Scikit TDA
@scikit_tda
Official account for Scikit-TDA. A library of Python tools for Topological Data Analysis. Looking for maintainers.
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https://scikit-tda.org 10-08-2018 02:58:48
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I wrote a blog post on a round-up of topological data analysis papers on this year's ICML ICML Conference Scikit TDA Vidit Nanda #ICML2019 #icml #topology bastian.rieck.me/blog/posts/201…
Excited to announce that "Exact, Parallelizable #DynamicTimeWarping Alignment with Linear Memory" with my Ursinus College student Liz Dempsey has been accepted for publication @ismir2020! Python repo setup is as easy as "pip install linmdtw". Example here ctralie.com/Research/linmd…
KeplerMapper 1.4 has been released today! kepler-mapper.scikit-tda.org. Thanks to Gabriel Altay for improving the support for sparse matrices and custom color maps! 🕺🏼💃🏼
It needed #persistence, but Topological Data Analysis is finally coming to #NeurIPS2020! Our (@AGKBorgwardt, Krishnaswamy Lab, Guy Wolf, Karthi Ramamurthy, & more) workshop's call for papers is live (deadline: Fri, 2 Oct 2020, 23:59 AoE). More details: tda-in-ml.github.io/cfp
michiexile Nathaniel Saul Jose Perea and I are working on a library right now! github.com/ctralie/DREiMac Work in progress, but very fast because it uses Jose's sparse circular coordinates: arxiv.org/pdf/1809.09269…
KeplerMapper from Scikit TDA interesting use: Chen et al. TDA Model for the Spread of the Coronavirus. Captures types of growth rates and hot-spots arxiv.org/abs/2008.05989 Diver et al. Sputum Microbiomic Clustering in Asthma and COPD. AstraZeneca-funded onlinelibrary.wiley.com/doi/10.1111/al…
Congratulations Anirudh Som for defending PhD on 'Invariant, Robust And Stable Machine Learning Using Geometry and Topology'. Work at the intersection of TDA Scikit TDA and deep-learning. He is off to SRI Princeton as 'Advanced Computer Scientist'.
If you’re interested in TDA, we’re always looking for help with Scikit TDA! There are lots of interesting things still to implement and Chris and I try to be helpful with new contributions.
Afra and Farhan are on their way to Georgia Tech for PhDs, after a stellar UG career at ASU. Afra as Clare Boothe Luce Fellow and Farhan as Computational Neural Engineering Training Fellow. Their REU work involved TDA applications to health. Scikit TDA ecee.engineering.asu.edu/2020/06/an-adv…
As interest in geometry and topology continues strong, I present a pragmatic assessment of promise and pitfalls for the Geometry and Topology Workshop to be held at R:SS 2021. Robotics: Science and Systems #RSS2021 Scikit TDA Anirudh Som youtu.be/UxLsYF8Evuk
New paper: arxiv.org/abs/2107.05412 and repository: github.com/giotto-ai/giot… We build on the best ideas in the literature for speeding up the computation of Vietoris-Rips barcodes, and provide a Python interface that will feel familiar if you have used Scikit TDA and #giotto_tda.
My #TDA textbook is now open for pre-order from Cambridge University Press. For more information, see cambridge.org/9781108838658, or amazon.com/author/michiex…. For 20% discount (until November 2022), use the code TDAA2021 when ordering directly from Cambridge University Press
Using Mapper from Scikit TDA to analyze · Properties/spread of colorectal tumors. sciencedirect.com/science/articl… · Clusters of COPD patients based on their sensitivity to allergens. erj.ersjournals.com/content/61/1/2… · Progression of motor function in Parkinson's disease. proquest.com/openview/69ee0…