Program for stream EURO Working Group Data Science meets Optimisation

TD-55: Data Science and Optimization
Stream: EURO Working Group Data Science meets Optimisation
Room: Virtual Room 55
Chair(s): Patrick De Causmaecker, Daniel Karapetyan, Ender Özcan

• Democratising Constraint Satisfaction Problems through Machine Learning
  Mohit Kumar, Samuel Kolb, Clement Gautrais, Luc De Raedt
• Using the Proximal Policy Optimization Algorithm for Solving the Stochastic Capacitated Lot Sizing Problem
  Lotte van Hezewijk, Nico Dellaert, Tom van Woensel, Noud Gademann
• The Hyperparameter Optimization Problem in Matrix Factorization
  Laura Selicato, Flavia Esposito, Nicoletta Del Buono

TE-55: Optimization Models for Machine Learning
Stream: EURO Working Group Data Science meets Optimisation
Room: Virtual Room 55
Chair(s): Dimitri Papadimitriou

• Optimal demand response scheduling of a residential Microgrid with consideration of prosumer preferences
  Mohamed Saâd El Harrab, Michel Nakhla
• Classification Rules for Interpretable Learning with Linear Programming
  M.Hakan AKYUZ, Ilker Birbil
• Genetic algorithm with penalty function for detecting and assignment of unexpected tasks in embedded systems design process
  Adam Górski, Maciej Ogorzałek
• Finding descent directions for non-linear composite problems and applications
  Dimitri Papadimitriou, Cong Bang Vu

TF-55: Better Decisions with Data II
Stream: EURO Working Group Data Science meets Optimisation
Room: Virtual Room 55
Chair(s): Yingqian Zhang

• Data-driven expert opinion calibration and aggregating: simulation study of the effects on decision making
  Risto Heikkinen
• Adaptive recommendation system for taxi drivers
  Duy Hoang Tran, Pieter Leyman, Patrick De Causmaecker
• A Learning Relocation Policy for Dynamic Ride-Sharing
  Jarmo Haferkamp, Marlin Wolf Ulmer, Jan Fabian Ehmke

WA-55: Data-driven decisions in OR
Stream: EURO Working Group Data Science meets Optimisation
Room: Virtual Room 55
Chair(s): Hatice Calik, Victor Bucarey

• Monte Carlo tree search for combinatorial optimization
  Jorik Jooken, Pieter Leyman, Patrick De Causmaecker, Tony Wauters
• A hybrid Mixed Integer Programming and automatic Tree Search algorithm for the Nurse Rostering Problem
  Ziyi Chen, Patrick De Causmaecker
• Learn-n-Route: Learning implicit preferences for vehicle routing
  Rocsildes Canoy

WB-55: Integrating machine learning in optimization methods I
Stream: EURO Working Group Data Science meets Optimisation
Room: Virtual Room 55
Chair(s): Kevin Tierney

• Reinforcement Learning enabled optimisation for home delivery services
  Yimo Yan, Yong-Hong Kuo
• Improving Clarke and Wright Heuristic with Machine Learning
  Clément Legrand, Luca Accorsi, Laetitia Jourdan, Diego Cattaruzza, Marie-Eléonore Kessaci, Daniele Vigo
• Smarter automatic algorithm configuration for the capacitated vehicle routing problem
  Pieter Leyman, Holger Hoos
• Efficient Active Search for Combinatorial Optimization Problems
  André Hottung, Yeong-Dae Kwon, Kevin Tierney

WC-55: Better Decisions with Data I
Stream: EURO Working Group Data Science meets Optimisation
Room: Virtual Room 55
Chair(s): Yingqian Zhang

• Prescriptive Analytics in Logistics Management
  Leif Meier
• Forecasting the all-time demand of spare parts with Bayesian hierarchical diffusion models
  Julius Mehringer
• Solving the Online Batching Problem using Deep Reinforcement Learning
  Yingqian Zhang, Bram Cals, Remco Dijkman, Claudy van Dorst
• Differentially Private Resource Allocation
  Utku Karaca, Ilker Birbil

WD-55: Integrating machine learning in optimization methods II
Stream: EURO Working Group Data Science meets Optimisation
Room: Virtual Room 55
Chair(s): Kevin Tierney

• An Actor-Critic algorithm with Deep Double Recurrent agent to solve Job Shop Scheduling
  Marta Monaci, Giorgio Grani
• Benchmarking Surrogate-based Optimization Algorithms on Expensive Black-box Functions
  Laurens Bliek, Arthur Guijt, Rickard Karlsson, Sicco Verwer, Mathijs de Weerdt
• Learning a Latent Search Space for Routing Problems using Variational Autoencoders
  Kevin Tierney, André Hottung, Bhanu Bhandari