Elizabeth Munch

Work

Michigan State University
|

Associate Professor

US

Michigan State University
|

Assistant Professor

US

University at Albany
|

Assistant Professor

US

University of Minnesota
|

Postdoctoral Fellow

US

Duke University
|

Visiting Assistant Professor

US

Education

Duke University
United States of America

PhD Mathematics

Duke University
United States of America

MA Mathematics

University of Rochester
United States of America

BS Mathematics

University of Rochester Eastman School of Music
United States of America

BM Harp Performance

Publications

Approximating Continuous Functions on Persistence Diagrams Using Template Functions

Summary

journal-article

Intrinsic Interleaving Distance for Merge Trees

Summary

journal-article

Probabilistic Convergence and Stability of Random Mapper Graphs

Summary

journal-article

Computing Wasserstein Distance for Persistence Diagrams on a Quantum Computer

Summary

journal-article

An Invitation to the Euler Characteristic Transform

Published by

The American Mathematical Monthly

Summary

journal-article

Teaspoon: A Python Package for Topological Signal Processing

Published by

Journal of Open Source Software

Summary

journal-article

Bounding the Interleaving Distance for Mapper Graphs with a Loss Function

Published by

Journal of Applied and Computational Topology

Summary

journal-article

Allometry and volumes in a nutshell: Analyzing walnut morphology using three‐dimensional X‐ray computed tomography

Published by

The Plant Phenome Journal

Summary

journal-article

ceREEBerus: Reeb Graph Computations in Python

Summary

other

Realizable piecewise linear paths of persistence diagrams with Reeb graphs

Published by

Computing in Geometry and Topology

Summary

journal-article

Realizable Piecewise Linear Paths of Persistence Diagrams with Reeb Graphs

Published by

Computing in Geometry and Topology

Summary

journal-article

ect: Euler Characteristic Transform in python

Summary

other

teaspoon: A Topological Signal Processing Python Package

Summary

other

Allometry and volumes in a nutshell: Analyzing walnut morphology using three-dimensional X-ray computed tomography

Published by

The Plant Phenome Journal

Summary

journal-article

Allometry and volumes in a nutshell: Analyzing walnut morphology using three‐dimensional X‐ray computed tomography

Published by

The Plant Phenome Journal

Summary

journal-article

Expression-based machine learning models for predicting plant tissue identity

Published by

To appear: Applications in Plant Sciences

Summary

journal-article

A Distance for Geometric Graphs via the Labeled Merge Tree Interleaving Distance

Summary

journal-article

A topological framework for identifying phenomenological bifurcations in stochastic dynamical systems

Published by

Nonlinear Dynamics

Summary

journal-article

Robust crossings detection in noisy signals using topological signal processing

Published by

Foundations of Data Science

Summary

journal-article

NervePool: A Simplicial Pooling Layer

Summary

journal-article

Neurospectrum: A Geometric and Topological Deep Learning Framework for Uncovering Spatiotemporal Signatures in Neural Activity

Summary

preprint

Capturing Spatiotemporal Signaling Patterns in Cellular Data with Geometric Scattering Trajectory Homology

Summary

journal-article

Persistent homology of coarse-grained state-space networks

Published by

Physical Review E

Summary

journal-article

Persistent homology of coarse-grained state-space networks

Published by

Phys. Rev. E

Summary

journal-article

Persistence of Weighted Ordinal Partition Networks for Dynamic State Detection

Published by

SIAM Journal on Applied Dynamical Systems

Summary

journal-article

Distances Between Immersed Graphs: Metric Properties

Published by

La Matematica

Summary

journal-article

Distances Between Immersed Graphs: Metric Properties

Published by

La Mathematica

Summary

journal-article

An Invitation to the Euler Characteristic Transform

Published by

To appear: MAA Monthly

Summary

journal-article

Topological data analysis reveals a core gene expression backbone that defines form and function across flowering plants

