

Conference Proceedings  |  2014  |  Proceedings of the 20th ACM SIGKDD international conference on Knowledge discovery and data mining - KDD '14

Most current mutual information (MI) based feature selection techniques are greedy in nature thus are prone to sub-optimal decisio..

Standardized mutual information for clustering comparisons: Why Normalization Should Not Be The Standard

S Romano, J Bailey, NX Vinh, K Verspoor

Conference Proceedings  |  2014  |  31st International Conference on Machine Learning, ICML 2014

Structure-Aware Distance Measures for Comparing Clusterings in Graphs

JK Chan, XV Nguyen, W Liu, J Bailey, CA Leckie, R Kotagiri, J Pei

Conference Proceedings  |  2014  |  Advances in Knowledge Discovery and Data Mining

Improved Feature Transformations for Classification Using Density Estimation

Y Kankanige, J BAILEY

Conference Proceedings  |  2014  |  PRICAI 2014: TRENDS IN ARTIFICIAL INTELLIGENCE

Transfer Learning of a Temporal Bone Performance Model via Anatomical Feature Registration

Y Zhou, I Ioannou, S Wijewickrema, J BAILEY

Conference Proceedings  |  2014  |  2014 22nd International Conference on Pattern Recognition

Alternative Clustering Analysis: A Review

James Bailey

Book Chapter  |  2014

TRIBAC: Discovering Interpretable Clusters and Latent Structures in Graphs

J Chan, C Leckie, J Bailey, R Kotagiri

Conference Proceedings  |  2014  |  2014 IEEE International Conference on Data Mining

A context-aware do-not-disturb service for mobile devices

Y Qin, T Bhattacharya, L Kulik, J BAILEY

Conference Proceedings  |  2014  |  Proceedings of the 13th International Conference on Mobile and Ubiquitous Multimedia - MUM '14

Efficient Matching of Substrings in Uncertain Sequences

Y Li, J Bailey, L Kulik, J Pei

Conference Proceedings  |  2014  |  Proceedings of the 2014 SIAM International Conference on Data Mining

Time series forecasting using distribution enhanced linear regression

G Ristanoski, W Liu, J Bailey

Conference Proceedings  |  2013  |  Advances in Knowledge Discovery and Data Mining

A time decoupling approach for studying forum dynamics

Andrey Kan, Jeffrey Chan, Conor Hayes, Bernie Hogan, James Bailey, Christopher Leckie

Journal article  |  2013  |  World Wide Web

Measures for ranking cell trackers without manual validation

Andrey Kan, Christopher Leckie, James Bailey, John Markham, Rajib Chakravorty

Journal article  |  2013  |  Pattern Recognition

Common laboratory tests predict imminent medical emergency team calls, intensive care unit admission or death in emergency department patients

Elsa Loekito, James Bailey, Rinaldo Bellomo, Graeme K Hart, Colin Hegarty, Peter Davey, Christopher Bain, David Pilcher, Hans Schneider

Journal article  |  2013  |  Emergency Medicine Australasia

Comments on supervised feature selection by clustering using conditional mutual information-based distances

Nguyen X Vinh, James Bailey

Journal article  |  2013  |  Pattern Recognition

Common laboratory tests predict imminent death in ward patients

Elsa Loekito, James Bailey, Rinaldo Bellomo, Graeme K Hart, Colin Hegarty, Peter Davey, Christopher Bain, David Pilcher, Hans Schneider

Journal article  |  2013  |  Resuscitation

Discovery and analysis of consistent active subnetworks in cancers

Raj K Gaire, Lorey Smith, Patrick Humbert, James Bailey, Peter J Stuckey, Izhak Haviv

Journal article  |  2013  |  BMC Bioinformatics

Discovering latent blockmodels in sparse and noisy graphs using non-negative matrix factorisation

JK Chan, W Liu, A Kan, CA Leckie, J Bailey, R Kotagiri

Conference Proceedings  |  2013  |  Proceedings of the 22nd ACM International Conference on Information & Knowledge Management

