Ann E. Nicholson

Orcid: 0000-0002-2269-9823

Affiliations:
  • Monash University, Faculty of Information Technology, Clayton, VIC, Australia


According to our database1, Ann E. Nicholson authored at least 81 papers between 1992 and 2024.

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Bibliography

2024
Causal knowledge engineering: A case study from COVID-19.
CoRR, 2024

The practice of qualitative parameterisation in the development of Bayesian networks.
CoRR, 2024

2023
Shareable and Inheritable Incremental Compilation in iOOBN.
Proceedings of the PRICAI 2023: Trends in Artificial Intelligence, 2023

2022
Automated construction of an Object-Oriented Bayesian Network (OOBN) Class Hierarchy.
Proceedings of the 34th IEEE International Conference on Tools with Artificial Intelligence, 2022

2020
Inferring Two-Level Hierarchical Gaussian Graphical Models to Discover Shared and Context-Specific Conditional Dependencies from High-Dimensional Heterogeneous Data.
SN Comput. Sci., 2020

BARD: A structured technique for group elicitation of Bayesian networks to support analytic reasoning.
CoRR, 2020

Welcome.
Commun. ACM, 2020

Predicting the causative pathogen among children with osteomyelitis using Bayesian networks - improving antibiotic selection in clinical practice.
Artif. Intell. Medicine, 2020

2019
Assessment of Small-Scale Wind Turbines to Meet High-Energy Demand in Mexico with Bayesian Decision Networks.
Proceedings of the Advances in Soft Computing, 2019

2018
HetFHMM: A Novel Approach to Infer Tumor Heterogeneity Using Factorial Hidden Markov Models.
J. Comput. Biol., 2018

On the Modelling of the Energy System of a Country for Decision Making Using Bayesian Artificial Intelligence - A Case Study for Mexico.
Proceedings of the Advances in Computational Intelligence, 2018

2017
iOOBN: A Bayesian Network Modelling Tool Using Object Oriented Bayesian Networks with Inheritance.
Proceedings of the 29th IEEE International Conference on Tools with Artificial Intelligence, 2017

Applying Dependency Patterns in Causal Discovery of Latent Variable Models.
Proceedings of the Artificial Life and Computational Intelligence, 2017

2016
Faster and more accurate classification of time series by exploiting a novel dynamic time warping averaging algorithm.
Knowl. Inf. Syst., 2016

Modelling spatial and temporal changes with GIS and Spatial and Dynamic Bayesian Networks.
Environ. Model. Softw., 2016

Latent Variable Discovery Using Dependency Patterns.
CoRR, 2016

2015
Reducing the risk of house loss due to wildfires.
Environ. Model. Softw., 2015

Structured Prediction of Sequences and Trees Using Infinite Contexts.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2015

Using a New Tool to Visualize Environmental Data for Bayesian Network Modelling.
Proceedings of the Advances in Artificial Intelligence, 2015

2014
Preface.
Int. J. Approx. Reason., 2014

Anomaly detection in vessel tracks using Bayesian networks.
Int. J. Approx. Reason., 2014

An Object-Oriented Dynamic Bayesian Decision Network Model for Grasslands Adaptive Management.
Proceedings of the Eleventh UAI Bayesian Modeling Applications Workshop co-located with the 30th Conference on Uncertainty in Artificial Intelligence, 2014

Intrinsic Learning of Dynamic Bayesian Networks.
Proceedings of the PRICAI 2014: Trends in Artificial Intelligence, 2014

Structural Sensitivity for the Knowledge Engineering of Bayesian Networks.
Proceedings of the Probabilistic Graphical Models - 7th European Workshop, 2014

Dynamic Time Warping Averaging of Time Series Allows Faster and More Accurate Classification.
Proceedings of the 2014 IEEE International Conference on Data Mining, 2014

2013
Proceedings of the Twenty-Ninth Conference on Uncertainty in Artificial Intelligence (2013).
CoRR, 2013

An Object-oriented Spatial and Temporal Bayesian Network for Managing Willows in an American Heritage River Catchment.
Proceedings of the 2013 UAI Application Workshops: Big Data meet Complex Models and Models for Spatial, 2013

Scaling Log-Linear Analysis to High-Dimensional Data.
Proceedings of the 2013 IEEE 13th International Conference on Data Mining, 2013

