Topological data analysis
Section outline
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Lecturer:
- Žiga Virk (ziga.virk@fri.uni-lj.si)
Assistants:
- Aleksandra Franc (aleksandra.franc@fri.uni-lj.si)
- Damir Franetič (damir.franetic@fri.uni-lj.si)
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2017/05/31 14:04 업로드됨
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Introduction. Basic definitions and concepts: metrics, continuous maps, homeomorphisms, homotopy type.
Textbook: Chapter 1
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2020/10/6 18:47 업로드됨
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Triangulations in the plane, Voronoi diagram, Delaunay triangulation.
Textbook: Chapter 2
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2020/10/14 09:43 업로드됨
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2024/10/4 19:37 업로드됨
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Geometric simplicial complexes, Abstract simplicial complexes, Euler characteristic
Textbook: Chapter 3
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2020/10/20 15:04 업로드됨
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2024/10/13 11:03 업로드됨
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Triangulated manifolds, orientation. Classification of surfaces.
Textbook: Chapter 4-
2020/10/27 15:41 업로드됨
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Carve a pumpkin
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Simplicial complexes on data sets:
- Vietoris Rips complex
- Cech complex
- The nerve construction
- Mapper
Interleaving.
Textbook: Chapter 5
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2020/11/3 16:41 업로드됨
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2024/11/7 17:26 업로드됨
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2024/11/18 18:09 업로드됨
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Algebraic groups. Intuition and idea of homology.
Textbook: Chapter 6, idea of chapter 7
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2020/11/10 15:17 업로드됨
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2024/11/11 18:11 업로드됨
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Homology groups
Textbook: Chapters 7 and 8.1
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2020/11/17 15:31 업로드됨
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2024/11/19 07:46 업로드됨
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Computing homology
Textbook: Chapters 7 and 8.1
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2020/11/24 15:14 업로드됨
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2024/11/25 08:40 업로드됨
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Persistent homology
Textbook: Chapter 9
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2023/11/7 18:59 업로드됨
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2024/12/4 20:15 업로드됨
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2024/12/9 06:29 업로드됨
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Filtrations, persistence modules, interleavings, Gromov-Hausdorff distance
Textbook: Chapters 9 and 10
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2023/11/7 19:00 업로드됨
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2024/12/10 10:08 업로드됨
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Stability theorem for persistent homology, Wasserstein distance, further developments of persistence, examples of applications
Textbook: Chapter 10
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2024/12/16 14:14 수정됨
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2024/12/16 11:05 업로드됨
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Write to Santa...
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2024/12/27 21:42 업로드됨
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Discrete Morse theory: discrete Morse functions, discrete gradient vector fields; Morse chain complex and Morse homology
Textbook: Chapter 11-
2023/11/7 19:01 업로드됨
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Lab work, twice (discrete Morse theory - Tuesday and/or Friday, distance between persistence diagrams - Wednesday)
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2025/01/13 17:48 업로드됨
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2025/01/13 18:44 업로드됨
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2025/01/15 12:59 업로드됨
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