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Statistical topological data analysis using persistence landscapes

https://doi.org/10.5555/2789272.2789275
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Topological Data Analysis of Financial Time Series: Landscapes of Crashes
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TDAExplore: Quantitative Image Analysis Through Topology-Based Machine Learning
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New Concepts in Financial Forecasting: Network-Based Information, Topological Data Analysis and their Combination
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On the Application of Topological Data Analysis and Machine Learning to Flood Incidents, and Decision Making
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Application of Persistent Homology in Forecasting Realized Volatility
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Application of Persistent Homology in Forecasting Realized Volatility
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Wasserstein Distance and Realized Volatility
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Sparse Portfolio Selection via Topological Data Analysis-Based Clustering
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Complex and High‐Dimensional Inference in Astrostatistics
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Classification of stochastic processes with topological data analysis
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The shape of things to come: Topological data analysis and biology, from molecules to organisms
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Unsupervised space–time clustering using persistent homology
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A Forensic Analysis Framework for Machine Learning Model Poisoning Detection
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An introduction to persistent homology for time series
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Topological Machine Learning with Persistence Indicator Functions
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Topological Data Analysis
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The Persistence Landscape and Some of Its Properties
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Homological Time Series Analysis of Sensor Signals from Power Plants
inferred← citeshttps://doi.org/10.1007/978-3-030-96173-2_9openalex-snapshot
Topological Data Analysis
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Topological Analysis of Seizure-Induced Changes in Brain Hierarchy Through Effective Connectivity
inferred← citeshttps://doi.org/10.1007/978-3-032-37976-4_23openalex-snapshot
PersiSTabNet: Persistence Statistics Tabular Network for Point Cloud Classification
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Research Papers in Statistical Inference for Time Series and Related Models
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Topological feature vectors for chatter detection in turning processes
inferred← citeshttps://doi.org/10.1007/s00200-025-00710-9openalex-snapshot
Reconstruction of univariate functions from directional persistence diagrams
inferred← citeshttps://doi.org/10.1007/s11538-020-00847-3openalex-snapshot
Topological Data Analysis Approaches to Uncovering the Timing of Ring Structure Onset in Filamentous Networks
inferred← citeshttps://doi.org/10.1016/j.aca.2024.342204openalex-snapshot
Automated 2D peak detection in gas chromatography-ion mobility spectrometry through persistent homology
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A differential geometric approach to time series forecasting
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Using topological data analysis and pseudo time series to infer temporal phenotypes from electronic health records
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Parameter investigation of topological data analysis for EEG signals
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Topological inference and correlation of signals with application to electroencephalography in epilepsy
inferred← citeshttps://doi.org/10.1016/j.bspc.2023.105760openalex-snapshot
Topological data analysis assisted automated sleep stage scoring using airflow signals
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Topological feature search method for multichannel EEG: Application in ADHD classification
inferred← citeshttps://doi.org/10.1016/j.cad.2023.103557openalex-snapshot
Adaptive Slicing of Implicit Porous Structure with Topology Guarantee
inferred← citeshttps://doi.org/10.1016/j.cad.2025.103977openalex-snapshot
Topo-GenMeta: Generative design of metamaterials based on diffusion model with attention to topology
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Vectorization of persistence barcode with applications in pattern classification of porous structures
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Learning persistent homology of 3D point clouds
inferred← citeshttps://doi.org/10.1016/j.cag.2022.05.018openalex-snapshot
Connectivity-guaranteed porous synthesis in free form model by persistent homology
inferred← citeshttps://doi.org/10.1016/j.cag.2023.07.022openalex-snapshot
Reasonable thickness determination for implicit porous sheet structure using persistent homology
inferred← citeshttps://doi.org/10.1016/j.cagd.2021.102004openalex-snapshot
Multiscale persistent topological descriptor for porous structure retrieval
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3D shape descriptor design based on HKS and persistent homology with stability analysis
inferred← citeshttps://doi.org/10.1016/j.chaos.2025.116054openalex-snapshot
Persistent homology approach for uncovering transitions to Chaos
inferred← citeshttps://doi.org/10.1016/j.cnsns.2019.105163openalex-snapshot
Fractal dimension estimation with persistent homology: A comparative study
inferred← citeshttps://doi.org/10.1016/j.cnsns.2021.105996openalex-snapshot
Topological features of multivariate distributions: Dependency on the covariance matrix
inferred← citeshttps://doi.org/10.1016/j.cnsns.2023.107216openalex-snapshot
Topological data analysis of noise: Uniform unimodal distributions
inferred← citeshttps://doi.org/10.1016/j.cnsns.2023.107665openalex-snapshot
Why topological data analysis detects financial bubbles?
