Publications
Machine Learning – Algorithm Configuration – Portfolios
- Representing the unification of text featurization using a context-free grammar, Doruk Kilitcioglu, Serdar Kadioglu,
AAAI 2021 - Parallelizable contextual multi-armed bandits, Emily Strong, Bernard Kleynhans, Serdar Kadioglu, Under review at International Journal on Artificial Intelligence Tools
IJAIT 2021 - Modeling uncertainty to improve personalized recommendations via Bayesian deep learning, Xin Wang, Serdar Kadioglu, Springer Journal of Data Science Special Issue on Next-Generation Recommender Systems,
JDSA 2021 - Bayesian deep learning based exploration-exploitation for personalized recommendations, Xin Wang, Serdar Kadioglu, IEEE International Conference on Tools with Artificial Intelligence,
ICTAI 2019[bibtex] - How to win gold at a SAT competition without writing a SAT solver, Serdar Kadioglu, Yuri Malitsky, Meinolf Sellmann, Constraint Programming Anniversary Volume,
CP 2019 - Constrained logistic regression to avoid undesirable predictions, David Bergman, Mohsen Emadikhiav and Serdar Kadioglu,
CP 2019 - MABWiser: contextual multi-armed bandits, Emily Strong, Bernard Kleynhans, Serdar Kadioglu, IEEE International Conference on Tools with Artificial Intelligence,
ICTAI 2019[bibtex][code] - Learning a reactive restart strategy to improve stochastic search, Serdar Kadioglu, Meinolf Sellmann, Markus Wager, Learning and Intelligent Optimization,
LION 2017[bibtex] - Feature selection methods and their combinations in high-dimensional classification of speaker likability, intelligibility and personality traits, Jouni Pohjalainen, Okko Räsänen, Serdar Kadioglu,
Computer Speech & Language 2015[bibtex] [code] - Transformation-based feature computation for algorithm portfolios, Barry Hurley, Serdar Kadioglu, Yuri Malitsky, Barry O’Sullivan,
CoRR 2014[bibtex] - DASH: dynamic approach for switching heuristics, Giovanni Di Liberto, Serdar Kadioglu, Kevin Leo, Yuri Malitsky,
CoRR 2013[bibtex] - Feature selection for speaker traits, Jouni Pohjalainen, Serdar Kadioglu, Okko Räsänen,
Interspeech 2012[bibtex] [code] - Algorithm selection and scheduling, Serdar Kadioglu, Yuri Malitsky, Ashish Sabharwal, Horst Samulowitz, Meinolf Sellmann, Constraint Programming,
CP 2011[bibtex] [code] Winner of the 2011 SAT Solver Competition, 3S, in crafted and random categories collecting 2 gold and 7 medals in total - ISAC: instance-specific algorithm configuration, Serdar Kadioglu, Yuri Malitsky, Meinolf Sellmann, Kevin Tierney, European Conference on Artificial Intelligence,
ECAI 2010[bibtex] [code]
Inference – Symbolic Reasoning – Modeling Global Constraints
Core group placement: allocation and provisioning of heterogeneous resources, Serdar Kadioglu, European Journal on Computational Optimization,
EJOR 2019[bibtex]- Column generation for interaction coverage in combinatorial software testing, Serdar Kadioglu,
CoRR 2017[bibtex] Heterogeneous resource allocation in cloud management, Serdar Kadioglu, Mike Colena, Samir Sebbah, IEEE Network Computing and Applications,
IEEE NCA 2016[bibtex]Availability optimization in cloud-based In-memory data grids, Samir Sebbah, Claire Bagley, Mike Colena, Serdar Kadioglu, Constraint Programming,
CP 2016[bibtex]Optimizing the cloud service experience using constraint programming, Serdar Kadioglu, Mike Colena, Steven Huberman, Claire Bagley, Constraint Programming,
CP 2015[bibtex]Grammar constraints, Serdar Kadioglu, Meinolf Sellmann,
