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ORCIDGunnar E. Carlsson
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2020 – today
- 2024
[j31]Ulrike Tillmann, Gunnar E. Carlsson:
Proceedings of ATMCS10. J. Appl. Comput. Topol. 8(3): 443-445 (2024)- [j30]Gunnar E. Carlsson, Santiago Segarra:
Data science for graphs. J. Appl. Comput. Topol. 8(5): 1099-1100 (2024) - [c20]Theodore Papamarkou, Tolga Birdal, Michael M. Bronstein, Gunnar E. Carlsson, Justin Curry, Yue Gao, Mustafa Hajij, Roland Kwitt, Pietro Lio, Paolo Di Lorenzo, Vasileios Maroulas, Nina Miolane, Farzana Nasrin, Karthikeyan Natesan Ramamurthy, Bastian Rieck, Simone Scardapane, Michael T. Schaub, Petar Velickovic, Bei Wang, Yusu Wang, Guo-Wei Wei, Ghada Zamzmi:
Position: Topological Deep Learning is the New Frontier for Relational Learning. ICML 2024 - [i24]Theodore Papamarkou, Tolga Birdal, Michael M. Bronstein, Gunnar E. Carlsson, Justin Curry, Yue Gao, Mustafa Hajij, Roland Kwitt, Pietro Liò, Paolo Di Lorenzo, Vasileios Maroulas, Nina Miolane, Farzana Nasrin, Karthikeyan Natesan Ramamurthy, Bastian Rieck, Simone Scardapane, Michael T. Schaub, Petar Velickovic, Bei Wang, Yusu Wang, Guo-Wei Wei, Ghada Zamzmi:
Position Paper: Challenges and Opportunities in Topological Deep Learning. CoRR abs/2402.08871 (2024) - 2023
- [j29]Ephy R. Love, Benjamin Filippenko, Vasileios Maroulas, Gunnar E. Carlsson:
Topological Convolutional Layers for Deep Learning. J. Mach. Learn. Res. 24: 59:1-59:35 (2023) - [c19]Colleen Farrelly, Yashbir Singh
, Quincy A. Hathaway, Gunnar E. Carlsson, Ashok Choudhary, Rahul Paul, Gianfranco Doretto, Yassine Himeur, Shadi Atalls, Wathiq Mansoor:
Current Topological and Machine Learning Applications for Bias Detection in Text. ICSPIS 2023: 190-195 - [i23]Colleen Farrelly, Yashbir Singh, Quincy A. Hathaway, Gunnar E. Carlsson, Ashok Choudhary, Rahul Paul, Gianfranco Doretto, Yassine Himeur, Shadi Atalla, Wathiq Mansoor:
Current Topological and Machine Learning Applications for Bias Detection in Text. CoRR abs/2311.13495 (2023) - 2021
- [j28]Gunnar E. Carlsson, Facundo Mémoli, Santiago Segarra:
Robust Hierarchical Clustering for Directed Networks: An Axiomatic Approach. SIAM J. Appl. Algebra Geom. 5(4): 675-700 (2021) - [c18]Sharon Zhou, Eric Zelikman, Fred Lu, Andrew Y. Ng, Gunnar E. Carlsson, Stefano Ermon:
Evaluating the Disentanglement of Deep Generative Models through Manifold Topology. ICLR 2021 - [i22]Ephy R. Love, Benjamin Filippenko, Vasileios Maroulas, Gunnar E. Carlsson:
Topological Deep Learning. CoRR abs/2101.05778 (2021) - [i21]Gunnar E. Carlsson, Facundo Mémoli, Santiago Segarra:
Robust Hierarchical Clustering for Directed Networks: An Axiomatic Approach. CoRR abs/2108.07247 (2021) - 2020
- [j27]Leo Carlsson, Mikael Vejdemo-Johansson, Gunnar E. Carlsson, Pär G. Jönsson:
Fibers of Failure: Classifying Errors in Predictive Processes. Algorithms 13(6): 150 (2020) - [i20]Gunnar E. Carlsson, Benjamin Filippenko:
The space of sections of a smooth function. CoRR abs/2006.12023 (2020)
2010 – 2019
- 2019
- [c17]Rickard Brüel Gabrielsson, Gunnar E. Carlsson:
Exposition and Interpretation of the Topology of Neural Networks. ICMLA 2019: 1069-1076 - [i19]Gunnar E. Carlsson, Benjamin Filippenko:
Persistent homology of the sum metric. CoRR abs/1905.04383 (2019) - [i18]Rickard Brüel Gabrielsson, Bradley J. Nelson, Anjan Dwaraknath, Primoz Skraba, Leonidas J. Guibas, Gunnar E. Carlsson:
A Topology Layer for Machine Learning. CoRR abs/1905.12200 (2019) - [i17]Gunnar E. Carlsson, Anjan Dwaraknath, Bradley J. Nelson:
Persistent and Zigzag Homology: A Matrix Factorization Viewpoint. CoRR abs/1911.10693 (2019) - 2018
- [j26]Gunnar E. Carlsson, Facundo Mémoli, Alejandro Ribeiro, Santiago Segarra:
Hierarchical clustering of asymmetric networks. Adv. Data Anal. Classif. 12(1): 65-105 (2018) - [i16]Leo Carlsson, Gunnar E. Carlsson, Mikael Vejdemo-Johansson:
Fibres of Failure: Classifying errors in predictive processes. CoRR abs/1803.00384 (2018) - [i15]Rickard Brüel Gabrielsson, Gunnar E. Carlsson:
A look at the topology of convolutional neural networks. CoRR abs/1810.03234 (2018) - [i14]Gunnar E. Carlsson, Rickard Brüel Gabrielsson:
Topological Approaches to Deep Learning. CoRR abs/1811.01122 (2018) - 2017
- [j25]Jacek Skryzalin, Gunnar E. Carlsson:
Numeric invariants from multidimensional persistence. J. Appl. Comput. Topol. 1(1): 89-119 (2017) - [j24]Gunnar E. Carlsson, Facundo Mémoli, Alejandro Ribeiro, Santiago Segarra:
Admissible Hierarchical Clustering Methods and Algorithms for Asymmetric Networks. IEEE Trans. Signal Inf. Process. over Networks 3(4): 711-727 (2017) - 2016
- [j23]Gunnar E. Carlsson, Boris Goldfarb:
On modules over infinite group rings. Int. J. Algebra Comput. 26(3): 451-466 (2016) - [i13]Gunnar E. Carlsson, Facundo Mémoli, Alejandro Ribeiro, Santiago Segarra:
Hierarchical Clustering of Asymmetric Networks. CoRR abs/1607.06294 (2016) - [i12]Gunnar E. Carlsson, Facundo Mémoli, Alejandro Ribeiro, Santiago Segarra:
Admissible Hierarchical Clustering Methods and Algorithms for Asymmetric Networks. CoRR abs/1607.06335 (2016) - [i11]Gunnar E. Carlsson, Facundo Mémoli, Alejandro Ribeiro, Santiago Segarra:
Excisive Hierarchical Clustering Methods for Network Data. CoRR abs/1607.06339 (2016) - 2015
- [j22]Henry Adams, Gunnar E. Carlsson:
Evasion paths in mobile sensor networks. Int. J. Robotics Res. 34(1): 90-104 (2015) - 2014
- [j21]Gunnar E. Carlsson:
Topological pattern recognition for point cloud data. Acta Numer. 23: 289-368 (2014) - [j20]Aaron Adcock, Daniel L. Rubin, Gunnar E. Carlsson:
Classification of hepatic lesions using the matching metric. Comput. Vis. Image Underst. 121: 36-42 (2014) - [j19]Jose A. Perea, Gunnar E. Carlsson:
A Klein-Bottle-Based Dictionary for Texture Representation. Int. J. Comput. Vis. 107(1): 75-97 (2014) - [c16]Gunnar E. Carlsson, Facundo Mémoli, Alejandro Ribeiro, Santiago Segarra:
Hierarchical Quasi-Clustering Methods for Asymmetric Networks. ICML 2014: 352-360 - [i10]Gunnar E. Carlsson, Facundo Mémoli, Alejandro Ribeiro, Santiago Segarra:
Hierarchical Quasi-Clustering Methods for Asymmetric Networks. CoRR abs/1404.4655 (2014) - [i9]Jacek Skryzalin, Gunnar E. Carlsson:
Numeric Invariants from Multidimensional Persistence. CoRR abs/1411.4022 (2014) - 2013