inferred← citeshttps://doi.org/10.1016/j.compbiomed.2022.106202openalex-snapshot
Topological analysis of brain dynamics in autism based on graph and persistent homology
inferred← citeshttps://doi.org/10.1016/j.compbiomed.2024.107969openalex-snapshot
Novel dimensionality reduction method, Taelcore, enhances lung transplantation risk prediction
inferred← citeshttps://doi.org/10.1016/j.compbiomed.2025.110226openalex-snapshot
Classification of COVID-19 via Homology of CT-SCAN
inferred← citeshttps://doi.org/10.1016/j.compbiomed.2025.110513openalex-snapshot
Pediatric sleep staging from airflow signals via persistence curve approximations
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Advanced image-free analysis of the nano-organization of chromatin and other biomolecules by Single Molecule Localization Microscopy (SMLM)
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A study on topological descriptors for the analysis of 3D surface texture
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An integrated image visibility graph and topological data analysis for extracting time series features
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A novel loss function for neural network models exploring stock realized volatility using Wasserstein Distance
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Severe slugging flow identification from topological indicators
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An adaptive appliance identification method leveraging topological data analysis
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Topological data analysis-based damage indices for plastered stone masonry walls under cyclic loading
inferred← citeshttps://doi.org/10.1016/j.eswa.2020.113222openalex-snapshot
Topological data analysis in investment decisions
inferred← citeshttps://doi.org/10.1016/j.eswa.2020.113868openalex-snapshot
Clustering and classification of time series using topological data analysis with applications to finance
inferred← citeshttps://doi.org/10.1016/j.eswa.2021.115326openalex-snapshot
Time series classification via topological data analysis
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A novel approach for wafer defect pattern classification based on topological data analysis
inferred← citeshttps://doi.org/10.1016/j.eswa.2023.121381openalex-snapshot
Low-rank persistent probability representation for higher-order role discovery
inferred← citeshttps://doi.org/10.1016/j.gmod.2024.101219openalex-snapshot
Persistent geometry-topology descriptor for porous structure retrieval based on Heat Kernel Signature
inferred← citeshttps://doi.org/10.1016/j.isci.2021.103685openalex-snapshot
Deep models of integrated multiscale molecular data decipher the endothelial cell response to ionizing radiation
inferred← citeshttps://doi.org/10.1016/j.isci.2024.109370openalex-snapshot
Topological structure of population activity in mouse visual cortex encodes densely sampled stimulus rotations
inferred← citeshttps://doi.org/10.1016/j.jaci.2017.12.982openalex-snapshot
Airway pathological heterogeneity in asthma: Visualization of disease microclusters using topological data analysis
inferred← citeshttps://doi.org/10.1016/j.jfds.2023.100107openalex-snapshot
Topological tail dependence: Evidence from forecasting realized volatility
inferred← citeshttps://doi.org/10.1016/j.jfranklin.2024.107249openalex-snapshot
Harnessing topological machine learning in Raman spectroscopy: Perspectives for Alzheimer’s disease detection via cerebrospinal fluid analysis
inferred← citeshttps://doi.org/10.1016/j.jneumeth.2016.04.001openalex-snapshot
Topological persistence vineyard for dynamic functional brain connectivity during resting and gaming stages
inferred← citeshttps://doi.org/10.1016/j.jneumeth.2020.108672openalex-snapshot
Topological portraits of multiscale coordination dynamics
inferred← citeshttps://doi.org/10.1016/j.jneumeth.2021.109324openalex-snapshot
Topological signal processing and inference of event-related potential response
inferred← citeshttps://doi.org/10.1016/j.joems.2017.07.001openalex-snapshot
On the Topological Data Analysis extensions and comparisons
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The fiber of persistent homology for simplicial complexes
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A persistence landscapes toolbox for topological statistics
inferred← citeshttps://doi.org/10.1016/j.knosys.2023.110855openalex-snapshot
