#topologicaldataanalysis search results

With @LaxmiParida16 @SaugataBasu4 & team: Identifying shared symptomatic patterns in #MultiOmics is tough. Our #TopologicalDataAnalysis approach overcomes cycle ambiguity, effectively dissecting data to find higher-order relationships missed by traditional tools. #DataScience

🥳 The @ErcTori team ❤️ @ieeevis! This year we'll be presenting 1 full paper (honorable mention award!) and 1 #TopoInVis paper: arxiv.org/abs/2504.03205 arxiv.org/abs/2508.17995 We'll also run a #TopologyToolKit tutorial on Monday! Join us, won't you? #TopologicalDataAnalysis #viz

This study examines stock market data from major indices across four continents to understand the global and local impacts of extreme events. - hackernoon.com/the-impact-of-… #stockmarket #topologicaldataanalysis

6. La homología persistente permite extraer características robustas (como agujeros o componentes conexas) a distintas escalas de observación. Es clave en análisis de datos de redes, nubes de puntos, bioinformática o aprendizaje automático. #TDA #TopologicalDataAnalysis

We mathematically proved the existence of the curse of dimensionality in persistence diagrams. This work was led primarily by Mr. Enhao Liu. aimsciences.org/article/doi/10… #TopologicalDataAnalysis #Statistics

Topological Data Analysis (TDA) – Unlocking Hidden Patterns with Geometry and Algebra 🔍🤖 open.substack.com/pub/satyamcser… #TopologicalDataAnalysis #PersistentHomology #GeometricLearning #AIResearch #TechTrends #DeepLearning #satmis

📢 New preprint out, with @kneppkatt "Time-optimal persistent homology representatives for univariate time series" arxiv.org/abs/2412.08209 We introduce a novel approach to extract meaningful insights from time-varying data using #TopologicalDataAnalysis. 🧵(1/6)

🤔Some genus defects in your geometry? Quickly fix spurious handles, thanks to our new persistence-optimization solver. The paper:👇 arxiv.org/abs/2407.12399 🍿The talk @ieeevis 2024: youtube.com/live/j1W-7oN5g… #topologicaldataanalysis #datascience #visualization #geometryprocessing

🚨Job Alert! Fabien Vivodtzev and I are thrilled to share that we have an open internship (with Ph.D. thesis follow up) on #TopologicalDataAnalysis with a concrete application in material sciences! If you like data💾, coding⌨️, topology🍩 and visualization🎬, this job is for you!

🤔 Changing the genus of a surface is now easy with our new persistence-optimization solver. The paper:👇 arxiv.org/abs/2407.12399 🍿The talk @ieeevis 2024: youtube.com/live/j1W-7oN5g… #topologicaldataanalysis #datascience #visualization #geometryprocessing

🤔The topological simplification of the cosmic web via persistence-optimization is now practical on real-life astrophysics datasets! The paper:👇 arxiv.org/abs/2407.12399 🍿The talk @ieeevis 2024: youtube.com/live/j1W-7oN5g… #topologicaldataanalysis #datascience #visualization

🤔The cancellation of spurious loops in vascular networks via persistence-optimization is now practical for real-life datasets! The paper:👇 arxiv.org/abs/2407.12399 🍿The talk @ieeevis 2024: youtube.com/live/j1W-7oN5g… #topologicaldataanalysis #datascience #visualization

🤔Our persistence-optimization solver for data simplification leverages a warm start for fast persistence updates! (purple vertices, center views) The paper:👇 arxiv.org/abs/2407.12399 🍿The talk @ieeevis 2024: youtube.com/live/j1W-7oN5g… #topologicaldataanalysis #datascience

Check out our novel persistence-optimization solver for data simplification, achieving practical running times for real-life datasets! The paper: 👇 arxiv.org/abs/2407.12399 🍿 The talk @ieeevis 2024: youtube.com/live/j1W-7oN5g… #topologicaldataanalysis #datascience #visualization

🥳 The @ErcTori team ❤️ @ieeevis! This year we'll be presenting 1 full paper (honorable mention award!) and 1 #TopoInVis paper: arxiv.org/abs/2504.03205 arxiv.org/abs/2508.17995 We'll also run a #TopologyToolKit tutorial on Monday! Join us, won't you? #TopologicalDataAnalysis #viz

#TopologicalDataAnalysis shows how #GeneExpression shaped the form & function of flowering #plants over 125 million years of #evolution, providing a novel way to explore complex biological data. #dataviz @bob_vanburen &co in #PLOSBiology plos.io/4actz9N