Mining Probabilistic Frequent Spatio-Temporal Sequential Patterns with Gap Constraints from Uncertain Databases

Yuxuan Li, James Bailey, Lars Kulik, Jian Pei

Conference Proceedings  |  2013  |  Proceedings of the 2013 IEEE 13th International Conference on Data Mining

Mining interactions in immersive learning environments for real-time student feedback

Gregor Kennedy, Ioanna Ioannou, Yun Zhou, James Bailey, Stephen O'Leary

Journal article  |  2013  |  Australasian Journal of Educational Technology

Mining Multidimensional Contextual Outliers from Categorical Relational Data

G Tang, J Pei, J Bailey, G Dong

Conference Proceedings  |  2013  |  Proceedings of the 25th International Conference on Scientific and Statistical Database Management

Clustering and visualization of fuzzy communities in social networks

TC Havens, JC Bezdek, CA Leckie, JK Chan, W Liu, J Bailey, R Kotagiri, MS Palaniswami

Conference Proceedings  |  2013  |  Proceedings of the 2013 IEEE International Conference on Fuzzy Systems

A Bayesian Classifier for Learning from Tensorial Data

W Liu, JK Chan, J Bailey, CA Leckie, F Chen, R Kotagiri

Conference Proceedings  |  2013  |  Machine Learning and Knowledge Discovery in Databases

Mining Labelled Tensors by Discovering both their Common and Discriminative Subspaces

W Liu, JK Chan, J Bailey, CA Leckie, R Kotagiri

Conference Proceedings  |  2013  |  Proceedings of the Thirteenth SIAM International Conference on Data Mining

Discrimination Aware Classification for Imbalanced Datasets

G RISTANOSKI, W Liu, J Bailey

Conference Proceedings  |  2013  |  Proceedings of the 22nd ACM International Conference on Information & Knowledge Management

Mining labelled tensors by discovering both their common and discriminative subspaces

W Liu, J Chan, J Bailey, C Leckie, K Ramamohanarao

Conference Proceedings  |  2013  |  Proceedings of the 2013 SIAM International Conference on Data Mining, SDM 2013

Copyright © SIAM. Conventional non-negative tensor factorization (NTF) methods assume there is only one tensor that needs to be de..

Evaluating surgical performance in real time using data mining

Y Zhou, I Ioannou, J Bailey, G Kennedy, S O'Leary

Conference Proceedings  |  2013  |  Conferences in Research and Practice in Information Technology Series

© 2013, Australian Computer Society, Inc. Virtual reality simulators are becoming increasingly popular as adjuncts to traditional ..

Pattern-based real-time feedback for a temporal bone simulator

Y ZHOU, J Bailey, I Ioannou, SN Wijewickrema, SJ O'Leary, GE Kennedy

Conference Proceedings  |  2013  |  Proceedings of the 19th ACM Symposium on Virtual Reality Software and Technology

Constructive real time feedback for a temporal bone simulator

Y ZHOU, J Bailey, I Ioannou, SN Wijewickrema, GE Kennedy, SJ O'Leary

Conference Proceedings  |  2013  |  Medical Image Computing and Computer-Assisted Intervention – MICCAI 2013

A time-dependent enhanced support vector machine for time series regression

G RISTANOSKI, W Liu, J Bailey

Conference Proceedings  |  2013  |  Proceedings of the 19th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining

An efficient adversarial learning strategy for constructing robust classification boundaries

W Liu, S Chawla, J Bailey, C Leckie, K Ramamohanarao

Conference Proceedings  |  2012  |  Proceedings of the 25th Australasian Joint Conference on Artificial Intelligence

On compressing weighted time-evolving graphs

W Liu, A Kan, J Chan, J Bailey, C Leckie, J Pei, R Kotagiri

Conference Proceedings  |  2012  |  Proceedings of the 21st ACM International Conference on Information and Knowledge Management

Utilizing common substructures to speedup tensor factorization for mining dynamic graphs