Stable distance of persistent homology for dynamic graph comparison
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A topology-aware multiscale feature fusion network for EEG-based motor imagery decoding
inferred← citeshttps://doi.org/10.1016/j.labinv.2024.102060openalex-snapshot
Advancing Precision Medicine: Algebraic Topology and Differential Geometry in Radiology and Computational Pathology
inferred← citeshttps://doi.org/10.1016/j.matcom.2021.01.013openalex-snapshot
Parameter estimation in systems exhibiting spatially complex solutions via persistent homology and machine learning
inferred← citeshttps://doi.org/10.1016/j.matcom.2024.04.013openalex-snapshot
Bifurcation and chaos analysis of a fractional-order delay financial risk system using dynamic system approach and persistent homology
inferred← citeshttps://doi.org/10.1016/j.media.2021.102267openalex-snapshot
Dynamic topology analysis for spatial patterns of multifocal lesions on MRI
inferred← citeshttps://doi.org/10.1016/j.mlwa.2025.100719openalex-snapshot
Topological data analysis for driver behavior classification driven by vehicle trajectory data
inferred← citeshttps://doi.org/10.1016/j.neucom.2024.127806openalex-snapshot
Analyzing and interpreting convolutional neural networks using latent space topology
inferred← citeshttps://doi.org/10.1016/j.neucom.2024.128513openalex-snapshot
A comprehensive review of deep neural network interpretation using topological data analysis
inferred← citeshttps://doi.org/10.1016/j.neunet.2025.108117openalex-snapshot
ToBaFu: Topology-based fusion model for classification of two-dimensional cancer images
inferred← citeshttps://doi.org/10.1016/j.neuroimage.2023.120436openalex-snapshot
Unified topological inference for brain networks in temporal lobe epilepsy using the Wasserstein distance
inferred← citeshttps://doi.org/10.1016/j.neuropsychologia.2022.108449openalex-snapshot
Locus coeruleus and dorsal cingulate morphology contributions to slowed processing speed
inferred← citeshttps://doi.org/10.1016/j.nocx.2022.100123openalex-snapshot
Persistent homology: A tool to understand medium-range order glass structure
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Risk reduced sparse index tracking portfolio: A topological data analysis approach
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Federated Incremental Learning algorithm based on Topological Data Analysis
inferred← citeshttps://doi.org/10.1016/j.patrec.2018.08.007openalex-snapshot
Persistent homology for object segmentation in multidimensional grayscale images
inferred← citeshttps://doi.org/10.1016/j.patrec.2019.11.029openalex-snapshot
A torus model for optical flow
inferred← citeshttps://doi.org/10.1016/j.patter.2021.100367openalex-snapshot
TDAExplore: Quantitative analysis of fluorescence microscopy images through topology-based machine learning
inferred← citeshttps://doi.org/10.1016/j.physa.2017.09.028openalex-snapshot
Topological data analysis of financial time series: Landscapes of crashes
inferred← citeshttps://doi.org/10.1016/j.physa.2021.125816openalex-snapshot
Time-Resolved Topological Data Analysis of Market Instabilities
inferred← citeshttps://doi.org/10.1016/j.physa.2021.126459openalex-snapshot
Early warning signals of financial crises using persistent homology
inferred← citeshttps://doi.org/10.1016/j.physa.2024.129785openalex-snapshot
Investigation of Indian stock markets using topological data analysis and geometry-inspired network measures
inferred← citeshttps://doi.org/10.1016/j.physd.2015.11.011openalex-snapshot
Continuation of point clouds via persistence diagrams
inferred← citeshttps://doi.org/10.1016/j.physd.2016.03.007openalex-snapshot
Principal component analysis of persistent homology rank functions with case studies of spatial point patterns, sphere packing and colloids
inferred← citeshttps://doi.org/10.1016/j.renene.2024.120138openalex-snapshot
Intra-hour solar irradiance forecasting using topology data analysis and physics-driven deep learning
inferred← citeshttps://doi.org/10.1016/j.sciaf.2021.e00968openalex-snapshot
Topological data analysis via unsupervised machine learning for recognizing atmospheric river patterns on flood detection
inferred← citeshttps://doi.org/10.1016/j.simpa.2024.100637openalex-snapshot
FinTDA: Python package for estimating market change through persistent homology diagrams
