Select Publications
Topological Optimization with Big Steps.
Arnur Nigmetov, Dmitriy Morozov.
Arnur Nigmetov, Dmitriy Morozov.
Discrete and Computational Geometry, 2024.
Towards Foundation Models for Scientific Machine Learning: Characterizing Scaling and Transfer Behavior.
Shashank Subramanian, Peter Harrington, Kurt Keutzer, Wahid Bhimji, Dmitriy Morozov, Michael Mahoney, Amir Gholami.
Shashank Subramanian, Peter Harrington, Kurt Keutzer, Wahid Bhimji, Dmitriy Morozov, Michael Mahoney, Amir Gholami.
Proceedings of the Conference on Neural Information Processing Systems (NeurIPS), 2023.
LowFive: In Situ Data Transport for High-Performance Workflows.
Tom Peterka, Dmitriy Morozov, Arnur Nigmetov, Orcun Yildiz, Bogdan Nicolae, Philip E. Davis.
Tom Peterka, Dmitriy Morozov, Arnur Nigmetov, Orcun Yildiz, Bogdan Nicolae, Philip E. Davis.
IPDPS'23: International Parallel and Distributed Processing Symposium, 2023.
Output-sensitive Computation of Generalized Persistence Diagrams for 2-filtrations.
Dmitriy Morozov, Amit Patel.
Dmitriy Morozov, Amit Patel.
arXiv:2112.03980, 2021.
Machine learning with persistent homology and chemical word embeddings improves prediction accuracy and interpretability in metal-organic frameworks.
Aditi S. Krishnapriyan, Joseph Montoya, Maciej Haranczyk, Jens Hummelshøj, Dmitriy Morozov.
Aditi S. Krishnapriyan, Joseph Montoya, Maciej Haranczyk, Jens Hummelshøj, Dmitriy Morozov.
Scientific Reports, vol. 11, 8888, 2021.
Evaluating state space discovery by persistent cohomology in the spatial representation system.
Louis Kang, Boyan Xu, Dmitriy Morozov.
Louis Kang, Boyan Xu, Dmitriy Morozov.
Frontiers in Computational Neuroscience, vol. 15, p. 28, 2021.
Cosmic Inference: Constraining Parameters with Observations and a Highly Limited Number of Simulations.
Timur Takhtaganov, Zarija Lukic, Juliane Mueller, Dmitriy Morozov.
Timur Takhtaganov, Zarija Lukic, Juliane Mueller, Dmitriy Morozov.
The Astrophysical Journal, Volume 906, Number 2, 2021.
Brief Announcement: Towards Lockfree Persistent Homology.
Dmitriy Morozov, Arnur Nigmetov.
Dmitriy Morozov, Arnur Nigmetov.
Proceedings of the Symposium on Parallelism in Algorithms and Architectures (SPAA), 2020.
Topological Descriptors Help Predict Guest Adsorption in Nanoporous Materials.
Aditi S. Krishnapriyan, Maciej Haranczyk, Dmitriy Morozov.
Aditi S. Krishnapriyan, Maciej Haranczyk, Dmitriy Morozov.
The Journal of Physical Chemistry C, 124 (17), 9360-9368, 2020.
Local–Global Merge Tree Computation with Local Exchanges.
Arnur Nigmetov, Dmitriy Morozov.
Arnur Nigmetov, Dmitriy Morozov.
Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis (SC), 2019.
Triplet Merge Trees.
Dmitriy Smirnov, Dmitriy Morozov.
Dmitriy Smirnov, Dmitriy Morozov.
Topological Methods in Data Analysis and Visualization V (TopoInVis'17), 2020.
Parametrized Homology via Zigzag Persistence.
Gunnar Carlsson, Vin de Silva, Sara Kalisnik, Dmitriy Morozov.
Gunnar Carlsson, Vin de Silva, Sara Kalisnik, Dmitriy Morozov.
Algebraic and Geometric Topology, vol. 19, pages 657–700, 2019.
Programmable In Situ System for Iterative Workflows.
Erich Lohrmann, Zarija Lukic, Dmitriy Morozov, Juliane Mueller.
Erich Lohrmann, Zarija Lukic, Dmitriy Morozov, Juliane Mueller.
Lecture Notes in Computer Science (LNCS), vol. 10773, pages 122–131, 2018.
Persistent Homology.
Herbert Edelsbrunner, Dmitriy Morozov.
Herbert Edelsbrunner, Dmitriy Morozov.
