GitHub - gdisarra/topology-degree: Demo and tutorial for the computation of the topology degree
Demo and tutorial for the computation of the topology degree - gdisarra/topology-degree
π Just released a new tool for the neuroscience and Topological Data Analysis communities!
π github.com/gdisarra/top...
The topology-degree repository provides code and methods to quantify the topology in high-dimensional data using persistent homology.
π doi.org/10.1371/jour...
11.06.2025 12:32 β
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@jeffgian.bsky.social Do you ever need to use spinors when doing Lattice QCD? To consider quarks, and not just gluons?
30.06.2025 19:37 β
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Topological Data Analysis of Abelian Magnetic Monopoles in Gauge Theories
Motivated by recent literature on the possible existence of a second higher-temperature phase transition in Quantum Chromodynamics, we revisit the proposal that colour confinement is related to the dy...
Xavier Crean, @jeffgian.bsky.social and Biagio Lucini worked on analysing the topological data arising from lattice gauge theory, like Lattice QCD. See : arxiv.org/abs/2501.19320
I think this is one of the super meaningful applications of TDA, because the data is intrinsically topological (SU(3)).
30.06.2025 19:36 β
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If you apply the path integral approach to a discretised computer simulation of QCD, you get Lattice QCD. When doing Lattice QCD, I think you assign SU(3) elements to each edge of a 4D cubical grid. That now gives you ... some topological data. Tada..!
30.06.2025 19:34 β
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The QCD Lagrangian has a Dirac operator which makes quarks and gluons interact. With this Lagrangian, you can either write down scattering amplitudes or Feynman path integrals. My understanding is that the path integral approach still keeps the differential geometry intact.
30.06.2025 19:31 β
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I forgot what a spinor is.. a Spin group is a subset of a Clifford algebra. You need this stuff to define fermions, which are electrons and quarks (and other stuff like neutrino). To define quantum chromodynamics (QCD), you get the spin bundle and also a SU(3)-bundle and define a Lagrangian.
30.06.2025 19:30 β
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A connection 1-form is also called a gauge field. This formalises, for example, gluon fields. For a full formal account of the standard model, you still need a lot more abstract machinery. Next up is spinors.
30.06.2025 19:28 β
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A connection 1-form omega is a g-valued 1-form on P, satisfying some well-behavedness wrt G. Ehremsann connection and connection 1-form are equivalent notions, and the horizontal subspace specified in Ehresmann connection is exactly the kernel of the projection map specified by a connection 1-form.
30.06.2025 19:27 β
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An Ehresmann connection H is a sub-bundle of the tangent bundle of a principal G-bundle P->M (double bundle??) The rank of H is equal to the dimension of the base manifold M. H is chosen so that it's "horizontal" and well-behaved wrt G-action.
30.06.2025 19:25 β
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Learning gauge theory nowadays, another attempt to learn more mathematical physics
30.06.2025 19:23 β
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happy mother's day
11.05.2025 14:24 β
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"Excuse me, I'll tell you when you've finished"
03.05.2025 10:42 β
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A computation that took us over 8 hours now only takes 15 seconds with tropical geometry! Very excited that Oskar Henriksson will join the algebra in data analysis (AIDA) group @mpicbg.bsky.social @tudresden.bsky.social
05.02.2025 08:19 β
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Cover Learning for Large-Scale Topology Representation
Classical unsupervised learning methods like clustering and linear dimensionality reduction parametrize large-scale geometry when it is discrete or linear, while more modern methods from manifold lear...
My paper with Luis Scoccola and @haharrington.bsky.social were accepted to present in ICML 2025 π₯³π₯³
We use gradient descent to solve a fundamental problem in computational topology: Compute a topologically good cover of a dataset. It improves Mapper and persistent homology!
arxiv.org/abs/2503.09767
02.05.2025 17:15 β
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Hi, this is my new professional account :)
I'm a mathematician working on geometry and topology of data. Recently I'm focused on Bobrowski-Skraba's universal statistical law of persistent homology, and also neuroscience applications - toroidal grid cell topology.