inferred← citeshttps://doi.org/10.1016/j.simpa.2024.100639openalex-snapshot
Wasserstein distance loss function for financial time series deep learning
inferred← citeshttps://doi.org/10.1016/j.topol.2019.107038openalex-snapshot
Discrete Morse theory for weighted simplicial complexes
inferred← citeshttps://doi.org/10.1016/j.topol.2020.107409openalex-snapshot
Describing topology on the set of persistence diagrams
inferred← citeshttps://doi.org/10.1016/j.topol.2020.107523openalex-snapshot
Investigation of flash crash via topological data analysis
inferred← citeshttps://doi.org/10.1016/j.tre.2020.101837openalex-snapshot
Data science and analytics in aviation
inferred← citeshttps://doi.org/10.1016/j.ymssp.2015.09.046openalex-snapshot
Chatter detection in turning using persistent homology
inferred← citeshttps://doi.org/10.1017/9781316882610.001openalex-snapshot
Preface
inferred← citeshttps://doi.org/10.1017/9781316882610.002openalex-snapshot
Statistical Preliminary
inferred← citeshttps://doi.org/10.1017/9781316882610.003openalex-snapshot
Brain Network Nodes and Edges
inferred← citeshttps://doi.org/10.1017/9781316882610.004openalex-snapshot
Graph Theory
inferred← citeshttps://doi.org/10.1017/9781316882610.005openalex-snapshot
Correlation Networks
inferred← citeshttps://doi.org/10.1017/9781316882610.006openalex-snapshot
Big Brain Network Data
inferred← citeshttps://doi.org/10.1017/9781316882610.007openalex-snapshot
Network Simulations
inferred← citeshttps://doi.org/10.1017/9781316882610.008openalex-snapshot
Persistent Homology
inferred← citeshttps://doi.org/10.1017/9781316882610.009openalex-snapshot
Diffusions on Graphs
inferred← citeshttps://doi.org/10.1017/9781316882610.010openalex-snapshot
Sparse Networks
inferred← citeshttps://doi.org/10.1017/9781316882610.011openalex-snapshot
Brain Network Distances
inferred← citeshttps://doi.org/10.1017/9781316882610.012openalex-snapshot
Combinatorial Inferences for Networks
inferred← citeshttps://doi.org/10.1017/9781316882610.013openalex-snapshot
Series Expansion of Connectivity Matrices
inferred← citeshttps://doi.org/10.1017/9781316882610.014openalex-snapshot
Dynamic Network Models
inferred← citeshttps://doi.org/10.1017/9781316882610.015openalex-snapshot
Bibliography
inferred← citeshttps://doi.org/10.1017/9781316882610.016openalex-snapshot
Index
inferred← citeshttps://doi.org/10.1017/dce.2022.24openalex-snapshot
Scalable algorithms for physics-informed neural and graph networks
inferred← citeshttps://doi.org/10.1017/fms.2023.115openalex-snapshot
Persistence and the Sheaf-Function Correspondence
inferred← citeshttps://doi.org/10.1029/2019wr025171openalex-snapshot
Statistical Inference Over Persistent Homology Predicts Fluid Flow in Porous Media
inferred← citeshttps://doi.org/10.1063/1.4978997openalex-snapshot
Persistent homology of time-dependent functional networks constructed from coupled time series
inferred← citeshttps://doi.org/10.1063/5.0073247openalex-snapshot
On detecting dynamical regime change using a transformation cost metric between persistent homology diagrams
inferred← citeshttps://doi.org/10.1063/5.0331214openalex-snapshot
Persistent homology as efficient phase descriptor for 2D skyrmion lattices
inferred← citeshttps://doi.org/10.1063/5.0337419openalex-snapshot
Topology as a language for emergent organization in complex systems: Multiscale structure, higher-order interactions, and structural diagnostics
inferred← citeshttps://doi.org/10.1073/pnas.2102166118openalex-snapshot
Multiparameter persistent homology landscapes identify immune cell spatial patterns in tumors
inferred← citeshttps://doi.org/10.1080/13504851.2026.2743293openalex-snapshot
Topological data analysis of China’s stock market risks to detect early warning signals
inferred← citeshttps://doi.org/10.1080/14697688.2025.2544762openalex-snapshot
Sparse portfolio selection via topological data analysis based clustering
inferred← citeshttps://doi.org/10.1080/17460441.2025.2477625openalex-snapshot
A comprehensive update on the use of molecular topology applications for anti-infective drug discovery
inferred← citeshttps://doi.org/10.1080/23746149.2023.2202331openalex-snapshot
Topological data analysis and machine learning
inferred← citeshttps://doi.org/10.1086/715078openalex-snapshot
Learning from the Shape of Data
inferred← citeshttps://doi.org/10.1088/1361-6382/acbefcopenalex-snapshot
Is the observable Universe consistent with the cosmological principle?