This study combines #ParticleSimulations & #TopologicalDataAnalysis (TDA) to deduce the complex multiscale geometry and topology of the 3-D structure of soft particulate gels. @emanueladelgado @Georgetown @GUPhysics @UWMadison @argonne Read: go.acs.org/b7e

Read #NewPaper: "Topological Data Analysis for Multivariate Time Series Data" by Anass B. El-Yaagoubi, Moo K. Chung and Hernando Ombao. See more details at: mdpi.com/1099-4300/25/1… #topologicaldataanalysis #persistencediagram #multivariatetimeseries analysis

A survey examining how topological data analysis (TDA) is revolutionizing smart manufacturing in the context of Industry 4.0. #TopologicalDataAnalysis #SmartManufacturing #MaterialScience

@ml4onco welcomes Iryna Hartsock, a Postdoctoral Fellow in @Gxrasool lab who started on 8-28-23. Iryna was born in Ukraine. In 2018 she moved to the USA to pursue her doctoral degree. Iryna graduated with her PhD in Mathematics from @USFHealth. Welcome! #TopologicalDataAnalysis

In this week’s cover issue: Scientists from @Georgetown @GUPhysics @UWMadison @UWMadCBE @argonne combine #ParticleSimulations and #TopologicalDataAnalysis (TDA) to characterize the complex multiscale structure of #Softgels. @emanueladelgado Read: go.acs.org/bub

📢Quick announcement! The paper abstract deadline for the🍩#TopoInVis Workshop🍺is around the corner! Submit your paper and join us at @ieeevis in Melbourne🇦🇺(topoinvis.org) #TopologicalDataAnalysis #Visualization

🚨Job Alert! Fabien Vivodtzev and I are thrilled to share that we have an open internship (with Ph.D. thesis follow up) on #TopologicalDataAnalysis with a concrete application in material sciences! If you like data💾, coding⌨️, topology🍩 and visualization🎬, this job is for you!

Topological Data Analysis (TDA) – Unlocking Hidden Patterns with Geometry and Algebra 🔍🤖 open.substack.com/pub/satyamcser… #TopologicalDataAnalysis #PersistentHomology #GeometricLearning #AIResearch #TechTrends #DeepLearning #satmis

Read #NewPaper: "Cluster Persistence for Weighted Graphs" by Omer Bobrowski and Primoz Skraba. See more details at: mdpi.com/1099-4300/25/1… #topologicaldataanalysis #universality #clustering

🤔 Wasserstein dictionaries of #PersistenceDiagrams can efficiently encode a set of diagrams by optimizing linear combinations of geodesics on the Wasserstein metric space. More details in our latest @ieee_tvcg paper👇 arxiv.org/abs/2304.14852 #TopologicalDataAnalysis #datascience

Check out the new #TopologyToolKit Example Website! Dozens of #TopologicalDataAnalysis pipelines. 🧑‍🎓Today, learn how to reduce the dimensionality of high-dimensional data while preserving its persistent clusters in just 5 lines of #Python 👇 topology-tool-kit.github.io/examples/topoM… #DataScience

🤔An auto-encoder can be viewed as a combination of linear transformations, interleaved with non-linearities. We introduce a similar mechanism... for #Persistence Diagrams! More details in our latest @ieee_tvcg paper👇 arxiv.org/abs/2307.02509 #TopologicalDataAnalysis #datascience

🤔Auto-encoders (right) generalize PCA (left) and can reliably parameterize non-linear structures. We introduce a similar mechanism... for #Persistence Diagrams! More details in our latest @ieee_tvcg paper👇 arxiv.org/abs/2307.02509 #TopologicalDataAnalysis #datascience

🤔 Changing the genus of a surface is now easy with our new persistence-optimization solver. The paper:👇 arxiv.org/abs/2407.12399 🍿The talk @ieeevis 2024: youtube.com/live/j1W-7oN5g… #topologicaldataanalysis #datascience #visualization #geometryprocessing

🤔Wasserstein auto-encoders of #MergeTrees can reliably parameterize collections of merge trees, with applications in #DimensionalityReduction or compression. More details in our latest @ieee_tvcg paper👇 arxiv.org/abs/2307.02509 #TopologicalDataAnalysis #datascience

Check out our novel persistence-optimization solver for data simplification, achieving practical running times for real-life datasets! The paper: 👇 arxiv.org/abs/2407.12399 🍿 The talk @ieeevis 2024: youtube.com/live/j1W-7oN5g… #topologicaldataanalysis #datascience #visualization

🤔Our persistence-optimization solver for data simplification leverages a warm start for fast persistence updates! (purple vertices, center views) The paper:👇 arxiv.org/abs/2407.12399 🍿The talk @ieeevis 2024: youtube.com/live/j1W-7oN5g… #topologicaldataanalysis #datascience