Top Tweets for #PersistenceDiagram
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: https://t.co/A7ePcSOnWn
#topologicaldataanalysis
#persistencediagram
#multivariatetimeseries analysis

๐ข Announcement: our lightning fast โก๏ธ approach for #PersistenceDiagram computation has been accepted to @ieee_tvcg!
Available in the #TopologyToolKit!
Details and benchmarks ๐
https://t.co/wXnb9AROOl
#TopologicalDataAnalysis #datascience #visualization #machinelearning #python

๐ขAnnouncement: we have just integrated a new, lightning fast โก๏ธ backend for #PersistenceDiagram computation in the #TopologyToolKit Check it out!
Details and benchmarks there ๐
https://t.co/wXnb9AROOl
#TopologicalDataAnalysis #datascience #visualization #machinelearning #python

The user-controlled error of our fast #PersistenceDiagram approximations can be intuitively visualized with a red band ("uncertain" features) and squares (possible position of "certain" features).
#TopologicalDataAnalysis #Visualization #DataScience #MachineLearning #MathImagery

The user-controlled error of our fast #PersistenceDiagram approximations can be intuitively visualized with a red band ("uncertain" features) and squares (possible position of "certain" features).
#TopologicalDataAnalysis #Visualization #DataScience #MachineLearning #MathImagery

In comparison to the 0th #PersistenceDiagram D, the #MergeTree T provides superior differentiation: a sub-part of the hills have been swapped from fi to fj. D(fi) and D(fj) are equal. T(fi) and T(fj) differ.
#TopologicalDataAnalysis #Visualization #DataScience #MachineLearning

Low amplitude noise in a data set fj translates into low persistence features (white) in the 0th #PersistenceDiagram D(fj). Same for the #MergeTree T(fj)!
#TopologicalDataAnalysis #Visualization #DataScience #MachineLearning #ImageProcessing #MathImagery #MathArt

The 0th #PersistenceDiagram D(fi) encodes the connected components of sub-level sets (vertical bars) of a data set fi. The #MergeTree T(fi) captures more structure by additionally describing the merge history (horizontal bars)
#TopologicalDataAnalysis #Visualization #DataScience

The (Bottleneck) stability of #PersistenceDiagram in 1 image: an additive noise of amplitude E only yields small features (E-distant from the diagonal) and moves salient features by at most E #TopologicalDataAnalysis #Visualization #ImageProcessing #DataScience
#TopologyToolKit

[Special Issue] "Topological Data Analysis"
https://t.co/8SyWxGmT6A
#Persistenthomology
#Persistencemodule
#Persistencediagram
#Multidimensionalpersistenthomology
#Topologicaldataanalysis
#Appliedtopology
#Computationaltopology
#Computationalgeometry
#specialissue
#journal
![Algorithms_MDPI's tweet photo. [Special Issue] "Topological Data Analysis"
https://t.co/8SyWxGmT6A
#Persistenthomology
#Persistencemodule
#Persistencediagram
#Multidimensionalpersistenthomology
#Topologicaldataanalysis
#Appliedtopology
#Computationaltopology
#Computationalgeometry
#specialissue
#journal https://t.co/mMjHojwyza](https://pbs.twimg.com/media/EHpPeMxUwAAMhbx.png)
Last Seen Hashtags on Sotwe
minichatttt
Seen from United Kingdom
minichattt
Seen from United States
pijatwanita
Seen from Singapore
samoa leaks
Seen from Australia
mommy
Seen from France
kontolSMP
Seen from Indonesia
INVINCIBLECDF
Seen from United States
ensest
Seen from Algeria
minichatt video*
Seen from Netherlands
midget()
Seen from France
Most Popular Users

Elon Musk 
@elonmusk
241.4M followers

Barack Obama 
@barackobama
118.8M followers

Cristiano Ronaldo 
@cristiano
114.5M followers

Donald J. Trump 
@realdonaldtrump
111.9M followers

Narendra Modi 
@narendramodi
107.1M followers

Rihanna 
@rihanna
98.7M followers

NASA 
@nasa
92.3M followers

Justin Bieber 
@justinbieber
91.8M followers

KATY PERRY 
@katyperry
90M followers

Taylor Swift 
@taylorswift13
84M followers

Lady Gaga 
@ladygaga
75.5M followers

Virat Kohli 
@imvkohli
73.4M followers

Kim Kardashian 
@kimkardashian
70.8M followers

YouTube 
@youtube
68.7M followers

Neymar Jr 
@neymarjr
66.4M followers

Bill Gates 
@billgates
65.2M followers

Selena Gomez 
@selenagomez
63.1M followers

The Ellen Show
@theellenshow
62.2M followers

CNN 
@cnn
61.7M followers

X 
@x
60.7M followers