W Liu, J Chan, J Bailey, C Leckie, R Kotagiri

Conference Proceedings  |  2012  |  Proceedings of the 21st ACM International Conference on Information and Knowledge Management

AIC and BIC based approaches for SVM parameter value estimation with RBF kernels

S Demyanov, J Bailey, K Ramamohanarao, C Leckie

Conference Proceedings  |  2012  |  JMLR Workshop and Conference Proceedings

Extracting significant places from mobile user GPS trajectories: A bearing change based approach

T Bhattacharya, L Kulik, J Bailey

Conference Proceedings  |  2012  |  Proceedings of the 20th International Conference on Advances in Geographic Information Systems

Sentiment analysis by augmenting expectation maximisation with lexical knowledge

X Zhang, Y Zhou, J Bailey, K Ramamohanarao

Conference Proceedings  |  2012  |  Proceedings of the 13th International Conference on Web Information Systems Engineering (WISE 2012)

Computer-Aided Diagnosis of Melanoma Using Border- and Wavelet-Based Texture Analysis

Rahil Garnavi, Mohammad Aldeen, James Bailey

Journal article  |  2012  |  IEEE Transactions on Information Technology in Biomedicine

ciForager: Incrementally Discovering Regions of Correlated Change in Evolving Graphs

Jeffrey Chan, James Bailey, Christopher Leckie, Michael Houle

Journal article  |  2012  |  ACM Transactions on Knowledge Discovery from Data

SeqiBloc: Mining multi-time spanning blockmodels in dynamic graphs

J Chan, W Liu, C Leckie, J Bailey, K Ramamohanarao

Conference Proceedings  |  2012  |  Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining - KDD '12

Data mining interactions in a 3D immersive environment for real-time feedback during simulated surgery

G Kennedy, I Ioannou, Y Zhou, J Bailey, S O’Leary

Conference Proceedings  |  2012  |  Proceedings of the Annual Conference of the Australasian Society for Computers in Learning in Tertiary Education 2012

Multiple Clustering Views via Constrained Projections

XH Dang, I Assent, J Bailey

Conference Proceedings  |  2012  |  Proceedings of the 2012 SIAM International Conference on Data Mining: 3rd MultiClust

Overview of contrast data mining as a field and preview of an upcoming book

G Dong, J Bailey

Conference Proceedings  |  2011  |  Proc. of 11th International Conference on Data Mining Workshops 2011

Preface

G Dong, J Bailey

Conference Proceedings  |  2011  |  2011 IEEE 11th International Conference on Data Mining Workshops

Automated and semi-automated cell tracking: addressing portability challenges

A Kan, R Chakravorty, J Bailey, C Leckie, J Markham, MR Dowling

Journal article  |  2011  |  Journal of Microscopy - Oxford

Improving MeSH classification of biomedical articles using citation contexts

Bader Aljaber, David Martinez, Nicola Stokes, James Bailey

Journal article  |  2011  |  Journal of Biomedical Informatics

Distribution Based Data Filtering for Financial Time Series Forecasting

Goce Ristanoski, James Bailey

Conference Proceedings  |  2011  |  Lecture Notes in Artificial Intelligence: AI 2011 Advances in Artificial Intelligence, Proceedings

Classification of melanoma lesions using wavelet-based texture analysis

R Garnavi, M Aldeen, J Bailey

Conference Proceedings  |  2010  |  Proceedings 2010 Digital Image Computing: Techniques and Applications DICTA 2010

Generation of alternative clusterings using the CAMI approach

XH Dang, J Bailey

Conference Proceedings  |  2010  |  Proceedings of the 10th SIAM International Conference on Data Mining

A clustering comparison measure using density profiles and its application to the discovery of alternate clusterings

Eric Bae, James Bailey, Guozhu Dong

Journal article  |  2010  |  Data Mining and Knowledge Discovery

Using Gene Ontology annotations in exploratory microarray clustering to understand cancer etiology

