Topological data analysis — citation graph of key research
Explore the most influential research on topological data analysis as an interactive citation graph on Constellation. The papers below are connected by direct citations and shared references — open any one to center the graph on it and discover related work.
Top papers on topological data analysis
- Topological Data Analysis
Larry Wasserman — 2017 · Annual Review of Statistics and Its Application · 514 citations - An introduction to Topological Data Analysis: fundamental and practical\n aspects for data scientists
Frédéric Chazal, Bertrand Michel — 2017 · arXiv (Cornell University) · 529 citations - Statistical topological data analysis using persistence landscapes
Peter Bubenik — 2012 · arXiv (Cornell University) · 524 citations - Statistical topological data analysis using persistence landscapes
BubenikPeter — 2015 · Journal of Machine Learning Research · 355 citations - Topological Data Analysis of Biological Aggregation Models
Chad M. Topaz, Lori Ziegelmeier, Tom Halverson — 2015 · PLoS ONE · 199 citations - Topological data analysis of financial time series: Landscapes of crashes
Marian Gidea, Yuri A. Katz — 2017 · Physica A Statistical Mechanics and its Applications · 246 citations - A User’s Guide to Topological Data Analysis
Elizabeth Munch — 2017 · Journal of Learning Analytics · 168 citations - Topological data analysis in biomedicine: A review
Yara Skaf, Reinhard Laubenbacher — 2022 · Journal of Biomedical Informatics · 157 citations - Towards a new approach to reveal dynamical organization of the brain using topological data analysis
Manish Saggar, Olaf Sporns, Javier González-Castillo et al. — 2018 · Nature Communications · 260 citations - An Introduction to Topological Data Analysis: Fundamental and Practical Aspects for Data Scientists
Frédéric Chazal, Bertrand Michel — 2021 · Frontiers in Artificial Intelligence · 175 citations - Topological data analysis for discovery in preclinical spinal cord injury and traumatic brain injury
Jessica L. Nielson, Jesse Paquette, Aiwen W. Liu et al. — 2015 · Nature Communications · 215 citations - Topological data analysis of contagion maps for examining spreading processes on networks
Dane Taylor, Florian Klimm, Heather A. Harrington et al. — 2015 · Nature Communications · 157 citations