- [j18]Chen Gu, Huang-Wei Chang, Lutz Maibaum, Vijay S. Pande, Gunnar E. Carlsson, Leonidas J. Guibas:
Building Markov state models with solvent dynamics. BMC Bioinform. 14(S-2): S8 (2013) - [j17]Gunnar E. Carlsson, Facundo Mémoli:
Classifying Clustering Schemes. Found. Comput. Math. 13(2): 221-252 (2013) - [c15]Gunnar E. Carlsson, Facundo Mémoli, Alejandro Ribeiro, Santiago Segarra:
Hierarchical clustering methods and algorithms for asymmetric networks. ACSSC 2013: 1773-1777 - [c14]Gunnar E. Carlsson, Facundo Mémoli, Alejandro Ribeiro, Santiago Segarra:
Alternative axiomatic constructions for hierarchical clustering of asymmetric networks. GlobalSIP 2013: 791-794 - [c13]Gunnar E. Carlsson, Facundo Mémoli, Alejandro Ribeiro, Santiago Segarra:
Axiomatic construction of hierarchical clustering in asymmetric networks. ICASSP 2013: 5219-5223 - [i8]Gunnar E. Carlsson, Facundo Mémoli, Alejandro Ribeiro, Santiago Segarra:
Axiomatic Construction of Hierarchical Clustering in Asymmetric Networks. CoRR abs/1301.7724 (2013) - 2012
- [j16]Yu. Dabaghian, Facundo Mémoli, Loren M. Frank, Gunnar E. Carlsson:
A Topological Paradigm for Hippocampal Spatial Map Formation Using Persistent Homology. PLoS Comput. Biol. 8(8) (2012) - [i7]Aaron Adcock, Daniel L. Rubin, Gunnar E. Carlsson:
Classification of Hepatic Lesions using the Matching Metric. CoRR abs/1210.0866 (2012) - 2011
- [i6]Andrew Tausz, Gunnar E. Carlsson:
Homological Coordinatization. CoRR abs/1107.0511 (2011) - [i5]Andrew Tausz, Gunnar E. Carlsson:
Applications of Zigzag Persistence to Topological Data Analysis. CoRR abs/1108.3545 (2011) - [i4]Gunnar E. Carlsson, Jackson Gorham, Matthew Kahle, Jeremy Mason:
Computational topology for configuration spaces of hard disks. CoRR abs/1108.5719 (2011) - 2010
- [j15]Gunnar E. Carlsson, Vin de Silva:
Zigzag Persistence. Found. Comput. Math. 10(4): 367-405 (2010) - [j14]Gunnar E. Carlsson, Facundo Mémoli:
Characterization, Stability and Convergence of Hierarchical Clustering Methods. J. Mach. Learn. Res. 11: 1425-1470 (2010) - [j13]Gunnar E. Carlsson, Gurjeet Singh, Afra Zomorodian:
Computing Multidimensional Persistence. J. Comput. Geom. 1(1): 72-100 (2010) - [c12]Xuhui Huang, Yuan Yao, Gregory R. Bowman, Jian Sun, Leonidas J. Guibas, Gunnar E. Carlsson, Vijay S. Pande:
Constructing Multi-Resolution Markov State Models (MSMs) to Elucidate RNA Hairpin Folding Mechanisms. Pacific Symposium on Biocomputing 2010: 228-239 - [i3]Gunnar E. Carlsson, Facundo Mémoli:
Classifying Clustering Schemes. CoRR abs/1011.5270 (2010)
2000 – 2009
- 2009
- [j12]Gunnar E. Carlsson, Afra Zomorodian:
The Theory of Multidimensional Persistence. Discret. Comput. Geom. 42(1): 71-93 (2009) - [j11]Henry Adams, Gunnar E. Carlsson:
On the Nonlinear Statistics of Range Image Patches. SIAM J. Imaging Sci. 2(1): 110-117 (2009) - [c11]Gunnar E. Carlsson, Vin de Silva, Dmitriy Morozov:
Zigzag persistent homology and real-valued functions. SCG 2009: 247-256 - [c10]Gunnar E. Carlsson, Gurjeet Singh, Afra Zomorodian:
Computing Multidimensional Persistence. ISAAC 2009: 730-739 - 2008
- [j10]Afra Zomorodian, Gunnar E. Carlsson:
Localized homology. Comput. Geom. 41(3): 126-148 (2008) - [j9]Gunnar E. Carlsson, Tigran Ishkhanov, Vin de Silva, Afra Zomorodian:
On the Local Behavior of Spaces of Natural Images. Int. J. Comput. Vis. 76(1): 1-12 (2008) - [j8]Michael W. Mahoney, Lek-Heng Lim, Gunnar E. Carlsson:
Algorithmic and statistical challenges in modern largescale data analysis are the focus of MMDS 2008. SIGKDD Explor. 10(2): 57-60 (2008) - [c9]Arian Maleki, Gunnar E. Carlsson:
ε-entropy of piecewise polynomial functions and tree partitioning compression. ICASSP 2008: 1181-1184 - [c8]Arian Maleki, Morteza Shahram, Gunnar E. Carlsson:
A near optimal coder for image geometry with adaptive partitioning. ICIP 2008: 1061-1064 - [i2]Gunnar E. Carlsson, Vin de Silva:
Zigzag Persistence. CoRR abs/0812.0197 (2008) - [i1]Michael W. Mahoney, Lek-Heng Lim, Gunnar E. Carlsson:
Algorithmic and Statistical Challenges in Modern Large-Scale Data Analysis are the Focus of MMDS 2008. CoRR abs/0812.3702 (2008) - 2007
- [c7]Gunnar E. Carlsson, Afra Zomorodian:
The theory of multidimensional persistence. SCG 2007: 184-193 - [c6]Afra Zomorodian, Gunnar E. Carlsson:
Localized Homology. Shape Modeling International 2007: 189-198 - [c5]Gurjeet Singh, Facundo Mémoli, Gunnar E. Carlsson:
Topological Methods for the Analysis of High Dimensional Data Sets and 3D Object Recognition. PBG@Eurographics 2007: 91-100 - 2006
- [j7]Erik Carlsson, Gunnar E. Carlsson, Vin de Silva:
An Algebraic Topological Method for Feature Identification. Int. J. Comput. Geom. Appl. 16(4): 291-314 (2006) - 2005
- [j6]Afra Zomorodian, Gunnar E. Carlsson:
Computing Persistent Homology. Discret. Comput. Geom. 33(2): 249-274 (2005) - [j5]Gunnar E. Carlsson, Afra Zomorodian, Anne D. Collins, Leonidas J. Guibas:
Persistence Barcodes for Shapes. Int. J. Shape Model. 11(2): 149-188 (2005) - 2004
- [j4]Gunnar E. Carlsson, Vin de Silva:
A geometric framework for sparse matrix problems. Adv. Appl. Math. 33(1): 1-25 (2004) - [j3]Anne D. Collins, Afra Zomorodian, Gunnar E. Carlsson, Leonidas J. Guibas:
A barcode shape descriptor for curve point cloud data. Comput. Graph. 28(6): 881-894 (2004) - [c4]Afra Zomorodian, Gunnar E. Carlsson:
Computing persistent homology. SCG 2004: 347-356 - [c3]Gunnar E. Carlsson, Afra Zomorodian, Anne D. Collins, Leonidas J. Guibas:
Persistence Barcodes for Shapes. Symposium on Geometry Processing 2004: 124-135 - [c2]Vin de Silva, Gunnar E. Carlsson:
Topological estimation using witness complexes. PBG 2004: 157-166 - [c1]Anne D. Collins, Afra Zomorodian, Gunnar E. Carlsson, Leonidas J. Guibas:
A Barcode Shape Descriptor for Curve Point Cloud Data. PBG 2004: 181-191
1990 – 1999
- 1992
- [j2]Lowell Campbell, Gunnar E. Carlsson, Michael J. Dinneen, Vance Faber, Michael R. Fellows, Michael A. Langston, James W. Moore, Andrew P. Mullhaupt, Harlan B. Sexton:
Small Diameter Symmetric Networks from Linear Groups. IEEE Trans. Computers 41(2): 218-220 (1992)
1980 – 1989
- 1985
- [j1]Gunnar E. Carlsson, J. E. Cruthirds, Harlan B. Sexton, C. G. Wright:
Interconnection Networks Based on a Generalization of Cube-Connected Cycles. IEEE Trans. Computers 34(8): 769-772 (1985)
Coauthor Index
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