Geoff Macintyre, James Bailey, Daniel Gustafsson, Izhak Haviv, Adam Kowalczyk

Journal article  |  2010  |  Pattern Recognition Letters

Information Theoretic Measures for Clusterings Comparison: Variants, Properties, Normalization and Correction for Chance

Nguyen Xuan Vinh, Julien Epps, James Bailey

Journal article  |  2010  |  Journal of Machine Learning Research

Reference-Free Validation of Short Read Data

Jan Schroeder, James Bailey, Thomas Conway, Justin Zobel

Journal article  |  2010  |  PLoS One

A hierarchical information theoretic technique for the discovery of non linear alternative clusterings

XH Dang, J Bailey

Conference Proceedings  |  2010  |  The 16th ACM SIGKDD Conference on Knowledge Discovery and Data Mining

is-rSNP: a novel technique for in silico regulatory SNP detection

Geoff Macintyre, James Bailey, Izhak Haviv, Adam Kowalczyk

Journal article  |  2010  |  Bioinformatics

Classifying proteins using gapped Markov feature pairs

Xiaonan Ji, James Bailey, Kotagiri Ramamohanarao

Journal article  |  2010  |  Neurocomputing

A binary decision diagram based approach for mining frequent subsequences

Elsa Loekito, James Bailey, Jian Pei

Journal article  |  2010  |  Knowledge and Information Systems

Document clustering of scientific texts using citation contexts

Bader Aljaber, Nicola Stokes, James Bailey, Jian Pei

Journal article  |  2010  |  Information Retrieval

Enhancing the B -tree by dynamic node popularity caching

Cui Yu, James Bailey, Julian Montefusco, Rui Zhang, Jiling Zhong

Journal article  |  2010  |  Information Processing Letters

MIRAGAA-a methodology for finding coordinated effects of microRNA expression changes and genome aberrations in cancer

Raj K Gaire, James Bailey, Jennifer Bearfoot, Ian G Campbell, Peter J Stuckey, Izhak Haviv

Journal article  |  2010  |  Bioinformatics

A fast indexing approach for protein structure comparison

Lei Zhang, James Bailey, Arun S Konagurthu, Kotagiri Ramamohanarao

Journal article  |  2010  |  BMC Bioinformatics

A Novel Scalable Multi-class ROC for Effective Visualization and Computation

Md Rafiul Hassan, Kotagiri Ramamohanarao, Chandan Karmakar, M Maruf Hossain, James Bailey

Conference Proceedings  |  2010  |  Advances in Knowledge Discovery and Data Mining (Lecture Notes in Computer Science)

Mining Distribution Change in Stock Order Streams

Xiaoyan Liu, Xindong Wu, Huaiqing Wang, Rui Zhang, James Bailey, Kotagiri Ramamohanarao

Conference Proceedings  |  2010  |  Proceedings of the 26th IEEE International Conference on Data Engineering 2010

Efficient incremental mining of contrast patterns in changing data

James Bailey, Elsa Loekito

Journal article  |  2010  |  Information Processing Letters

Logical Queries over Views: Decidability and Expressiveness

James Bailey, Guozhu Dong, Anthony Widjaja To

Journal article  |  2010  |  ACM Transactions on Computational Logic

Information theoretic measures for clusterings comparison: Is a correction for chance necessary?

NX Vinh, J Epps, J Bailey

Conference Proceedings  |  2009  |  Proceedings of the 26th International Conference on Machine Learning (ICML 2009)

A query based approach for mining evolving graphs

A Kan, J Chan, J Bailey, C Leckie

Conference Proceedings  |  2009  |  Data Mining and Analytics: Proceedings of the 8th Australasian Data Mining Conference (AusDM 2009)

Feature weighted SVMs using receiver operating characteristics

S Zhang, MM Hossain, MR Hassan, J Bailey, K Ramamohanarao

Conference Proceedings  |  2009  |  Proceedings of the 2009 SIAM International Conference on Data Mining (SDM09)

Building more robust multi-agent systems using a log-based approach

A Unruh, J Bailey, K Ramamohanarao

Journal article  |  2009  |  Web Intelligence and Agent Systems: an international journal

A voting approach to identify a small number of highly predictive genes using multiple classifiers

Md Rafiul Hassan, M Maruf Hossain, James Bailey, Geoff Macintyre, Joshua WK Ho, Kotagiri Ramamohanarao

Journal article  |  2009  |  BMC Bioinformatics

Using Highly Expressive Contrast Patterns for Classification - Is It Worthwhile?

