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Afra Zomorodian

dblp:08/1955 · DBLP profile ↗
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23ranked-venue papers
8as first author
0since 2021 · last 2010
—ORCID · none

Domains — the database's venue-derived domains; a paper can count in several

Graphics, computer vision, multimedia, augmented reality and games · 12 · 5 first-authorTheory of computation · 7 · 3 first-authorApplied, interdisciplinary, general and emerging computing · 3Artificial intelligence and machine learning · 1

Expertise — from the expertise taxonomy: the topics of the expert's papers under the CCF categories. A weight counts papers with recency: 1 for a paper about the topic, 0.3 when the topic is its context, halved every five years.

Theoretical computer science
7 papers
Computational geometry · 100%
Interdisciplinary, comprehensive, and emerging computing
1 paper
Computational science and engineering · 62% Bioinformatics and computational biology · 38%
Artificial intelligence
1 paper
Representation and self-supervised learning · 100%
Computer graphics and multimedia
1 paper
Image and video processing · 100%

Topics — the 14 heaviest of 16, each with the papers that count most for it

TopicWeightPapersLastEvidence papers
Computational geometry
topological data analysis
0.352010
The tidy set: a minimal simplicial set for computing homology of clique complexes · SCG 2010
The theory of multidimensional persistence · SCG 2007
Computing persistent homology · SCG 2004
Computational geometry › topological data analysis
homology computation
0.112010
The tidy set: a minimal simplicial set for computing homology of clique complexes · SCG 2010
Machine learning › Representation and self-supervised learning › representation learning › dimensionality reduction
manifold learning
0.112008
On the Local Behavior of Spaces of Natural Images · Int. J. Comput. Vis. 2008
Image and video processing › image statistics › statistical image modeling
natural image statistics
0.112008
On the Local Behavior of Spaces of Natural Images · Int. J. Comput. Vis. 2008
Computational geometry › topological data analysis
persistent homology
0.122004
Computing persistent homology · SCG 2004
Topological Persistence and Simplification · FOCS 2000
Computational science and engineering › computational chemistry › molecular simulation
molecular dynamics
0.112007
Persistent voids: a new structural metric for membrane fusion · Bioinform. 2007
Computational geometry › topological data analysis › persistent homology
multiparameter persistence
0.112007
The theory of multidimensional persistence · SCG 2007
Computational geometry › computational topology
topological simplification
0.022001
Topological Persistence and Simplification · FOCS 2000
Hierarchical morse complexes for piecewise linear 2-manifolds · SCG 2001
Computational geometry › topological data analysis
vietoris-rips complex
0.012010
The tidy set: a minimal simplicial set for computing homology of clique complexes · SCG 2010
Computational geometry › topological data analysis
filtration
0.012000
Topological Persistence and Simplification · FOCS 2000
Computational geometry
geometric intersection
0.012000
Fast software for box intersections · SCG 2000
Bioinformatics and computational biology
structural bioinformatics
0.012007
Persistent voids: a new structural metric for membrane fusion · Bioinform. 2007
Bioinformatics and computational biology
topological data analysis
0.012007
Persistent voids: a new structural metric for membrane fusion · Bioinform. 2007
Computational geometry › topological data analysis
persistence
0.012001
Hierarchical morse complexes for piecewise linear 2-manifolds · SCG 2001