02.05.2025 17:10 β
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helo
26.06.2024 22:25 β
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would u accept "shittification"
also theres a math word called "sheafification"
25.06.2024 17:37 β
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me soon
24.06.2024 16:34 β
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λλΆμ΄ μ λ³ΈμΈλ upper middle classμΌλ‘ μΈμμ λ€λΆν λΉλ€μ΄μ§κ² λ΄€λλ°, μ¬λ¬ μ΄μ λ‘ μ΄μ λ μ’νλ‘ μ 체ννκ² λμ΄μ. λ μ μ§νκ³ λ°λ₯΄κ² μ΄ μ μκ² λμ΄μ.
23.06.2024 18:35 β
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μΉ΄ν¬μ¬λ‘ μΌν λ λ―Έκ΅ μ νκ° μ λ€μ΄ λ€ κ·Έλ° λλμ΄μμ΄μ μ¬λ¬λͺ¨λ‘ μΈμμ΄ μμ’κ² λ°ν κΈ°μ΅μ΄ λλ€μ.
23.06.2024 18:32 β
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he seemed viral in south korea, what's big about him?
23.06.2024 08:51 β
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Official museum photo of four small clay figurines in the form of Bactrian Camels (two humps), with details such as facial features, fur, harnesses, etc. suggested by incised lines; aranged in a line left to right from largest to smallest in side profile against orange background.
#1 Height: 7.60 cm / Width: 8 cm
#2 Height: 6 cm / Width: 5.20 cm
#3 Height: 3.81 cm / Width: ?
#4 Height: 3.30 cm / Width: 4 cm
Image Β© The Trustees of the British Museum (CC BY-NC-SA 4.0)
https://www.britishmuseum.org/collection/object/A_MAS-24
https://www.britishmuseum.org/collection/object/A_MAS-8
https://www.britishmuseum.org/collection/object/A_1902-1220-375
https://www.britishmuseum.org/collection/object/A_MAS-25
For #WorldCamelDay πͺπ«:
4 figurines of Bactrian #Camels
Yotkan, Xinjiang, China, 1stβ6th c. CE
Clay, H 7.6, 6.0, 3.8, 3.3 cm
British Museum collection MAS.24, MAS.8, 1902,1220.375, MAS.25:
www.britishmuseum.org/collection/o...
22.06.2024 23:16 β
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DA Rosa Lark Ascending. A pale white rose that opens with a glowing butter yellow center.
π±Lark Ascending.
A stunning performance this season. Only more good things to come.
22.06.2024 23:31 β
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reminds me of the "The Boring Side" that the ingredient lists get written as for the "hip" companies like Oatley and Aussie
22.06.2024 22:36 β
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smel flowa every day........ lov is everywhere
22.06.2024 22:18 β
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@nyuvyu.bsky.social bee kind
22.06.2024 08:24 β
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hi angel wow...
22.06.2024 05:51 β
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βμΈκ°μ΄ κ°λ μλ§μΌμ§λΌλΒ·Β·Β·μ°¨λ³μ λ§μ μΈμμ κ³μλλ€β [νλ«]
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μ΄λ€ μ°¨λ³μ 곡기μ²λΌ μ‘΄μ¬νλ€. μ΄λμ μμμλ₯Ό μμμΌλ€. μμμλ μ°¨λ³μ μμ μ μ€μ€λ‘ λ΄λ©΄ννκΈ°μ μ΄λ₯Έλ€. λͺ¨μμ κ°κΉμ΄ μ°¨λ³μ λΉν΄λ νΌν΄λ§μμ μλκΉ μκΈ°κ²μ΄νλ μμ΄λ€. μ£λΆλ¦¬ λΆλΉνλ€κ³ λ§νλ€κ°λ νμ€μ νμ μ΄ λ μλ μλ€. κ²°μ½ μ¬μν μ μλ μμμμ κ°μ μ μΊμ λ° ν UCλ²ν΄λ¦¬λ κ΅μλ βλ§μ΄λ νλ§μ€(minor feelingsΒ·μμμ κ°μ )βλΌκ³ μ΄λ¦ λΆμλ€.
m.khan.co.kr/culture/cult...
21.06.2024 14:27 β
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