Elsa Loekito, James Bailey

Conference Proceedings  |  2009  |  Advances in Knowledge Discovery and Data Mining 2009 (Lecture Notes in Computer Science)

Using graph partitioning to discover regions of correlated spatio-temporal change in evolving graphs

Jeffrey Chan, James Bailey, Christopher Leckie

Journal article  |  2009  |  Intelligent Data Analysis

A Framework for Goal-Based Semantic Compensation in Agent Systems

Amy Unruh, James Bailey, Kotagiri Ramamohanarao

Conference Proceedings  |  2009  |  Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Semantic Web Query Languages

J BAILEY, undefined Bry, undefined Furche, undefined Schaffert

Scholarly edition  |  2009

Information theoretic measures for clusterings comparison: Is a correction for chance necessary?

NX Vinh, J Epps, J Bailey

Conference Proceedings  |  2009  |  Proceedings of the 26th Annual International Conference on Machine Learning

Mining influential attributes that capture class and group contrast behaviour

E Loekito, J Bailey

Conference Proceedings  |  2008  |  Proceedings of the ACM 17th Conference on Information and Knowledge Management 2008

Exploring the benefit of contextual information for boosting TREC genomic ir performance

B Aljaber, N Stokes, J Bailey, Y Li

Conference Proceedings  |  2008  |  Proceedings of the Thirteenth Australasian Document Computing Symposium

ROC-tree: A novel decision tree induction algorithm based on receiver operating characteristics to classify gene expression data

MM Hossain, MR Hassan, J Bailey

Conference Proceedings  |  2008  |  Proceedings of the 2008 SIAM International Conference on Data Mining

Discovering correlated spatio-temporal changes in evolving graphs

Jeffrey Chan, James Bailey, Christopher Leckie

Journal article  |  2008  |  Knowledge and Information Systems

g-MARS: Protein Classification Using Gapped Markov Chains and Support Vector Machines

Xiaonan Ji, James Bailey, Kotagiri Ramamohanarao

Conference Proceedings  |  2008  |  Pattern Recognition in Bioinformatics (Lecture Notes in Computer Science)

Improving k-Nearest Neighbour Classification with Distance Functions Based on Receiver Operating Characteristics

Md Rafiul Hassan, M Maruf Hossain, James Bailey, Kotagiri Ramamohanarao

Conference Proceedings  |  2008  |  Machine Learning and Knowledge Discovery in Databases

Mining, ranking, and using acronym patterns

Xiaonan Ji, Cu Xu, James Bailey, Hang Li

Conference Proceedings  |  2008  |  Progress in WWW Research and Development (Lecture Notes in Computer Science)

Gene Ontology Assisted Exploratory Microarray Clustering and Its Application to Cancer

Geoff Macintyre, James Bailey, Daniel Gustafsson, Alex Boussioutas, Izhak Haviv, Adam Kowalczyk

Conference Proceedings  |  2008  |  Pattern Recognition in Bioinformatics (Lecture Notes in Computer Science) 2008

Merging dynamic functionality: Integration of XML transformations

J Bailey, C Dong

Conference Proceedings  |  2007  |  Conceptual Modelling 2007: Proceedings of the Fourth Asia-Pacific Conference on Conceptual Modelling (Conferences in Research and Practice in Information Technology Series)

Are zero-suppressed binary decision diagrams good for mining frequent patterns in high dimensional datasets?

