ORIGINAL RESEARCH
Published on 26 Apr 2022
Contagion Dynamics for Manifold Learning
doi 10.3389/fdata.2022.668356
- 1,413 views
- Frontiers in Artificial Intelligence
- Machine Learning and Artificial Intelligence
- Research Topics
- Topology in Real-World Machine Learning and Data Analysis
Topology in Real-World Machine Learning and Data Analysis
39k
Total downloads
266k
Total views and downloads
Articles
ORIGINAL RESEARCH
Published on 11 Oct 2021
Minimal Cycle Representatives in Persistent Homology Using Linear Programming: An Empirical Study With User’s Guide
doi 10.3389/frai.2021.681117
- 4,442 views
- 10 citations
REVIEW
Published on 29 Sep 2021
An Introduction to Topological Data Analysis: Fundamental and Practical Aspects for Data Scientists
doi 10.3389/frai.2021.667963
- 117,370 views
- 376 citations
ORIGINAL RESEARCH
Published on 23 Aug 2021
On Topological Analysis of fs-LIMS Data. Implications for in Situ Planetary Mass Spectrometry
doi 10.3389/frai.2021.668163
- 4,402 views
- 9 citations
ORIGINAL RESEARCH
Published on 18 Aug 2021
Topological Data Analysis Highlights Novel Geographical Signatures of the Human Gut Microbiome
doi 10.3389/frai.2021.680564
- 3,656 views
- 4 citations
REVIEW
Published on 28 Jul 2021
A Comparative Study of Machine Learning Methods for Persistence Diagrams
doi 10.3389/frai.2021.681174
- 8,643 views
- 25 citations
ORIGINAL RESEARCH
Published on 09 Jul 2021
Supervised Learning Using Homology Stable Rank Kernels
doi 10.3389/fams.2021.668046
- 4,170 views
- 4 citations
ORIGINAL RESEARCH
Published on 29 Jun 2021
Topological Data Analysis of C. elegans Locomotion and Behavior
doi 10.3389/frai.2021.668395
- 4,154 views
- 6 citations
ORIGINAL RESEARCH
Published on 16 Jun 2021
Deep Graph Mapper: Seeing Graphs Through the Neural Lens
doi 10.3389/fdata.2021.680535
- 4,819 views
- 25 citations
ORIGINAL RESEARCH
Published on 28 May 2021
Topology-Inspired Method Recovers Obfuscated Term Information From Induced Software Call-Stacks
doi 10.3389/fams.2021.668082
- 2,358 views
REVIEW
Published on 26 May 2021
A Survey of Topological Machine Learning Methods
doi 10.3389/frai.2021.681108
- 49,187 views
- 143 citations
REVIEW
Published on 14 May 2021
Topology Applied to Machine Learning: From Global to Local
doi 10.3389/frai.2021.668302
- 10,118 views
- 17 citations
Published in
Frontiers in Artificial Intelligence
Machine Learning and Artificial Intelligence
Participating Journals
Frontiers in Applied Mathematics and Statistics
- 1.3 impact factor
- 1.9 citescore
Frontiers in Big Data
- 2.4 impact factor
- 5.2 citescore