Program for stream Data Science Meets Optimization

MA-03: Industrial Optimization
Stream: Data Science Meets Optimization
Room: 1005 (building: 202)
Chair(s): Grzegorz Pawlak

• Research on Optimization of Air Material Joint Allocation under Multi-level Inventory Model
  CHENYANG WANG, Jianwu Xue, Jiawei Tuo
• Classifying import containers based on cargo contents: an unsupervised text classification
  Ying Xie, Dongping Song
• Long-term maintenance optimization for integrated mining operations
  Yingying Yang
• Approximate dynamic programming for inland empty container inventory management
  Sangmin Lee, Trine Krogh Boomsma

MB-03: Optimization in Online Environments
Stream: Data Science Meets Optimization
Room: 1005 (building: 202)
Chair(s): Grzegorz Pawlak

• Multi-objective optimal recommender systems
  Elaheh Lotfian, Alireza Kabgani
• Bidding in Online Display Advertising: A Deep Reinforcement Learning Model for Mobile Gaming Market
  Qirui YANG, Frank Chen, Mengzhuo GUO, Houmin Yan, Qingpeng ZHANG
• An Algorithmic Approach to Managing Supply Chain Data Security: The Differentially Private Newsvendor
  Du Chen, Geoffrey A. Chua
• Applying Mathematical Programming to Visualize Text Summarization from Multiple Perspectives
  Li-Ching Ma

MC-03: (Deep) Reinforcement Learning for Combinatorial Optimization 1
Stream: Data Science Meets Optimization
Room: 1005 (building: 202)
Chair(s): Yingqian Zhang, Kevin Tierney

• PPSTOW: An End-to-End Deep Reinforcement Learning Model for Master Stowage Planning on Container Vessels
  Jaike van Twiller, Djordje Grbic, Rune Jensen
• A Tale of Middle-Mile Logistics, Graph Neural Networks, and Reinforcement Learning
  Thibaut Cuvelier, Onno Eberhard, Bruno De Backer
• Addressing Real-World Side Constraints in Combinatorial Optimization with Deep Reinforcement Learning
  Nayeli Gast Zepeda, Kevin Tierney, André Hottung
• Learning Efficient and Fair Policies for Collaborative Human-Robot Order Picking
  Igor Smit, Zaharah Bukhsh, Yingqian Zhang

MD-03: (Deep) Reinforcement Learning for Combinatorial Optimization 2
Stream: Data Science Meets Optimization
Room: 1005 (building: 202)
Chair(s): Kevin Tierney, Yingqian Zhang

• PolyNet: Learning Diverse Solution Strategies for Neural Combinatorial Optimization
  André Hottung, Kevin Tierney
• A regression model for selecting effective cuts in a Branch-and-Cut algorithm
  Marcello Sammarra, Giovanni Giallombardo, Giovanna Miglionico
• Learning to Branch in Combinatorial Optimization with Graph Pointer Networks
  Bo Jiang, Rui Wang, Gang Zhou
• Learning to solve combinatorial optimization problems with a decision tree
  Kevin Tierney

TA-03: (Deep) Reinforcement Learning for Combinatorial Optimization 3
Stream: Data Science Meets Optimization
Room: 1005 (building: 202)
Chair(s): Yingqian Zhang, Kevin Tierney

• Optimizing a Multi-echelon, Multi-Product, Lost-Sales Inventory Management System through Deep Reinforcement Learning
  Fatemeh Fakhredin, Joern Meissner
• Learning to Generate Hard Instances: Towards Robust Solutions for Vehicle Routing Problems
  Xia Jiang, Yaoxin Wu, Yingqian Zhang
• AM4FJSSP: An Attention Model formulation for the Flexible Job Shop Scheduling Problem
  Lin Xie
• Job Shop Scheduling Benchmark: Environments and Instances for Learning and Non-learning Methods
  Yingqian Zhang, Robbert Reijnen, Yaoxin Wu, Zaharah Bukhsh

TB-03: Machine Learning in Applied Optimization
Stream: Data Science Meets Optimization
Room: 1005 (building: 202)
Chair(s): Michael Römer

• Learning optimal courier assignments in on-demand delivery platforms
  Gökhan Ceyhan, Pol Arias
• A DECISION SUPPORT FRAMEWORK FOR AUTOMATED REVIEWER ASSIGNMENT USING NLP AND OPTIMIZATION
  Meltem Aksoy, Seda Yanık, Mehmet Fatih Amasyali
• Harnessing the Power Trained Reinforcement Learning Agents in Job Shop Scheduling Problems
  Constantin Waubert de Puiseau, Hasan Tercan, Tobias Meisen
• Decision-focused learning with machine learning proxies for energy storage system optimization in energy markets
  Ruben Smets, Mathieu Tanneau, Jean-François Toubeau, Kenneth Bruninx, Pascal Van Hentenryck, Erik Delarue

TC-03: Optimization and Machine Learning: Methodological Advances
Stream: Data Science Meets Optimization
Room: 1005 (building: 202)
Chair(s): Michael Römer

• Mixed Integer Programming and Heuristics Approaches for Clustering with Local Feature Selection
  Cem Iyigün
• Anytime algorithm configuration
  Elias Schede, Kevin Tierney
• Using Clustering to Strengthen Decision Diagram Bounds for Discrete Optimization
  Michael Römer, Mohsen Nafar

TD-03: Data science meets strongly NP-Hard CO
Stream: Data Science Meets Optimization
Room: 1005 (building: 202)
Chair(s): Dimitri Papadimitriou

• Provably convergent algorithm for free-support Wasserstein barycenter of continuous non-parametric measures
  Qikun Xiang, Zeyi Chen, Ariel Neufeld
• A Novel Criterion for Batch Size Adaptation in Stochastic Gradient Methods
  Marco Boresta, Alberto De Santis, Stefano Lucidi
• Data-Driven Submodular Set-function Optimization: Theory and Applications in Assortment Planning and Recommender Systems
  Jigar Patel

WA-03: Data Science and Optimization
Stream: Data Science Meets Optimization
Room: 1005 (building: 202)
Chair(s): Ender Özcan, Andrew J. Parkes, Chang Liu

• Integration of Operations Research (OR) and Machine Learning (ML) – A Literature Review
  Francis Miranda
• Optimizing Post-Disaster Recovery Strategies in Telecommunication Network Infrastructure
  Mohamed Saâd El Harrab, Michel Nakhla
• Unit Commitment Predictor
  Farzaneh Pourahmadi
• Rise of Conscious Consumers: Impacts of Corporate Workplace Equality on Household Spending
  Chang Liu

WB-03: Interpretable Optimization Methods and Applications
Stream: Data Science Meets Optimization
Room: 1005 (building: 202)
Chair(s): Patrick De Causmaecker

• Feature-Based Interpretable Optimization
  Sebastian Merten, Marc Goerigk, Michael Hartisch, Kartikey Sharma
• Explainability and Interpretability in Mathematical Optimization
  Michael Hartisch
• Leveraging Contextual Information for Robustness in Vehicle Routing Problems
  Irfan Mahmutogullari, Tias Guns