2012
Proximity-Based Non-uniform Abstractions for Approximate Planning.
J. Artif. Intell. Res., 2012

A State-Transition DBN for Management of Willows in an American Heritage River Catchment.
Proceedings of the Ninth UAI Bayesian Modeling Applications Workshop, 2012

Causal Discovery of Dynamic Bayesian Networks.
Proceedings of the AI 2012: Advances in Artificial Intelligence, 2012

2011
Swarm Aggregation and Formation Control for Robots with Limited Perception.
Int. J. Robotics Autom., 2011

Incorporating expert knowledge when learning Bayesian network structure: A medical case study.
Artif. Intell. Medicine, 2011

2009
Generating Incomplete Data with DataZapper.
Proceedings of the Agents and Artificial Intelligence - International Conference, 2009

DataZapper: Generating Incomplete Datasets.
Proceedings of the ICAART 2009 - Proceedings of the International Conference on Agents and Artificial Intelligence, Porto, Portugal, January 19, 2009

Square Root Unscented Particle Filtering for Grid Mapping.
Proceedings of the AI 2009: Advances in Artificial Intelligence, 2009

Testing Punctuated Equilibrium Theory Using Evolutionary Activity Statistics.
Proceedings of the Artificial Life: Borrowing from Biology, 4th Australian Conference, 2009

2008
The Causal Interpretation of Bayesian Networks.
Proceedings of the Innovations in Bayesian Networks: Theory and Applications, 2008

Observations from field trials with several elicitation techniques in an ecological domain.
Proceedings of the Sixth UAI Bayesian Modelling Applications Workshop Helsinki, 2008

Species Selection of Aging for the Sake of Diversity.
Proceedings of the Eleventh International Conference on the Synthesis and Simulation of Living Systems, 2008

2007
Using Bayesian belief networks for change impact analysis in architecture design.
J. Syst. Softw., 2007

Parameterisation and evaluation of a Bayesian network for use in an ecological risk assessment.
Environ. Model. Softw., 2007

Take Heart II: A Modular Bayesian Decision Support System.
Proceedings of the ACSW Frontiers 2007. Proceedings of the Fifth Australasian Symposium on Grid Computing and e-Research (AusGrid 2007), the Fifth Australasian Information Security Workshop (Privacy Enhancing Technologies) (AISW 2007), and the Australasian Workshop on Health Knowledge Management and Discovery (HKMD 2007). Proceedings, Ballarat, Victoria, Australia, January 30, 2007

2006
Matilda: A visual tool for modeling with Bayesian networks.
Int. J. Intell. Syst., 2006

Causal Discovery with Prior Information.
Proceedings of the AI 2006: Advances in Artificial Intelligence, 2006

2005
Predicting Change Impact in Architecture Design with Bayesian Belief Networks.
Proceedings of the Fifth Working IEEE / IFIP Conference on Software Architecture (WICSA 2005), 2005

Chapter 24 The Evolution of Aging.
Proceedings of the Recent Advances in Artificial Life, 2005

Chapter 13 An ALife Investigation on the Origins of Dimorphic Parental Investments.
Proceedings of the Recent Advances in Artificial Life, 2005

2004
Varieties of Causal Intervention.
Proceedings of the PRICAI 2004: Trends in Artificial Intelligence, 2004

Parameterising Bayesian Networks.
Proceedings of the AI 2004: Advances in Artificial Intelligence, 2004

Bayesian Artificial Intelligence.
Computer science and data analysis series, Chapman & Hall, ISBN: 978-1-58488-387-6, 2004

2003
Tackling Transition: Exposing Secondary School Students to Tertiary IT Teaching and Learning.
J. Inf. Technol. Educ., 2003

A Teaching Model Exploiting Cognitive Conflict Driven by a Bayesian Network.
Proceedings of the User Modeling 2003, 2003

2001
A Case Study in Knowledge Discovery and Elicitation in an Intelligent Tutoring Application.
Proceedings of the UAI '01: Proceedings of the 17th Conference in Uncertainty in Artificial Intelligence, 2001

Seabreeze Prediction Using Bayesian Networks.
Proceedings of the Knowledge Discovery and Data Mining, 2001