E Loekito, J Bailey

Journal article  |  2007  |  Conferences in Research and Practice in Information Technology Series

An efficient technique for mining approximately frequent substring patterns

X Ji, J Bailey

Conference Proceedings  |  2007  |  Seventh IEEE International Conference on Data Mining Workshops (ICDMW 2007)

Mining minimal distinguishing subsequence patterns with gap constraints

Xiaonan Ji, James Bailey, Guozhu Dong

Journal article  |  2007  |  Knowledge and Information Systems

Are Zero-suppressed Binary Decision Diagrams Good for Mining Frequent Patterns in High Dimensional Datasets?

E LOEKITO, J BAILEY

Conference Proceedings  |  2007  |  Data Mining and Analytics 2007: Proceedings of the Sixth Australasian Data Mining Conference (Conferences in Research and Practice in Information Technology Series)

Fast mining of high dimensional expressive contrast patterns using zero-suppressed binary decision diagrams

E Loekito, J Bailey

Conference Proceedings  |  2006  |  Proceedings of The Twelfth ACM SIGKDD International Conference On Knowledge Discovery and Data Mining

A logging-based approach for building more robust multi-agent systems

Amy Unruh, James Bailey, Kotagiri Ramamohanarao

Conference Proceedings  |  2006  |  Proceedings of the IEEE/WIC/ACM International Conference on Intelligent Agent Technology

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioformatics): Preface

JJ Alferes, J Bailey, W May, U Schwertel

Book  |  2006  |  Lecture Notes in Artificial Intelligence

Fast discovery of interesting collections of web services

Zhou Zhu, James Bailey

Conference Proceedings  |  2006  |  Proceedings of the 2006 IEEE/WIC/ACM International Conference on Web Intelligence

Reactivity on the Web

J Bailey, S Comai, W May, PL Pǎtrǎnjan, JJA Alferes, M Berndtsson, A Bonifati, P Fraternali, B Ludäscher, S Schaffert, S Spreeuwenberg, L Vasiliu, M Winslett, CV Damásio, T Groza, R Hasan, A Lee, A Termehchy, C Zhang

Book  |  2006  |  Lecture Notes in Artificial Intelligence

XSLTGen: A system for automatically generating XML transformations via semantic mappings

S Waworuntu, J Bailey

Journal article  |  2006  |  Lecture Notes in Computer Science

Mining generalised emerging patterns

Xiaoyuan Qian, James Bailey, Christopher Leckie

Conference Proceedings  |  2006  |  AI 2006: Advances in Artificial Intelligence

COALA: A novel approach for the extraction of an alternate clustering of high quality and high dissimilarity

Eric Bae, James Bailey

Conference Proceedings  |  2006  |  Proceedings of the 6th IEEE International Conference on Data Mining

Mining Minimal Contrast Subgraph Patterns

Roger Ming Hieng Ting, James Bailey

Conference Proceedings  |  2006  |  Proceedings of the 6th SIAM International Conference on Data Mining (SDM 2006)

Adaptive control for nonlinear compartmental dynamical systems with applications to clinical pharmacology

WM Haddad, T Hayakawa, JM Bailey

Journal article  |  2006  |  Systems & Control Letters

Clustering similarity comparison using density profiles

Eric Bae, James Bailey, Guozhu Dong

Conference Proceedings  |  2006  |  AI 2006: Advances in Artificial Intelligence

Discovering and summarising regions of correlated spatio-temporal change in evolving graphs

Jeffrey Chan, James Bailey, Christopher Leckie

Conference Proceedings  |  2006  |  Proceedings of the First International Workshop on Spatial and Spatio-temporal Data Mining, in conjunction with IEEE ICDM 2006

A framework for integrating XML transformations

Ce Dong, James Bailey

Conference Proceedings  |  2006  |  Conceptual Modeling - ER 2006

Composite event queries for reactivity on the web

J Bailey, F Bry, PL Pǎtrânjan

Conference Proceedings  |  2005  |  Proceedings of the The World Wide Web Conference (WWW2005)

Transformation and reaction rules for data on the web

J Bailey

Conference Proceedings  |  2005  |  Proceedings of the Sixteenth Australasian Database Conference

Passivity-based neural network adaptive output feedback control for nonlinear nonnegative dynamical systems.

