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1507.06217
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Persistence Images: A Stable Vector Representation of Persistent Homology
Journal of machine learning research (JMLR), 2015
22 July 2015
Henry Adams
Sofya Chepushtanova
Tegan H. Emerson
Eric M. Hanson
Michael Kirby
Francis C. Motta
R. Neville
C. Peterson
Patrick D. Shipman
Lori Ziegelmeier
Re-assign community
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Papers citing
"Persistence Images: A Stable Vector Representation of Persistent Homology"
50 / 239 papers shown
Do Neural Networks Trained with Topological Features Learn Different Internal Representations?
Sarah McGuire
Shane Jackson
Tegan H. Emerson
Henry Kvinge
154
5
0
14 Nov 2022
ToDD: Topological Compound Fingerprinting in Computer-Aided Drug Discovery
bioRxiv (bioRxiv), 2022
Andac Demir
Baris Coskunuzer
I. Segovia-Dominguez
Yuzhou Chen
Yulia R. Gel
B. Kiziltan
205
20
0
07 Nov 2022
Reliable Malware Analysis and Detection using Topology Data Analysis
L. Tidjon
Foutse Khomh
153
4
0
03 Nov 2022
k
k
k
-Means Clustering for Persistent Homology
Advances in Data Analysis and Classification (ADAC), 2022
Yueqi Cao
P. Leung
Anthea Monod
272
7
0
18 Oct 2022
A Multi-scale Graph Signature for Persistence Diagrams based on Return Probabilities of Random Walks
Chau Pham
Trung D. Q. Dang
Peter Chin
230
1
0
28 Sep 2022
A novel approach for wafer defect pattern classification based on topological data analysis
Expert systems with applications (ESWA), 2022
Seung-Geun Ko
Dowan Koo
88
18
0
19 Sep 2022
Dialogue Term Extraction using Transfer Learning and Topological Data Analysis
SIGDIAL Conferences (SIGDIAL), 2022
Renato Vukovic
Michael Heck
Benjamin Matthias Ruppik
Carel van Niekerk
Marcus Zibrowius
Milica Gavsić
149
8
0
22 Aug 2022
Convolutional Persistence Transforms
Journal of Applied and Computational Topology (JACT), 2022
Yitzchak Elchanan Solomon
Paul Bendich
147
2
0
03 Aug 2022
Principal Geodesic Analysis of Merge Trees (and Persistence Diagrams)
IEEE Transactions on Visualization and Computer Graphics (TVCG), 2022
Mathieu Pont
Jules Vidal
Julien Tierny
249
13
0
22 Jul 2022
Rethinking Persistent Homology for Visual Recognition
Ekaterina Khramtsova
Guido Zuccon
Xi Wang
Mahsa Baktashmotlagh
144
8
0
09 Jul 2022
The Topological BERT: Transforming Attention into Topology for Natural Language Processing
Ilan Perez
Raphael Reinauer
152
20
0
30 Jun 2022
Persistent homology-based descriptor for machine-learning potential of amorphous structures
Journal of Chemical Physics (JCP), 2022
E. Minamitani
I. Obayashi
Koji Shimizu
S. Watanabe
AI4CE
184
13
0
28 Jun 2022
On the effectiveness of persistent homology
Neural Information Processing Systems (NeurIPS), 2022
Renata Turkevs
Guido Montúfar
N. Otter
379
41
0
21 Jun 2022
Classification of Stochastic Processes with Topological Data Analysis
Concurrency and Computation (CCPE), 2022
Ismail Güzel
A. Kaygun
AI4TS
155
5
0
08 Jun 2022
Topologically Persistent Features-based Object Recognition in Cluttered Indoor Environments
Ekta U. Samani
A. Banerjee
3DPC
78
0
0
16 May 2022
