Online

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 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 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 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 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 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 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 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 Bilge Atasoy 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: Operations Research, Behavioral Modeling and Machine Learning need to work hand in hand to reach adaptive transport […]

This is a talk given by Prof Jordi Castro 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: Interior point methods (IPMs) have shown to behave very well in some classes of large structured optimization […]

This is a talk given by Emilia Gomez 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 addresses the links between academic research, engineering practices and policy perspectives in the field of trustworthy […]

This is a talk given by Prof Martin Schmidt 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 minimum sum-of-squares clustering (MSSC) problem is an important problem in data mining and (unsupervised) machine learning […]

This is a talk given by Prof Adam Elmachtoub 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: A standard problem for any analytics researcher or practitioner is to first predict unknown parameters using a […]

This is a talk given by Prof Yael Grushka-Cockayne 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, we will explore some challenges with forming a consensus forecast when combining forecasts from […]

This is a talk given by Prof Daniel Kuhn 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 last decade has witnessed a surge of algorithms that have a consequential impact on our daily […]

This is a talk given by Prof Mike Baiocchi 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: For a long time in (bio)statistics we only had two fundamental ways of reasoning using data: […]

This is a talk given by Prof José Ramón Zubizarreta as part of the Online Seminar Series Machine Learning NeEDS Mathematical Optimization, https://congreso.us.es/mlneedsmo/ Abstract A fundamental principle in the design of observational studies is to approximate the randomized experiment that would have been conducted under controlled circumstances. Across the health and social sciences, statistical methods […]

This is a talk given by Prof Emma Frejinger as part of the Online Seminar Series Machine Learning NeEDS Mathematical Optimization, https://congreso.us.es/mlneedsmo/ Abstract: In practice, it is often essential to take operational decisions and constraints into account when solving tactical decision-making problems. However, at the tactical level, there is imperfect information about the operational decision-making […]

This is a talk given by Prof Jacek Gondzio as part of the Online Seminar Series Machine Learning NeEDS Mathematical Optimization, https://congreso.us.es/mlneedsmo/ Abstract: A variety of problems in modern applications of optimization require a selection of a ‘sparse’ solution, a vector with preferably few nonzero entries. Such problems may originate from very different applications in […]