Tomohisa Hayakawa, Wassim M Haddad, James M Bailey, Naira Hovakimyan

Journal article  |  2005  |  IEEE Transactions on Neural Networks

The potential clinical applications of adaptive neural network control for pharmacology in general, and anesthesia and critical ca..

Web and Semantic Web query languages: A survey

J Bailey, F Bry, T Furche, S Schaffert

Book Chapter  |  2005  |  Lecture Notes in Artificial Intelligence

Flavours of XChange, a rule-based reactive language for the (Semantic) Web

J Bailey, F Bry, M Eckert, PL Patranjan

Conference Proceedings  |  2005  |  Rules and Rule Markup Languages for the Semantic Web

Efficient mining of contrast patterns and their applications to classification

K Ramamohanarao, J Bailey, H Fan

Conference Proceedings  |  2005  |  Proceedings of the 3rd International Conference on Intelligent Sensing and Information Processing

Semantic-compensation-based recovery in multi-agent systems

A Unruh, H Harjadi, J Bailey, K Ramamohanarai

Conference Proceedings  |  2005  |  Proceedings of the Second IEEE Symposium on Multi-Agent Security and Survivability

Discovery of minimal unsatisfiable subsets of constraints using hitting set dualization

J Bailey, PJ Stuckey

Conference Proceedings  |  2005  |  Practical Aspects of Declarative Languages

Optimization of XSLT by compact specialization and combination

C Dong, J Bailey

Conference Proceedings  |  2005  |  Web Information Systems Engineering - WISE 2005

Mining minimal distinguishing subsequence patterns with gap constraints

XN Ji, J Bailey, GZ Dong

Conference Proceedings  |  2005  |  Proceedings of the 5th IEEE International Conference on Data Mining

On monotonicity of solutions of discrete-time nonnegative and compartmental dynamical systems

VS Chellaboina, WM Haddad, JM Bailey, J Ramakrishnan

Journal article  |  2004  |  Advances in Difference Equations

Closed-loop control in clinical pharmacology: Paradigms, benefits, and challenges

JM Bailey, WM Haddad, T Hayakawa

Conference Proceedings  |  2004  |  Proceedings of the American Control Conference

On the decidability of the termination problem of active database systems

J Bailey, GZ Dong, K Ramamohanarao

Journal article  |  2004  |  Theoretical Computer Science

Emerging patterns: Mining and applications

K Ramamohanarao, J Bailey

Conference Proceedings  |  2004  |  Proceedings of the International Conference on Intelligent Sensing and Information Processing

A Framework for Goal-Based Semantic Compensation in Agent Systems

A UNRUH, J BAILEY, R KOTAGIRI

Conference Proceedings  |  2004  |  Workshop on Safety and Security in Multi-Agent Systems held in conjunction with the International Conference on Autonomous Agents and Multi Agent Systems

ParaDualMiner: An efficient parallel implementation of the DualMiner algorithm

RMH Ting, J Bailey, K Ramamohanarao

Conference Proceedings  |  2004  |  Advances in Knowledge Discovery and Data Mining

Analysis of Functional Active Databases

J BAILEY, A POULOVASSILIS

Book Chapter  |  2004

Optimization of XML transformations using template specialization

C Dong, J Bailey

Conference Proceedings  |  2004  |  Web Information Systems - WISE 2004

An Event-Condition-Action Language for XML

J BAILEY, G PAPAMARKOS, A POULOVASSILIS, PT WOOD

Book Chapter  |  2004

XSLTGen: A system for automatically generating XML transformations via semantic mappings

S Waworuntu, J Bailey

Conference Proceedings  |  2004  |  Conceptual Modeling: ER 2004

Static Analysis of XSLT Programs

C DONG, J BAILEY

Conference Proceedings  |  2004  |  Proceedings of the 15th Australasian Database Conference