TopoEmbedding, a web tool for the interactive analysis of persistent homology
Xueyi Bao
Guoxi Liu
F. Iuricich
65
0
0
20 Apr 2022
Transfer Learning for Autonomous Chatter Detection in Machining
Journal of Manufacturing Processes (JMP), 2022
Melih C. Yesilli
Firas A. Khasawneh
B. Mann
99
29
0
11 Apr 2022
TopTemp: Parsing Precipitate Structure from Temper Topology
Lara Kassab
Scott Howland
Henry Kvinge
K. Kappagantula
Tegan H. Emerson
53
3
0
01 Apr 2022
Sobolev Transport: A Scalable Metric for Probability Measures with Graph Metrics
International Conference on Artificial Intelligence and Statistics (AISTATS), 2022
Tam Le
Truyen V. Nguyen
Dinh Q. Phung
Viet Anh Nguyen
OT
220
20
0
22 Feb 2022
Statistical and Topological Summaries Aid Disease Detection for Segmented Retinal Vascular Images
John T. Nardini
Charles Pugh
H. Byrne
99
7
0
20 Feb 2022
RipsNet: a general architecture for fast and robust estimation of the persistent homology of point clouds
Thibault de Surrel
Felix Hensel
Mathieu Carrière
Théo Lacombe
Yuichi Ike
Hiroaki Kurihara
Marc Glisse
Frédéric Chazal
3DPC
221
25
0
03 Feb 2022
Topological Classification in a Wasserstein Distance Based Vector Space
Tananun Songdechakraiwut
Bryan M. Krause
M. Banks
K. Nourski
B. V. Veen
147
5
0
02 Feb 2022
Neural Approximation of Graph Topological Features
Neural Information Processing Systems (NeurIPS), 2022
Zuoyu Yan
Tengfei Ma
Liangcai Gao
Zhi Tang
Yusu Wang
Chao Chen
224
18
0
28 Jan 2022
Persistent Homology for Breast Tumor Classification using Mammogram Scans
Aras T. Asaad
Dashti Ali
Taban F. Majeed
R. Rashid
256
15
0
07 Jan 2022
Persformer: A Transformer Architecture for Topological Machine Learning
Raphael Reinauer
Matteo Caorsi
Nicolas Berkouk
206
18
0
30 Dec 2021
Encoding protein dynamic information in graph representation for functional residue identification
Chiang Yuan
Weiwei Hui
Shu-Wei Chang
141
11
0
15 Dec 2021
Nonparametric Topological Layers in Neural Networks
Dongfang Zhao
192
0
0
27 Nov 2021
A Topological Data Analysis Based Classifier
Advances in Data Analysis and Classification (ADAC), 2021
R. Kindelan
José Frías
Mauricio Cerda
N. Hitschfeld-Kahler
160
9
0
09 Nov 2021
Data-driven and Automatic Surface Texture Analysis Using Persistent Homology
Melih C. Yesilli
Firas A. Khasawneh
79
5
0
19 Oct 2021
Trigger Hunting with a Topological Prior for Trojan Detection
Xiaoling Hu
Xiaoyu Lin
Michael Cogswell
Yi Yao
Susmit Jha
Chao Chen
AAML
146
49
0
15 Oct 2021
Quantitative analysis of phase transitions in two-dimensional XY models using persistent homology
Physical Review E (PRE), 2021
Nicholas Sale
Jeffrey Giansiracusa
B. Lucini
159
20
0
22 Sep 2021
A computationally efficient framework for vector representation of persistence diagrams
Kit C. Chan
Umar Islambekov
A. Luchinsky
Rebecca Sanders
110
4
0
16 Sep 2021
A Gradient Sampling Algorithm for Stratified Maps with Applications to Topological Data Analysis
Mathematical programming (Math. Program.), 2021
Jacob Leygonie
Mathieu Carrière
Théo Lacombe
S. Oudot
152
11
0
01 Sep 2021
Functional Data Representation with Merge Trees
M. Pegoraro
P. Secchi
227
7
0
30 Aug 2021
Topological Attention for Time Series Forecasting