Published by

PLOS Biology

Summary

journal-article

The shape and volume of air, kernels and cracks, in a nutshell

Summary

preprint

Persistence of Weighted Ordinal Partition Networks for Dynamic State Detection

Published by

SIAM Journal on Applied Dynamical Systems

Summary

journal-article

Comparing Embedded Graphs Using Average Branching Distance

Published by

Involve, a Journal of Mathematics

Summary

journal-article

The shape of aroma: Measuring and modeling citrus oil gland distribution

Published by

PLANTS, PEOPLE, PLANET

Summary

journal-article

Comparing Embedded Graphs Using Average Branching Distance

Published by

To appear in: Involve, a Journal of Mathematics

Summary

journal-article

Approximating Continuous Functions on Persistence Diagrams Using Template Functions

Published by

Foundations of Computational Mathematics

Summary

journal-article

Approximating Continuous Functions on Persistence Diagrams Using Template Functions

Published by

Foundations of Computational Mathematics

Summary

journal-article

Detecting bifurcations in dynamical systems with CROCKER plots

Published by

To appear, CHAOS

Summary

journal-article

Detecting bifurcations in dynamical systems with CROCKER plots

Published by

Chaos: An Interdisciplinary Journal of Nonlinear Science

Summary

journal-article

Persistent Homology of Coarse Grained State Space Networks

Summary

journal-article

Temporal Network Analysis Using Zigzag Persistence

Summary

journal-article

The shape of aroma: measuring and modeling citrus oil gland distribution

Published by

To appear, Plants, People, Planet

Summary

preprint

The shape of aroma: measuring and modeling citrus oil gland distribution

Published by

To appear, Plants, People, Planet

Summary

journal-article

A Case Study on Identifying Bifurcation and Chaos with CROCKER Plots

Published by

Proceedings of TDA at SDM (SIAM Data Mining)

Summary

conference-paper

Persistence of weighted ordinal partition networks for dynamic state detection

Published by

Accepted to SIAM Journal on Applied Dynamical Systems (SIADS)

Summary

journal-article

Pathways to a Career Outside of the Academic Silo

Published by

AMS Notices

Summary

journal-article

The shape of aroma: X-ray CT scans of citrus fruits, their separate tissues, and their individual oil glands

Summary

other

A quality measure for Reeb graph drawings

Published by

EuroCG

Summary

conference-paper

Reeb Graph Metrics from the Ground Up

Summary

journal-article

X-Ray CT scans of barley panicles and their individual seeds from the Composite Cross II experiment

Summary

other

Distances Between Immersed Graphs: Metric Properties

Summary

journal-article

Probabilistic convergence and stability of random mapper graphs

Published by

Journal of Applied and Computational Topology

Summary

journal-article

A Family of Metrics from the Truncated Smoothing of Reeb Graphs

Published by

37th International Symposium on Computational Geometry (SoCG 2021)

Summary

conference-paper

Quantifying barley morphology using the Euler Characteristic Transform

Summary

other

Measuring hidden phenotype: Quantifying the shape of barley seeds using the Euler Characteristic Transform

Summary

preprint

Measuring hidden phenotype: Quantifying the shape of barley seeds using the Euler Characteristic Transform

Published by

in silico Plants

Summary

journal-article

Generating new architectural designs using topological AI

Published by

The Routledge Companion to Artificial Intelligence in Architecture

Summary

book-chapter

Using persistent homology to quantify a diurnal cycle in hurricanes

Published by

Pattern Recognition Letters

Summary

journal-article

Using Zigzag Persistent Homology to Detect Hopf Bifurcations in Dynamical Systems

Published by

Algorithms

Summary

journal-article

Using Zigzag Persistent Homology to Detect Hopf Bifurcations in Dynamical Systems

Published by

Algorithms

Summary

journal-article

Using zigzag persistent homology to detect hopf bifurcations in dynamical systems