Managing semantic compensation in a multi-agent system

A Unruh, J Bailey, K Ramamohanarao

Conference Proceedings  |  2004  |  2004 International Conference on Cooperative Information Systems

CodeX: An approach for debugging XSLT transformations

E Bae, J Bailey

Conference Proceedings  |  2003  |  Proceedings of the 4th International Conference on Web Information Systems Engineering

A fast algorithm for computing hypergraph transversals and its application in mining emerging patterns

J Bailey, T Manoukian, K Ramamohanarao

Conference Proceedings  |  2003  |  Proceedings of the Third IEEE International Conference on Data Mining

Classification using constrained emerging patterns

J Bailey, T Manoukian, K Ramamohanarao

Conference Proceedings  |  2003  |  Advances in Web-Age Information Management

A reliable computational model for BDI Agents

undefined Busetta, J BAILEY, R KOTAGIRI

Conference Proceedings  |  2003  |  1st International Workshop on Safe Agents, held in conjunction with AAMAS2003

Discovery of emerging patterns and their use in classification

K Ramamohanarao, J Bailey

Conference Proceedings  |  2003  |  AI 2003: Advances in Artificial Intelligence

Fast algorithms for mining emerging patterns

J Bailey, T Manoukian, K Ramamohanarao

Conference Proceedings  |  2002  |  Principles of Data Mining and Knowledge Discovery

An event-condition-action language for XML

J Bailey, A Poulovassilis, PT Wood

Conference Proceedings  |  2002  |  Proceedings of the Eleventh International World Wide Web Conference

Analysis and optimisation of event-condition-action rules on XML

J Bailey, A Poulovassilis, PT Wood

Journal article  |  2002  |  Computer Networks

Optimising active database rules by partial evaluation and abstract interpretation

J Bailey, A Poulovassilis, S Courtenage

Conference Proceedings  |  2002  |  Database Programming Language

Transaction oriented computational models for multi-agent systems

K Ramamohanarao, J Bailey, P Busetta

Conference Proceedings  |  2001  |  Proceedings of the Thirteenth IEEE International Conference on Tools with Artificial Intelligence

Expressiveness issues and decision problems for active database event queries

J Bailey, S Mikulás

Conference Proceedings  |  2001  |  Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

An abstract interpretation framework for termination analysis of active rules

J Bailey, A Poulovassilis

Conference Proceedings  |  2000  |  Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

A dynamic approach to termination analysis for active database rules

J Bailey, A Poulovassilis, P Newson

Conference Proceedings  |  2000  |  Lecture Notes in Artificial Intelligence (Subseries of Lecture Notes in Computer Science)

Hyperglycemia in patients undergoing elective cardiopulmonary bypass procedures

E Lee, R Grabenkort, S Gambrell, J Bailey

Journal article  |  1999  |  Critical Care Medicine

Abstract interpretation for termination analysis in functional active databases

J Bailey, A Poulovassilis

Journal article  |  1999  |  Journal of Intelligent Information Systems

Incremental view maintenance by base relation tagging in distributed databases

J Bailey, G Dong, M Mohania, XS Wang

Journal article  |  1998  |  Distributed and Parallel Databases

Decidability and undecidability results for the termination problem of active database rules

J Bailey, G Dong, K Ramamohanarao

Conference Proceedings  |  1998  |  Proceedings of the ACM SIGACT-SIGMOD-SIGART Symposium on Principles of Database Systems

Decidability of first-order logic queries over views

J Bailey, G Dong

Conference Proceedings  |  1998  |  Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Abstract interpretation of active rules and its use in termination analysis

J Bailey, L Crnogorac, K Ramamohanarao, H Sondergaard

Conference Proceedings  |  1997  |  Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Structural issues in active rule systems

J Bailey, GZ Dong, K Ramamohanarao

Conference Proceedings  |  1997  |  Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Active databases and agent systems — a comparison

J Bailey, M Georgeff, DB Kemp, D Kinny, K Ramamohanarao

Conference Proceedings  |  1995  |  Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)