ORIGINAL RESEARCH
Published on 26 Apr 2022
Contagion Dynamics for Manifold Learning
doi 10.3389/fdata.2022.668356
- 1,448 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
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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
- 4,528 views
- 11 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
- 119,252 views
- 393 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
- 4,478 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
- 3,704 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
- 8,737 views
- 28 citations
ORIGINAL RESEARCH
Published on 09 Jul 2021
Supervised Learning Using Homology Stable Rank Kernels
doi 10.3389/fams.2021.668046
- 4,206 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
- 4,251 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
- 4,869 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
- 2,365 views
REVIEW
Published on 26 May 2021
A Survey of Topological Machine Learning Methods
doi 10.3389/frai.2021.681108
- 49,937 views
- 147 citations
REVIEW
Published on 14 May 2021
Topology Applied to Machine Learning: From Global to Local
doi 10.3389/frai.2021.668302
- 10,221 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