Perry Groot

ACM Trans. Intell. Syst. Technol., 2019

Learning causal structure from mixed data with missing values using Gaussian copula models.

[BibT_eX]

[DOI]

Ruifei Cui

Stat. Comput., 2019

A novel Bayesian approach for latent variable modeling from mixed data with missing values.

[BibT_eX]

[DOI]

Stat. Comput., 2019

2018

A scalable preference model for autonomous decision-making.

[BibT_eX]

[DOI]

Markus Peters

Maytal Saar-Tsechansky

Mach. Learn., 2018

The stablespec package for causal discovery on cross-sectional and longitudinal data in R.

[BibT_eX]

[DOI]

Neurocomputing, 2018

Multi-Output Convolution Spectral Mixture for Gaussian Processes.

[BibT_eX]

[DOI]

CoRR, 2018

Generalized Spectral Mixture Kernels for Multi-Task Gaussian Processes.

[BibT_eX]

[DOI]

CoRR, 2018

Spectral Mixture Kernels with Time and Phase Delay Dependencies.

[BibT_eX]

[DOI]

CoRR, 2018

Stable specification search in structural equation model with latent variables.

[BibT_eX]

[DOI]

CoRR, 2018

Learning the Causal Structure of Copula Models with Latent Variables.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Fourth Conference on Uncertainty in Artificial Intelligence, 2018

2017

Handling hybrid and missing data in constraint-based causal discovery to study the etiology of ADHD.

[BibT_eX]

[DOI]

Int. J. Data Sci. Anal., 2017

Causality on cross-sectional data: Stable specification search in constrained structural equation modeling.

[BibT_eX]

[DOI]

Appl. Soft Comput., 2017

Robust Estimation of Gaussian Copula Causal Structure from Mixed Data with Missing Values.

[BibT_eX]

[DOI]

Ruifei Cui

Proceedings of the 2017 IEEE International Conference on Data Mining, 2017

2016

Causality on Longitudinal Data: Stable Specification Search in Constrained Structural Equation Modeling.

[BibT_eX]

[DOI]

Marieke M. H. C. van Rijn

Jan A. J. G. van den Brand

Marianne Heins

Hans Knoop

CoRR, 2016

Copula PC Algorithm for Causal Discovery from Mixed Data.

[BibT_eX]

[DOI]

Ruifei Cui

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2016

Computing Lower and Upper Bounds on the Probability of Causal Statements.

[BibT_eX]

[DOI]

Proceedings of the Probabilistic Graphical Models - Eighth International Conference, 2016

2015

Causality on Longitudinal Data: Stable Specification Search in Constrained Structural Equation Modeling.

[BibT_eX]

[DOI]

Proceedings of the 1st International Workshop on Advanced Analytics and Learning on Temporal Data, 2015

Causal Discovery from Medical Data: Dealing with Missing Values and a Mixture of Discrete and Continuous Data.

[BibT_eX]

[DOI]

Proceedings of the Artificial Intelligence in Medicine, 2015

2014

Causal Discovery from Databases with Discrete and Continuous Variables.

[BibT_eX]

[DOI]

Proceedings of the Probabilistic Graphical Models - 7th European Workshop, 2014

2013

Efficiently learning the preferences of people.

[BibT_eX]

[DOI]

Mach. Learn., 2013

2011

Predicting Preference Judgments of Individual Normal and Hearing-Impaired Listeners With Gaussian Processes.

[BibT_eX]

[DOI]

IEEE Trans. Speech Audio Process., 2011

Learning from Multiple Annotators with Gaussian Processes.

[BibT_eX]

[DOI]

Proceedings of the Artificial Neural Networks and Machine Learning - ICANN 2011, 2011

2010

Multi-task preference learning with an application to hearing aid personalization.

[BibT_eX]

[DOI]

Neurocomputing, 2010

Bayesian Monte Carlo for the Global Optimization of Expensive Functions.

[BibT_eX]

[DOI]

Proceedings of the ECAI 2010, 2010

2009

Using model checking for critiquing based on clinical guidelines.

[BibT_eX]

[DOI]

Artif. Intell. Medicine, 2009

Multi-task Preference learning with Gaussian Processes.

[BibT_eX]

[DOI]

Proceedings of the 17th European Symposium on Artificial Neural Networks, 2009

2008

A Constraint-based Approach to Medical Guidelines and Protocols.

[BibT_eX]

[DOI]

Begoña Martínez-Salvador

Proceedings of the Computer-based Medical Guidelines and Protocols: A Primer and Current Trends, 2008

Formal Methods for Verification of Clinical Practice Guidelines.

[BibT_eX]

[DOI]

Proceedings of the Computer-based Medical Guidelines and Protocols: A Primer and Current Trends, 2008

Adaptation of Clinical Practice Guidelines.

[BibT_eX]

[DOI]

Arjen Hommersom

Peter J. F. Lucas

Proceedings of the Computer-based Medical Guidelines and Protocols: A Primer and Current Trends, 2008

2007

Verification of Medical Guidelines Using Background Knowledge in Task Networks.

[BibT_eX]

[DOI]

IEEE Trans. Knowl. Data Eng., 2007

Error probabilities for local extrema in gene expression data.

[BibT_eX]

[DOI]

Christian Gilissen

Michael Egmont-Petersen

Pattern Recognit. Lett., 2007

Combining task execution and background knowledge for the verification of medical guidelines.

[BibT_eX]

[DOI]

Knowl. Based Syst., 2007

Classification of mammographic masses using support vector machines and Bayesian networks.

[BibT_eX]

[DOI]

Proceedings of the Medical Imaging 2007: Computer-Aided Diagnosis, San Diego, 2007

The Role of Model Checking in Critiquing Based on Clinical Guidelines.

[BibT_eX]

[DOI]

Proceedings of the Artificial Intelligence in Medicine, 2007

2006

Verification of Medical Guidelines Using Task Execution with Background Knowledge.

[BibT_eX]

Proceedings of the ECAI 2006, 17th European Conference on Artificial Intelligence, August 29, 2006

2005

A quantitative analysis of the robustness of knowledge-based systems through degradation studies.

[BibT_eX]

[DOI]

Knowl. Inf. Syst., 2005

Scalable Instance Retrieval for the Semantic Web by Approximation.

[BibT_eX]

[DOI]

Holger Wache

Heiner Stuckenschmidt

Proceedings of the Web Information Systems Engineering - WISE 2005 Workshops, 2005

Approximating Description Logic Classification for Semantic Web Reasoning.

[BibT_eX]

[DOI]

Heiner Stuckenschmidt

Holger Wache

Proceedings of the Semantic Web: Research and Applications, 2005

2004

Towards a Structured Analysis of Approximate Problem Solving: A Case Study in Classification.

[BibT_eX]

[DOI]

Proceedings of the Principles of Knowledge Representation and Reasoning: Proceedings of the Ninth International Conference (KR2004), 2004

2000

Torture Tests: A Quantitative Analysis for the Robustness of Knowledge-Based Systems.

[BibT_eX]

[DOI]

Proceedings of the Knowledge Acquisition, 2000

1999

Formally Verifying Dynamic Properties of Knowledge Based Systems.

[BibT_eX]

[DOI]