Visualizing high-dimensional data: Advances in the past decade

S Liu, D Maljovec, B Wang, PT Bremer… - IEEE transactions on …, 2016 - ieeexplore.ieee.org
Massive simulations and arrays of sensing devices, in combination with increasing
computing resources, have generated large, complex, high-dimensional datasets used to …

[图书][B] Algorithms and theory of computation handbook, volume 2: special topics and techniques

MJ Atallah, M Blanton - 2009 - books.google.com
This handbook provides an up-to-date compendium of fundamental computer science
topics, techniques, and applications. Along with updating and revising many of the existing …

Theory and algorithms for constructing discrete Morse complexes from grayscale digital images

V Robins, PJ Wood… - IEEE Transactions on …, 2011 - ieeexplore.ieee.org
We present an algorithm for determining the Morse complex of a two or three-dimensional
grayscale digital image. Each cell in the Morse complex corresponds to a topological …

A survey of topology‐based methods in visualization

C Heine, H Leitte, M Hlawitschka… - Computer Graphics …, 2016 - Wiley Online Library
This paper presents the state of the art in the area of topology‐based visualization. It
describes the process and results of an extensive annotation for generating a definition and …

A practical approach to Morse-Smale complex computation: Scalability and generality

A Gyulassy, PT Bremer, B Hamann… - IEEE Transactions on …, 2008 - ieeexplore.ieee.org
The Morse-Smale (MS) complex has proven to be a useful tool in extracting and visualizing
features from scalar-valued data. However, efficient computation of the MS complex for large …

Interactive exploration and analysis of large-scale simulations using topology-based data segmentation

PT Bremer, G Weber, J Tierny… - … on Visualization and …, 2010 - ieeexplore.ieee.org
Large-scale simulations are increasingly being used to study complex scientific and
engineering phenomena. As a result, advanced visualization and data analysis are also …

Skeletonization and partitioning of digital images using discrete morse theory

O Delgado-Friedrichs, V Robins… - IEEE transactions on …, 2014 - ieeexplore.ieee.org
We show how discrete Morse theory provides a rigorous and unifying foundation for defining
skeletons and partitions of grayscale digital images. We model a grayscale image as a …

Efficient computation of persistent homology for cubical data

H Wagner, C Chen, E Vuçini - Topological methods in data analysis and …, 2011 - Springer
In this paper we present an efficient framework for computation of persistent homology of
cubical data in arbitrary dimensions. An existing algorithm using simplicial complexes is …

Felix: A topology based framework for visual exploration of cosmic filaments

N Shivashankar, P Pranav, V Natarajan… - … on Visualization and …, 2015 - ieeexplore.ieee.org
The large-scale structure of the universe is comprised of virialized blob-like clusters, linear
filaments, sheet-like walls and huge near empty three-dimensional voids. Characterizing the …

Visual exploration of high dimensional scalar functions

S Gerber, PT Bremer, V Pascucci… - IEEE transactions on …, 2010 - ieeexplore.ieee.org
An important goal of scientific data analysis is to understand the behavior of a system or
process based on a sample of the system. In many instances it is possible to observe both …