Sicco Verwer
5 papers · 2016–2023 · 4 venues · across top CS/AI venues
Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.
Achievements
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🌍 Conference Polyglot · Bronze 🏃 Academic Marathon · Sprint 🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (14) 🐣 Hot Topic Early Bird
🚀
Conference Pioneer
Top co-authors
Research topics
Machine Learning
(4)
Core Methods
(4)
Artificial Intelligence
(3)
Optimization & Theory
(3)
Core AI
(2)
Learning Types
(2)
Data Science & Analytics
(1)
Mathematics & Optimization
(1)
Reinforcement Learning
(1)
Bayesian & Probabilistic · Artificial Intelligence
(1)
Bayesian & Probabilistic · Machine Learning
(1)
Mathematics
(1)
Methods · Data Science & Analytics
(1)
Methods · Reinforcement Learning
(1)
Optimization
(1)
Keywords
decision tree
(4)
mixed integer programming
(2)
adversarial robustness
(2)
robust optimization
(2)
adversarial example
(2)
time series
(1)
multivariate analysis
(1)
integer programming
(1)
integer linear programming
(1)
multivariate time series
(1)
adversarial attack
(1)
hidden markov model
(1)
bayesian network
(1)
state space model
(1)
probabilistic graphical model
(1)
mixed integer linear programming
(1)
random forest
(1)
classification tree
(1)
explainable model
(1)
interpretable policy
(1)
Papers
Optimal Decision Tree Policies for Markov Decision Processes
IJCAI 2023
Robust Optimal Classification Trees against Adversarial Examples
AAAI 2022
Efficient Training of Robust Decision Trees Against Adversarial Examples
ICML 2021
Learning Optimal Classification Trees Using a Binary Linear Program Formulation
AAAI 2019
Learning Complex Uncertain States Changes via Asymmetric Hidden Markov Models: an Industrial Case
PGM 2016