Suicide as an Evolutionarily Stable Strategy.
Proceedings of the Advances in Artificial Life, 6th European Conference, 2001

Information-Theoretic Advisors in Invisible Chess.
Proceedings of the Eighth International Workshop on Artificial Intelligence and Statistics, 2001

2000
Trading Off Granularity against Complexity.
Proceedings of the PRICAI 2000, Topics in Artificial Intelligence, 6th Pacific Rim International Conference on Artificial Intelligence, Melbourne, Australia, August 28, 2000

Efficient Inference in Dynamic Belief Networks with Variable Temporal Resolution.
Proceedings of the PRICAI 2000, Topics in Artificial Intelligence, 6th Pacific Rim International Conference on Artificial Intelligence, Melbourne, Australia, August 28, 2000

1999
Bayesian Poker.
Proceedings of the UAI '99: Proceedings of the Fifteenth Conference on Uncertainty in Artificial Intelligence, Stockholm, Sweden, July 30, 1999

A hybrid architecture for strategically complex imperfect information games.
Proceedings of the Third International Conference on Knowledge-Based Intelligent Information Engineering Systems, 1999

Pre-sending Documents on the WWW: A Comparative Study.
Proceedings of the Sixteenth International Joint Conference on Artificial Intelligence, 1999

Arc Weights for Approximate Evaluation of Dynamic Belief Networks.
Proceedings of the Advanced Topics in Artificial Intelligence, 1999

Bayesian Reasoning for Diagnosing Student Misconceptions about Decimals.
Proceedings of the Advanced Topics in Artificial Intelligence, 1999

1998
Bayesian Models for Keyhole Plan Recognition in an Adventure Game.
User Model. User Adapt. Interact., 1998

A Decision-Theoretic Approach for Pre-sending Information on the WWW.
Proceedings of the PRICAI'98, 1998

Using Mutual Information to Determine Relevance in Bayesian Networks.
Proceedings of the PRICAI'98, 1998

Dynamic Non-uniform Abstractions for Approximate Planning in Large Structured Stochastic Domains.
Proceedings of the PRICAI'98, 1998

Knowledge Acquisition for Goal Prediction in a Multi-user Adventure Game.
Proceedings of the Research and Development in Knowledge Discovery and Data Mining, 1998

1997
A Best-First Search Method for Anytime Evaluation of Belief Networks.
Proceedings of the Progress in Connectionist-Based Information Systems: Proceedings of the 1997 International Conference on Neural Information Processing and Intelligent Information Systems, 1997

Scheduling Trains with Genetic Algorithms.
Proceedings of the Progress in Connectionist-Based Information Systems: Proceedings of the 1997 International Conference on Neural Information Processing and Intelligent Information Systems, 1997

treeNets: A Framework for Anytime Evaluation of Belief Networks.
Proceedings of the Qualitative and Quantitative Practical Reasoning, 1997

Methodologies for teaching new programming languages: a case study teaching LISP.
Proceedings of the ACM SIGCSE 2nd Australasian Conference on Computer Science Education, 1997

1996
Fall Diagnosis using Dynamic Belief Networks.
Proceedings of the PRICAI'96: Topics in Artificial Intelligence, 1996

Belief network algorithms: A study of performance based on domain characterization.
Proceedings of the Learning and Reasoning with Complex Representations, 1996

1995
Planning under Time Constraints in Stochastic Domains.
Artif. Intell., 1995

1994
Dynamic Belief Networks for Discrete Monitoring.
IEEE Trans. Syst. Man Cybern. Syst., 1994

1993
Deliberation Scheduling for Time-Critical Sequential Decision Making.
Proceedings of the UAI '93: Proceedings of the Ninth Annual Conference on Uncertainty in Artificial Intelligence, 1993

Planning With Deadlines in Stochastic Domains.
Proceedings of the 11th National Conference on Artificial Intelligence. Washington, 1993

1992
Sensor Validation Using Dynamic Belief Networks.
Proceedings of the UAI '92: Proceedings of the Eighth Annual Conference on Uncertainty in Artificial Intelligence, 1992

The Data Association Problem when Monitoring Robot Vehicles Using Dynamic Belief Networks.
Proceedings of the 10th European Conference on Artificial Intelligence, 1992


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