Published by

Algorithms

Summary

journal-article

Evolutionary homology on coupled dynamical systems with applications to protein flexibility analysis

Published by

Journal of Applied and Computational Topology

Summary

journal-article

The shape of things to come: Topological data analysis and biology, from molecules to organisms

Published by

Developmental Dynamics

Summary

journal-article

The shape of things to come: Topological data analysis and biology, from molecules to organisms

Published by

Developmental Dynamics

Summary

journal-article

Using persistent homology to quantify a diurnal cycle in hurricanes

Published by

Pattern Recognition Letters

Summary

journal-article

Using persistent homology to quantify a diurnal cycle in hurricanes

Published by

Pattern Recognition Letters

Summary

journal-article

Teaspoon: A comprehensive python package for topological signal processing

Published by

Topological Data Analysis and Beyond Workshop at NeurIPS 2020

Summary

conference-paper

A Structural average of labeled merge trees for uncertainty visualization

Published by

IEEE Transactions on Visualization and Computer Graphics

Summary

journal-article

Adaptive partitioning for template functions on persistence diagrams

Published by

Proceedings - 18th IEEE International Conference on Machine Learning and Applications, ICMLA 2019

Summary

conference-paper

Chatter Diagnosis in Milling Using Supervised Learning and Topological Features Vector

Published by

2019 18th IEEE International Conference On Machine Learning And Applications (ICMLA)

Summary

journal-article

Chatter diagnosis in milling using supervised learning and topological features vector

Published by

Proceedings - 18th IEEE International Conference on Machine Learning and Applications, ICMLA 2019

Summary

conference-paper

The $\ell^∞$-Cophenetic Metric for Phylogenetic Trees As an Interleaving Distance

Published by

Research in Data Science

Summary

book-chapter

The ℓ <sup>∞</sup>-Cophenetic Metric for Phylogenetic Trees As an Interleaving Distance

Published by

Association for Women in Mathematics Series

Summary

book-chapter

Topological Mapper for 3D Volumetric Images

Published by

ISMM 2019: Mathematical Morphology and Its Applications to Signal and Image Processing

Summary

conference-paper

Topological mapper for 3d volumetric images

Published by

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Summary

book

Adaptive Partitioning for Template Functions on Persistence Diagrams

Published by

2019 18th IEEE International Conference On Machine Learning And Applications (ICMLA)

Summary

journal-article

A Structural Average of Labeled Merge Trees for Uncertainty Visualization

Published by

IEEE Transactions on Visualization and Computer Graphics

Summary

journal-article

CT Scan of Barley (Hordeum vulgare L.)

Summary

journal-article

Persistent homology of complex networks for dynamic state detection

Published by

Physical Review E

Summary

journal-article

Persistent Homology of Complex Networks for Dynamic State Detection

Published by

Physical Review E

Summary

journal-article

Isolating phyllotactic patterns embedded in the secondary growth of sweet cherry (Prunus avium L.) using magnetic resonance imaging

Published by

Plant Methods

Summary

journal-article

Isolating phyllotactic patterns embedded in the secondary growth of sweet cherry (Prunus avium L.) using magnetic resonance imaging

Published by

Plant Methods

Summary

journal-article

Topological data analysis for true step detection in periodic piecewise constant signals

Published by

Proceedings of the Royal Society A: Mathematical, Physical and Engineering Science

Summary

journal-article

MRI Scan of Sweet Cherry (Prunus avium L.)