Methods — techniques the papers use, named apart from their topics

topological data analysis · 0.2manifold learning · 0.2persistent voids · 0.1molecular dynamics · 0.1algebraic invariant theory · 0.1algebraic classification · 0.0persistence · 0.0critical point cancellation · 0.0persistence algorithm · 0.0hybrid algorithm · 0.0divide-and-conquer · 0.0
YearPublicationVenuePosition
2010 The tidy set: a minimal simplicial set for computing homology of clique complexes
abstract
We introduce the tidy set, a minimal simplicial set that captures the topology of a simplicial complex. The tidy set is particularly effective for computing the homology of clique complexes. This family of complexes include the Vietoris-Rips complex and the weak witness complex, methods that are popular in topological data analysis. The key feature of our approach is that it skips constructing the clique complex. We give algorithms for constructing tidy sets, implement them, and present experiments. Our preliminary results show that tidy sets are orders of magnitude smaller than clique complexes, giving us a homology engine with small memory requirements.
Afra Zomorodian
SCG1
2010 Fast construction of the Vietoris-Rips complex
Afra Zomorodian
Comput. Graph.1
2010 Guest Editors' foreword
Carola Wenk, Afra Zomorodian
Comput. Geom.2
2009 Computing Multidimensional Persistence
Gunnar E. Carlsson, Afra Zomorodian
ISAAC3
2009 The Theory of Multidimensional Persistence
Gunnar E. Carlsson, Afra Zomorodian
Discret. Comput. Geom.2
2008 Localized homology
Afra Zomorodian, Gunnar E. Carlsson
Comput. Geom.1
2008 On the Local Behavior of Spaces of Natural Images
Gunnar E. Carlsson, Tigran Ishkhanov, Vin de Silva, Afra Zomorodian
Int. J. Comput. Vis.4
2008 Colon polyp detection using smoothed shape operators: Preliminary results
Padma Sundaram, Afra Zomorodian, Christopher F. Beaulieu, Sandy Napel
Medical Image Anal.2
2007 The theory of multidimensional persistence
abstract
Persistent homology captures the topology of a filtration - a one-parameter family of increasing spaces - in terms of a complete discrete invariant. This invariant is a multiset of intervals that denote the lifetimes of the topological entities within the filtration. In many applications of topology, we need to study a multifiltration: a family of spaces parameterized along multiple geometric dimensions. In this paper, we show that no similar complete discrete invariant exists for multidimensional persistence. Instead, we propose the rank invariant, a discrete invariant for the robust estimation of Betti numbers in a multifiltration, and prove its completeness in one dimension.
Gunnar E. Carlsson, Afra Zomorodian
SCG2
2007 Localized Homology
abstract
In this paper, we provide the theoretical foundation and an effective algorithm for localizing topological attributes such as tunnels and voids. Unlike previous work that focused on 2-manifolds with restricted geometry, our theory is general and localizes arbitrary-dimensional attributes in arbitrary spaces. We implement our algorithm and present experiments to validate our approach in practice.
Afra Zomorodian, Gunnar E. Carlsson
Shape Modeling International1
2007 Persistent voids: a new structural metric for membrane fusion
abstract
MOTIVATION: Membrane fusion constitutes a key stage in cellular processes such as synaptic neurotransmission and infection by enveloped viruses. Current experimental assays for fusion have thus far been unable to resolve early fusion events in fine structural detail. We have previously used molecular dynamics simulations to develop mechanistic models of fusion by small lipid vesicles. Here, we introduce a novel structural measurement of vesicle topology and fusion geometry: persistent voids. RESULTS: Persistent voids calculations enable systematic measurement of structural changes in vesicle fusion by assessing fusion stalk widths. They also constitute a generally applicable technique for assessing lipid topological change. We use persistent voids to compute dynamic relationships between hemifusion neck widening and formation of a full fusion pore in our simulation data. We predict that a tightly coordinated process of hemifusion neck expansion and pore formation is responsible for the rapid vesicle fusion mechanism, while isolated enlargement of the hemifusion diaphragm leads to the formation of a metastable hemifused intermediate. These findings suggest that rapid fusion between small vesicles proceeds via a small hemifusion diaphragm rather than a fully expanded one. AVAILABILITY: Software available upon request pending public release. SUPPLEMENTARY INFORMATION: Supplementary data are available on Bioinformatics online.
Peter M. Kasson, Afra Zomorodian, Nina Singhal, Leonidas J. Guibas, Vijay S. Pande
Bioinform.2
2006 Geometric filtering of pairwise atomic interactions applied to the design of efficient statistical potentials
Afra Zomorodian, Leonidas J. Guibas, Patrice Koehl
Comput. Aided Geom. Des.1
2006 The conformal alpha shape filtration
Joachim Giesen, Frédéric Cazals, Mark Pauly, Afra Zomorodian
Vis. Comput.4
2005 Computing Persistent Homology
Afra Zomorodian, Gunnar E. Carlsson
Discret. Comput. Geom.1
2004 Computing persistent homology
abstract
We study the homology of a filtered d-dimensional simplicial complex K as a single algebraic entity and establish a correspondence that provides a simple description over fields. Our analysis enables us to derive a natural algorithm for computing persistent homology over an arbitrary field in any dimension. Our study also implies the lack of a simple classification over non-fields. Instead, we give an algorithm for computing individual persistent homology groups over an arbitrary PIDs in any dimension.
Afra Zomorodian, Gunnar E. Carlsson
SCG1
2004 Persistence Barcodes for Shapes
Gunnar E. Carlsson, Afra Zomorodian, Anne D. Collins, Leonidas J. Guibas
Symposium on Geometry Processing2
2004 A barcode shape descriptor for curve point cloud data
Anne D. Collins, Afra Zomorodian, Gunnar E. Carlsson, Leonidas J. Guibas
Comput. Graph.2
2003 Hierarchical Morse - Smale Complexes for Piecewise Linear 2-Manifolds
Herbert Edelsbrunner, John Harer, Afra Zomorodian
Discret. Comput. Geom.3
2002 Topological Persistence and Simplification
Herbert Edelsbrunner, David Letscher, Afra Zomorodian
Discret. Comput. Geom.3
2001 Hierarchical morse complexes for piecewise linear 2-manifolds
abstract
We present algorithms for constructing a hierarchy of increasingly coa rse Morse complexes that decompose a piecewise linear 2-manifold. While Morse complexes are defined only in the smooth category, we extend the construction to the piecewise linear category by ensuring structural integrity and simulating differentiability. We then simplify Morse complexes by cancelling pairs of critical points in order of increasing persistence.
Herbert Edelsbrunner, John Harer, Afra Zomorodian
SCG3
2001 Computing Linking Numbers of a Filtration
Herbert Edelsbrunner, Afra Zomorodian
WABI2
2000 Fast software for box intersections
abstract
We present a fast implementation of a hybrid algorithm for reporting box and cube intersections.Our algorithm initially takes a divide-and-conquer approach and switches to simpler algorithms for low numbers of boxes.We use our implementations as engines to solve problems about geometric primitives.We look at two such problems in the category of quality analysis of surface triangulations.
Afra Zomorodian, Herbert Edelsbrunner
SCG1
2000 Topological Persistence and Simplification
abstract
We formalize a notion of topological simplification within the framework of a filtration, which is the history of a growing complex. We classify a topological change that happens during growth as either a feature or noise, depending on its life-time or persistence within the filtration. We give fast algorithms for completing persistence and experimental evidence for their speed and utility.
Herbert Edelsbrunner, David Letscher, Afra Zomorodian
FOCS3