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11th ISIPTA 2019: Ghent, Belgium
- Jasper De Bock, Cassio P. de Campos, Gert de Cooman, Erik Quaeghebeur, Gregory R. Wheeler:
International Symposium on Imprecise Probabilities: Theories and Applications, ISIPTA 2019, 3-6 July 2019, Thagaste, Ghent, Belgium. Proceedings of Machine Learning Research 103, PMLR 2019
Preface
- Preface. 1
Full Papers
- Marshall Abrams:
Natural Selection with Objective Imprecise Probability. 2-13 - Alessandro Antonucci, Alessandro Facchini, Lilith Mattei:
Credal Sentential Decision Diagrams. 14-22 - Janneke H. Bolt, Linda C. van der Gaag:
On Minimum Elementary-Triplet Bases for Independence Relations. 32-37 - Seamus Bradley:
Aggregating Belief Models. 38-48 - Joyce Cahoon, Ryan Martin:
Possibility Measures for Valid Statistical Inference Based on Censored Data. 49-58 - Yonatan Carlos Carranza Alarcón, Sébastien Destercke:
Imprecise Gaussian Discriminant Classification. 59-67 - Leonardo Cella, Ryan Martin:
Incorporating Expert Opinion in an Inferential Model while Maintaining Validity. 68-77
Short Papers
- Alvaro Henrique Chaim Correia, Cassio P. de Campos, Linda C. van der Gaag:
An Experimental Study of Prior Dependence in Bayesian Network Structure Learning. 78-81
Full Papers
- Chiara Corsato, Renato Pelessoni, Paolo Vicig:
Extending Nearly-Linear Models. 82-90 - Fábio Gagliardi Cozman:
The Joy of Probabilistic Answer Set Programming. 91-101 - Fábio Gagliardi Cozman:
Graphoid Properties of Variants of Epistemic Independence Based on Regular Conditioning. 102-110 - Harry Crane:
Imprecise Probabilities as a Semantics for Intuitive Probabilistic Reasoning. 111-120
Short Papers
- Mats Danielson, Love Ekenberg, Aron Larsson:
Decideit 3.0: Software for Second-Order Based Decision Evaluations. 121-124
Full Papers
- Jasper De Bock, Gert de Cooman:
Interpreting, Axiomatising and Representing Coherent Choice Functions in Terms of Desirability. 125-134 - Arne Decadt, Gert de Cooman, Jasper De Bock:
Monte Carlo Estimation for Imprecise Probabilities: Basic Properties. 135-144 - Thierry Denoeux, Prakash P. Shenoy:
An Axiomatic Utility Theory for Dempster-Shafer Belief Functions. 145-155
Short Papers
- Rob Wit, Cassio P. de Campos, Diarmaid Conaty, Jesús Martínez del Rincón:
Robustness in Sum-Product Networks with Continuous and Categorical Data. 156-158
Full Papers
- Serena Doria:
Coherent Upper Conditional Previsions Defined by Hausdorff Outer Measures for Unbounded Random Variables. 159-166 - Luisa Ebner, Patrick Michael Schwaferts, Thomas Augustin:
Robust Bayes Factor for Independent Two-Sample Comparisons under Imprecise Prior Information. 167-174 - Alexander Erreygers, Jasper De Bock:
First Steps Towards an Imprecise Poisson Process. 175-184 - Thomas Fetz:
Improving the Convergence of Iterative Importance Sampling for Computing Upper and Lower Expectations. 185-193 - Paul Fink:
SIPTA-Community Based on Paper Contributions - Descriptive Statistics and Network Analysis. 194-202 - Marc Fischer:
On the Usefulness of Imprecise Bayesianism in Chemical Kinetics. 203-215 - Cornelia Fuetterer, Georg Schollmeyer, Thomas Augustin:
Constructing Simulation Data with Dependency Structure for Unreliable Single-Cell RNA-Sequencing Data Using Copulas. 216-224 - Ruobin Gong:
Simultaneous Inference under the Vacuous Orientation Assumption. 225-234 - Brian Hill:
Confidence in Belief, Weight of Evidence and Uncertainty Reporting. 235-245 - Atefeh Keshavarzi Zafarghandi, Bart Verheij, Rineke Verbrugge:
Embedding Probabilities, Utilities and Decisions in a Generalization of Abstract Dialectical Frameworks. 246-255 - Jason Konek:
IP Scoring Rules: Foundations and Applications. 256-264 - Thomas E. Krak, Natan T'Joens, Jasper De Bock:
Hitting Times and Probabilities for Imprecise Markov Chains. 265-275 - Liyao Ma, Thierry Denoeux:
Making Set-Valued Predictions in Evidential Classification: A Comparison of Different Approaches. 276-285 - Ryan Martin, Nicholas Syring:
Validity-Preservation Properties of Rules for Combining Inferential Models. 286-294 - Ryan Martin:
On Valid Uncertainty Quantification About a Model. 295-303 - Enrique Miranda, Ignacio Montes, Sébastien Destercke:
A Unifying Frame for Neighbourhood and Distortion Models. 304-313 - Michael Oberguggenberger, Lukas Wurzer:
Random Set Solutions to Stochastic Wave Equations. 314-323
Short Papers
- Arthur Paul Pedersen, Gregory R. Wheeler:
Dilation and Asymmetric Relevance. 324-326 - Silja Renooij, Linda C. van der Gaag, Philippe Leray:
On Intercausal Interactions in Probabilistic Relational Models. 327-329
Full Papers
- Georg Schollmeyer:
A Short Note on the Equivalence of the Ontic and the Epistemic View on Data Imprecision for the Case of Stochastic Dominance for Interval-Valued Data. 330-337 - Patrick Michael Schwaferts, Thomas Augustin:
Imprecise Hypothesis-Based Bayesian Decision Making with Simple Hypotheses. 338-345 - Teddy Seidenfeld:
A Retrospective on Isaac Levi: June 30, 1930 - December 25, 2018. 346-353 - Damjan Skulj:
Extensions of Sets of Markov Operators Under Epistemic Irrelevance. 354-363
Short Papers
- Michael Smithson:
Imprecise Compositional Data Analysis: Alternative Statistical Methods. 364-366
Full Papers
- Michael Smithson:
Incompletely Known Sample Spaces: Models and Human Intuitions. 367-376 - Natan T'Joens, Jasper De Bock, Gert de Cooman:
In Search of a Global Belief Model for Discrete-Time Uncertain Processes. 377-385 - Matthias C. M. Troffaes, Tathagata Basu:
A Cantelli-Type Inequality for Constructing Non-Parametric P-Boxes Based on Exchangeability. 386-393 - Matthias C. M. Troffaes, Thomas E. Krak, Henna Bains:
Two-State Imprecise Markov Chains for Statistical Modelling of Two-State Non-Markovian Processes. 394-403 - Lev V. Utkin, Maxim Kovalev, Anna A. Meldo, Frank P. A. Coolen:
Imprecise Extensions of Random Forests and Random Survival Forests. 404-413 - Arthur Van Camp, Enrique Miranda:
Irrelevant Natural Extension for Choice Functions. 414-423 - Thijs van Ommen:
Robust Causal Domain Adaptation in a Simple Diagnostic Setting. 424-429 - Julissa Giuliana Villanueva Llerena, Denis Deratani Mauá:
Robust Analysis of MAP Inference in Selective Sum-Product Networks. 430-440
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