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[LIBRO][B] Topological data analysis for genomics and evolution: topology in biology
R Rabadán, AJ Blumberg - 2019 - books.google.com
Biology has entered the age of Big Data. The technical revolution has transformed the field,
and extracting meaningful information from large biological data sets is now a central …
and extracting meaningful information from large biological data sets is now a central …
Benchmarking r packages for calculation of persistent homology
EV Somasundaram, SE Brown, A Litzler… - The R …, 2021 - pmc.ncbi.nlm.nih.gov
Several persistent homology software libraries have been implemented in R. Specifically,
the Dionysus, GUDHI, and Ripser libraries have been wrapped by the TDA and TDAstats …
the Dionysus, GUDHI, and Ripser libraries have been wrapped by the TDA and TDAstats …
Goodness-of-fit tests for spatial point processes: A review
In this review, the state-of-the-art for goodness-of-fit testing for spatial point processes is
summarized. Test statistics based on classical functional summary statistics and recent …
summarized. Test statistics based on classical functional summary statistics and recent …
A topological approach for capturing high-order interactions in graph data with applications to anomaly detection in time-varying cryptocurrency transaction graphs
U Islambekov, H Pathirana, O Khormali… - Foundations of Data …, 2024 - aimsciences.org
Time-varying graphs are increasingly common in financial, social and biological data
analysis applications. Feature extraction that efficiently encodes the complex structure of …
analysis applications. Feature extraction that efficiently encodes the complex structure of …
[PDF][PDF] Persistent entropy: a scale-invariant topological statistic for analyzing cell arrangements
In this work, we develop a method for detecting differences in the topological distribution of
cells forming epithelial tissues. In particular, we extract topological information from their …
cells forming epithelial tissues. In particular, we extract topological information from their …
Tuning the performance of a computational persistent homology package
In recent years, persistent homology has become an attractive method for data analysis. It
captures topological features, such as connected components, holes, and voids, from point …
captures topological features, such as connected components, holes, and voids, from point …
Linguistics from a topological viewpoint
R Dong - arxiv preprint arxiv:2403.15440, 2024 - arxiv.org
Typological databases in linguistics are usually categorical-valued. As a result, it is difficult
to have a clear visualization of the data. In this paper, we describe a workflow to analyze the …
to have a clear visualization of the data. In this paper, we describe a workflow to analyze the …
Vector summaries of persistence diagrams for permutation-based hypothesis testing
U Islambekov, H Pathirana - arxiv preprint arxiv:2306.06257, 2023 - arxiv.org
Over the past decade, the techniques of topological data analysis (TDA) have grown into
prominence to describe the shape of data. In recent years, there has been increasing …
prominence to describe the shape of data. In recent years, there has been increasing …
TDAvec: Computing Vector Summaries of Persistence Diagrams for Topological Data Analysis in R and Python
A Luchinsky, U Islambekov - arxiv preprint arxiv:2411.17340, 2024 - arxiv.org
Persistent homology is a widely-used tool in topological data analysis (TDA) for
understanding the underlying shape of complex data. By constructing a filtration of simplicial …
understanding the underlying shape of complex data. By constructing a filtration of simplicial …
Generating high dimensional test data for topological data analysis
Abstract Topological Data Analysis (TDA) characterizes data based on topological invariants
present in the data. In general, TDA treats the data as a discrete sampling of an underlying …
present in the data. In general, TDA treats the data as a discrete sampling of an underlying …