Chapter 26 in Handbook of Discrete and Computational Geometry, 3rd ed., CRC Press, 2017.
Geometry Helps to Compare Persistence Diagrams.
Michael Kerber, Dmitriy Morozov, Arnur Nigmetov.
Michael Kerber, Dmitriy Morozov, Arnur Nigmetov.
Journal of Experimental Algorithms, vol. 22, 2017.
Efficient Delaunay Tessellation through K-D Tree Decomposition.
Dmitriy Morozov, Tom Peterka.
Dmitriy Morozov, Tom Peterka.
Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis (SC), 2016.
Block-Parallel Data Analysis with DIY2.
Dmitriy Morozov, Tom Peterka.
Dmitriy Morozov, Tom Peterka.
Proceedings of the IEEE Symposium on Large Data Analysis and Visualization (LDAV), 2016.
Master of Puppets: Cooperative Multitasking for In Situ Processing.
Dmitriy Morozov, Zarija Lukic.
Dmitriy Morozov, Zarija Lukic.
Proceedings of the Symposium on High-Performance Parallel and Distributed Computing (HPDC), pages 285-288, 2016.
Parallel Computation of Persistent Homology using the Blowup Complex.
Ryan Lewis, Dmitriy Morozov.
Ryan Lewis, Dmitriy Morozov.
Proceedings of the Annual Symposium on Parallelism in Algorithms and Architectures, pages 323-331, 2015.
Distributed Contour Trees.
Dmitriy Morozov, Gunther Weber.
Dmitriy Morozov, Gunther Weber.
Topological Methods in Data Analysis and Visualization III: Theory, Algorithms, and Applications, Mathematics and Visualization, pages 89-102, 2014.
Distributed Merge Trees.
Dmitriy Morozov, Gunther Weber.
Dmitriy Morozov, Gunther Weber.
Proceedings of the Annual Symposium on Principles and Practice of Parallel Programming, pages 93-102, 2013.
Witnessed k-Distance.
Leonidas Guibas, Quentin Mérigot, Dmitriy Morozov.
Leonidas Guibas, Quentin Mérigot, Dmitriy Morozov.
Discrete and Computational Geometry, vol. 49, pages 22-45, 2013.
Homology and Robustness of Level and Interlevel Sets.
Paul Bendich, Herbert Edelsbrunner, Dmitriy Morozov, Amit Patel.
Paul Bendich, Herbert Edelsbrunner, Dmitriy Morozov, Amit Patel.
Homology, Homotopy and Applications, vol. 15, pages 51-72, 2013.
Persistent Homology: Theory and Practice.
Herbert Edelsbrunner, Dmitriy Morozov.
Herbert Edelsbrunner, Dmitriy Morozov.
Proceedings of the European Congress of Mathematics, 2012.
Dualities in Persistent (Co)Homology.
Vin de Silva, Dmitriy Morozov, Mikael Vejdemo-Johansson.
Vin de Silva, Dmitriy Morozov, Mikael Vejdemo-Johansson.
Inverse Problems, vol. 27, 2011.
Zigzag Persistent Homology in Matrix Multiplication Time.
Nikola Milosavljevic, Dmitriy Morozov, Primoz Skraba.
Nikola Milosavljevic, Dmitriy Morozov, Primoz Skraba.
Proceedings of the Annual Symposium on Computational Geometry, pages 216-225, 2011.
Quantifying Transversality by Measuring the Robustness of Intersections.
Herbert Edelsbrunner, Dmitriy Morozov, Amit Patel.
Herbert Edelsbrunner, Dmitriy Morozov, Amit Patel.
Foundations of Computational Mathematics, vol. 11, pages 345-361, 2011.
Persistent Cohomology and Circular Coordinates.
Vin de Silva, Dmitriy Morozov, Mikael Vejdemo-Johansson.
Vin de Silva, Dmitriy Morozov, Mikael Vejdemo-Johansson.
Discrete and Computational Geometry, vol. 45, pages 737-759, 2011.
Zigzag Persistent Homology and Real-valued Functions.
Gunnar Carlsson, Vin de Silva, Dmitriy Morozov.
Gunnar Carlsson, Vin de Silva, Dmitriy Morozov.
Proceedings of the Annual Symposium on Computational Geometry, pages 247-256, 2009.
Homological Illusions of Persistence and Stability.
Dmitriy Morozov.
Dmitriy Morozov.
Ph.D. Thesis, Duke University, 2008.