Neural Information Processing Systems (NeurIPS), 2021
Sebastian Zeng
Florian Graf
Christoph Hofer
Roland Kwitt
AI4TS
152
35
0
19 Jul 2021
Wasserstein Distances, Geodesics and Barycenters of Merge Trees
IEEE Transactions on Visualization and Computer Graphics (TVCG), 2021
Mathieu Pont
Jules Vidal
J. Delon
Julien Tierny
242
50
0
16 Jul 2021
Improving Metric Dimensionality Reduction with Distributed Topology
Alexander Wagner
Elchanan Solomon
Paul Bendich
149
12
0
14 Jun 2021
Topological Detection of Trojaned Neural Networks
Neural Information Processing Systems (NeurIPS), 2021
Songzhu Zheng
Yikai Zhang
H. Wagner
Mayank Goswami
Chao Chen
AAML
176
46
0
11 Jun 2021
Augmenting Molecular Deep Generative Models with Topological Data Analysis Representations
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2021
Yair Schiff
Vijil Chenthamarakshan
Samuel C. Hoffman
Karthikeyan N. Ramamurthy
Payel Das
MedIm
257
10
0
08 Jun 2021
Topological Anomaly Detection in Dynamic Multilayer Blockchain Networks
Dorcas Ofori-Boateng
I. Segovia-Dominguez
Murat Kantarcioglu
Cüneyt Gürcan Akçora
Yulia R. Gel
206
31
0
03 Jun 2021
Scalar Field Comparison with Topological Descriptors: Properties and Applications for Scientific Visualization
Lin Yan
Talha Bin Masood
Raghavendra Sridharamurthy
Farhan Rasheed
Vijay Natarajan
Ingrid Hotz
Bei Wang
208
84
0
01 Jun 2021
Persistent Homology Captures the Generalization of Neural Networks Without A Validation Set
Asier Gutiérrez-Fandiño
David Pérez-Fernández
Jordi Armengol-Estapé
Marta Villegas
209
3
0
31 May 2021
A Domain-Oblivious Approach for Learning Concise Representations of Filtered Topological Spaces for Clustering
IEEE Transactions on Visualization and Computer Graphics (TVCG), 2021
Yuzhen Qin
Brittany Terese Fasy
C. Wenk
Brian Summa
291
4
0
25 May 2021
TopoTxR: A Topological Biomarker for Predicting Treatment Response in Breast Cancer
Information Processing in Medical Imaging (IPMI), 2021
Fan Wang
S. Kapse
Steven Liu
Prateek Prasanna
Chao Chen
MedIm
119
22
0
13 May 2021
Estimation and Quantization of Expected Persistence Diagrams
International Conference on Machine Learning (ICML), 2021
Vincent Divol
Théo Lacombe
170
11
0
11 May 2021
Z-GCNETs: Time Zigzags at Graph Convolutional Networks for Time Series Forecasting
International Conference on Machine Learning (ICML), 2021
Yuzhou Chen
I. Segovia-Dominguez
Yulia R. Gel
AI4TS
191
183
0
10 May 2021
What are higher-order networks?
SIAM Review (SIAM Rev.), 2021
C. Bick
Elizabeth Gross
Heather A. Harrington
Michael T. Schaub
438
393
0
20 Apr 2021
Smart Vectorizations for Single and Multiparameter Persistence
Baris Coskunuzer
Cüneyt Gürcan Akçora
I. Segovia-Dominguez
Zhiwei Zhen
Murat Kantarcioglu
Yulia R. Gel
119
2
0
10 Apr 2021
Topological Information Retrieval with Dilation-Invariant Bottleneck Comparative Measures
Information and Inference A Journal of the IMA (JIII), 2021
Yueqi Cao
Athanasios Vlontzos
Luca Schmidtke
Bernhard Kainz
Anthea Monod
200
4
0
04 Apr 2021
Persistence Homology of TEDtalk: Do Sentence Embeddings Have a Topological Shape?
Shouman Das
S. A. Haque
Md. Iftekhar Tanveer
92
5
0
25 Mar 2021
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