Summary

data-set

Theory of interleavings on categories with a flow

Published by

Theory and Applications of Categories

Summary

journal-article

Evolutionary homology on coupled dynamical systems

Summary

journal-article

Chatter Classification in Turning using Machine Learning and Topological Data Analysis

Published by

IFAC-PapersOnLine

Summary

journal-article

Chatter Classification in Turning Using Machine Learning and Topological Data Analysis

Published by

14th IFAC Workshop on Time Delay Systems TDS 2018: Budapest, Hungary, 28–30 June 2018

Summary

conference-paper

Topological data analysis for true step detection in periodic piecewise constant signals

Published by

Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences

Summary

journal-article

A User's Guide to Topological Data Analysis

Published by

Journal of Learning Analytics

Summary

journal-article

Utilizing Topological Data Analysis for Studying Signals of Time-Delay Systems

Published by

Time Delay Systems: Theory, Numerics, Applications, and Experiments

Summary

book-chapter

Convergence between Categorical Representations of Reeb Space and Mapper

Published by

Schloss Dagstuhl - Leibniz-Zentrum fuer Informatik GmbH, Wadern/Saarbruecken, Germany

Summary

journal-article

Convergence between categorical representations of Reeb space and mapper

Published by

Leibniz International Proceedings in Informatics, LIPIcs

Summary

conference-paper

Convergence between Categorical Representations of Reeb Space and Mapper

Published by

32nd International Symposium on Computational Geometry (SoCG 2016)

Summary

journal-article

Categorified Reeb Graphs

Published by

Discrete and Computational Geometry

Summary

journal-article

Categorified Reeb Graphs

Published by

Discrete & Computational Geometry

Summary

journal-article

Chatter detection in turning using persistent homology

Published by

Mechanical Systems and Signal Processing

Summary

journal-article

Chatter detection in turning using persistent homology

Published by

Mechanical Systems and Signal Processing

Summary

journal-article

Topological and statistical behavior classifiers for tracking applications

Published by

IEEE Transactions on Aerospace and Electronic Systems

Summary

journal-article

Topological and statistical behavior classifiers for tracking applications

Published by

IEEE Transactions on Aerospace and Electronic Systems

Summary

journal-article

Strong Equivalence of the Interleaving and Functional Distortion Metrics for Reeb Graphs

Published by

Leibniz International Proceedings in Informatics, LIPIcs

Summary

conference-paper

Feature-aided multiple hypothesis tracking using topological and statistical behavior classifiers

Published by

Proc. SPIE

Summary

conference-paper

Feature-aided multiple hypothesis tracking using topological and statistical behavior classifiers

Published by

Proceedings of SPIE - The International Society for Optical Engineering

Summary

conference-paper

Probabilistic Fréchet means for time varying persistence diagrams

Published by

Electron. J. Statist.

Summary

journal-article

Probabilistic Fréchet means for time varying persistence diagrams

Published by

Electronic Journal of Statistics

Summary

journal-article

Strong Equivalence of the Interleaving and Functional Distortion Metrics for Reeb Graphs

Published by

31st International Symposium on Computational Geometry (SoCG 2015)

Summary

conference-paper

Strong Equivalence of the Interleaving and Functional Distortion Metrics for Reeb Graphs

Published by

Symposium on Computational Geometry (SoCG)

Summary

journal-article

Exploring equilibria in stochastic delay differential equations using persistent homology

Published by

Proceedings of the ASME 2014 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference, August 17-20, 2014, Buffalo, NY, USA

Summary

conference-paper

Exploring equilibria in stochastic delay differential equations using persistent homology

Published by

Proceedings of the ASME Design Engineering Technical Conference

Summary

conference-paper

Stability Determiniation in Turning using Persistent Homology and Time Series Analysis

Published by

Proceedings of the ASME 2014 International Mechanical Engineering Congress & Exposition, Montreal, Canada

Summary

conference-paper

Stability determination in turning using persistent homology and time series analysis

Published by

ASME International Mechanical Engineering Congress and Exposition, Proceedings (IMECE)

Summary

conference-paper

Applications of Persistent Homology to Time Varying Systems

Summary

dissertation-thesis

Failure filtrations for fenced sensor networks

Published by

The International Journal of Robotics Research

Summary

journal-article

Failure filtrations for fenced sensor networks

Published by

International Journal of Robotics Research

Summary

journal-article