This is a talk given by Prof Shiqian Ma as part of the Online Seminar Series Machine Learning NeEDS Mathematical Optimization, https://congreso.us.es/mlneedsmo/, branding the role of Operations Research in Artificial Intelligence with the support of EURO, https://www.euro-online.org. Abstract: Bilevel optimization has received tremendous attention recently due to its great success in machine learning applications such […]

This is a talk given by Prof Stan Uryasev as part of the Online Seminar Series Machine Learning NeEDS Mathematical Optimization, https://congreso.us.es/mlneedsmo/, branding the role of Operations Research in Artificial Intelligence with the support of EURO, https://www.euro-online.org. Abstract: The Support Vector Regression (SVR) is investigated in the Risk Quadrangle framework. ε-SVR and ν-SVR, correspond to […]

This is a talk given by Prof Nathan Kallus as part of the Online Seminar Series Machine Learning NeEDS Mathematical Optimization, https://congreso.us.es/mlneedsmo/, branding the role of Operations Research in Artificial Intelligence with the support of EURO, https://www.euro-online.org. Abstract: Predictive side information (aka context) makes optimization under uncertainty less uncertain, but leveraging it requires we learn […]

This seminar consists of three talks, as part of the Online Seminar Series Machine Learning NeEDS Mathematical Optimization, https://congreso.us.es/mlneedsmo/ Speaker: Nathan Justin Title: Learning Optimal Classification Trees Robust to Distribution Shifts Speaker: José Ángel Martín Baos Title: Can machine learning methods effectively model travel mode choice? Beyond predictive performance Speaker: Ioana Molan Title: Learning the […]

This is a talk given by Dr Pooja Dewan as part of the Online Seminar Series Machine Learning NeEDS Mathematical Optimization, https://congreso.us.es/mlneedsmo/, branding the role of Operations Research in Artificial Intelligence with the support of EURO, https://www.euro-online.org. Abstract: This talk is going to focus on the value of Data Ecosystems, Starting with the business outcome, […]

This is a talk given by Dr Bernardino Romera Paredes as part of the Online Seminar Series Machine Learning NeEDS Mathematical Optimization, https://congreso.us.es/mlneedsmo/, branding the role of Operations Research in Artificial Intelligence with the support of EURO, https://www.euro-online.org. Abstract: In this talk I will present FunSearch, a method to search for new solutions in mathematics […]

This seminar consists of three talks, as part of the Online Seminar Series Machine Learning NeEDS Mathematical Optimization, https://congreso.us.es/mlneedsmo/ Speaker: Cheng Peng Title: Factor Model of Mixtures Speaker: Haofeng Zhang Title: Estimate-Then-Optimize versus Integrated-Estimation-Optimization versus Sample Average Approximation: A Stochastic Dominance Perspective Speaker: Giulia Di Teodoro Title: Unboxing Tree Ensembles for interpretability: a hierarchical visualization […]

This is a talk given by Prof Güzin Bayraksan as part of the Online Seminar Series Machine Learning NeEDS Mathematical Optimization, https://congreso.us.es/mlneedsmo/, branding the role of Operations Research in Artificial Intelligence with the support of EURO, https://www.euro-online.org. Abstract: We consider data-driven approaches that integrate a machine learning prediction model within stochastic optimization, given joint observations […]

This is a talk given by Prof Pierre Pinson as part of the Online Seminar Series Machine Learning NeEDS Mathematical Optimization, https://congreso.us.es/mlneedsmo/, branding the role of Operations Research in Artificial Intelligence with the support of EURO, https://www.euro-online.org. Abstract: There is extensive literature on the analytics involved in the participation of renewable energy producers in electricity […]