Constraints 2010[bibtex]Upper bounds on the number of solutions of binary integer programs, Siddhartha Jain, Serdar Kadioglu, Meinolf Sellmann, Integration of AI and OR Techniques in Constraint Programming for Combinatorial Optimization Problems,
CPAIOR 2010[bibtex]Same-relation constraints, Christopher Jefferson, Serdar Kadioglu, Karen E. Petrie, Meinolf Sellmann, Stanislav Zivny, Constraint Programming,
CP 2009[bibtex]- Efficient context-free grammar constraints, Serdar Kadioglu, Meinolf Sellmann,
AAAI 2008[bibtex]
Search – Combinatorial Optimization – Meta-Heuristics
- Seq2Pat: sequence-to-pattern generation in large-scale sequence databases, Session on Machine Learning and Discrete Optimization,
INFORMS 2020 Planning & operations research, Dagstuhl Research Seminar Reports,
Dagsthul 2018[bibtex]DASH: dynamic approach for switching heuristics, Giovanni Di Liberto, Serdar Kadioglu, Kevin Leo, Yuri Malitsky, European Journal on Operations Research,
EJOR 2016[bibtex]Efficient search procedures for solving combinatorial problems, Serdar Kadioglu,
Constraints 2015[bibtex]Parallel restarted search, André A. Ciré, Serdar Kadioglu, Meinolf Sellmann,
AAAI 2014[bibtex]Non-model-based search guidance for set partitioning problems, Serdar Kadioglu, Yuri Malitsky, Meinolf Sellmann,
AAAI 2012[bibtex]Incorporating variance in impact-based search, Serdar Kadioglu, Eoin O’Mahony, Philippe Refalo, Meinolf Sellmann, Constraint Programming,
CP 2011[bibtex]Dialectic search, Serdar Kadioglu, Meinolf Sellmann, Constraint Programming,
CP 2009[bibtex]Search in constraint programming, Banff International Research Workshop,
Banff 2009A local search meta-Heuristic for non-specialists, Serdar Kadioglu, Meinolf Sellmann, Constraint Reasoning and Optimization for Computational Sustainability,
CROCS 2009[bibtex]- Dichotomic search protocols for constrained optimization, Meinolf Sellmann, Serdar Kadioglu, Constraint Programming,
CP 2008[bibtex] Nominated for the Best Paper Award
Patents
- Surrogate Ground Truth Generation in Artificial Intelligence Based Marketing Campaigns, Filip Michalsky, Serdar Kadioglu, US Patent Filed
- Digital content classification and recommendation using reinforcement learning, Pramod R, Anshuman Pradhan, Shishir Shekhar, Serdar Kadioglu, Alex Arias-Vargas, US Patent Filed FID677497, 2019
- Self-learning financial content recommendations to solve the cold start problem, Anshuman Pradhan, Pramod R, Shishir Shekar, Serdar Kadioglu, Alex Arias-Vargas, US Patent Filed FID376658, 2019
- Automated predictive product recommendations using reinforcement learning, Akshay Jain, Bernard Kleynhans, Debalina Gupta, Shishir Shekhar, Serdar Kadioglu, Alex Arias-Vargas, US Patent 10936961, 2021
- Selecting a set of test configurations associated with a particular coverage strength using a constraint solver, Serdar Kadioglu, Samir Sebbah, US Patent 10248550, 2019
- Systems and methods for providing dynamic and real time simulations of matching resources to requests, Serdar Kadioglu, US Patent 10146665, 2018
- Assigning applications to virtual machines using constraint programming, Serdar Kadioglu, Michael Colena, Samir Sebbah, Mohsin Beg, US Patent 10007538, 2018
- System and method of assigning requests to resources using constraint programming, Serdar Kadioglu, Mike Colena, US Patent 9588819, 2017
Theses
Efficient search procedures for solving combinatorial problems, PhD thesis, Department of Computer Science, Brown University 2012 Awarded the 2010 Ph.D. Scholarship by IBM
Grammar constraints combining expressiveness with efficiency, M.Sc. thesis, Department of Computer Science, Brown University 2009