inferred← citeshttps://doi.org/10.1088/1478-3975/acdcdbopenalex-snapshot
Mitochondrial networks through the lens of mathematics
inferred← citeshttps://doi.org/10.1088/1741-2552/abc7efopenalex-snapshot
Multi-dimensional persistent feature analysis identifies connectivity patterns of resting-state brain networks in Alzheimer’s disease
inferred← citeshttps://doi.org/10.1088/1742-5468/abed4eopenalex-snapshot
Using discrete Ricci curvatures to infer COVID-19 epidemic network fragility and systemic risk
inferred← citeshttps://doi.org/10.1088/1742-5468/aca0e5openalex-snapshot
The Euler characteristic as a topological marker for outbreaks in vector-borne disease
inferred← citeshttps://doi.org/10.1088/2632-2153/ace6f3openalex-snapshot
The effects of topological features on convolutional neural networks—an explanatory analysis via Grad-CAM
inferred← citeshttps://doi.org/10.1090/psapm/080/00731openalex-snapshot
Interpreting topology in the context of social science
inferred← citeshttps://doi.org/10.1093/bib/bbad289openalex-snapshot
Artificial intelligence-aided protein engineering: from topological data analysis to deep protein language models
inferred← citeshttps://doi.org/10.1093/bioadv/vbae164openalex-snapshot
Simplicity within biological complexity
inferred← citeshttps://doi.org/10.1093/bioinformatics/btac118openalex-snapshot
Topological approximate Bayesian computation for parameter inference of an angiogenesis model
inferred← citeshttps://doi.org/10.1093/bioinformatics/btaf183openalex-snapshot
Top-DTI: integrating topological deep learning and large language models for drug–target interaction prediction
inferred← citeshttps://doi.org/10.1093/biomet/asaa097openalex-snapshot
Event history and topological data analysis
inferred← citeshttps://doi.org/10.1093/biomet/asab032openalex-snapshot
Discussion of ‘Event history and topological data analysis’
inferred← citeshttps://doi.org/10.1093/jrsssc/qlad024openalex-snapshot
Hypothesis testing for shapes using vectorized persistence diagrams
inferred← citeshttps://doi.org/10.1093/molbev/msae271openalex-snapshot
Faithful Interpretation of Protein Structures through Weighted Persistent Homology Improves Evolutionary Distance Estimation
inferred← citeshttps://doi.org/10.1098/rsif.2022.0727openalex-snapshot
Homology of homologous knotted proteins
inferred← citeshttps://doi.org/10.1098/rsif.2023.0280openalex-snapshot
Zigzag persistence for coral reef resilience using a stochastic spatial model
inferred← citeshttps://doi.org/10.1098/rspa.2021.0564openalex-snapshot
A system model of three-body interactions in complex networks: consensus and conservation
inferred← citeshttps://doi.org/10.1098/rspa.2021.0709openalex-snapshot
A statistical approach to knot confinement via persistent homology
inferred← citeshttps://doi.org/10.1103/physrevd.106.023521openalex-snapshot
Differentiating small-scale subhalo distributions in CDM and WDM models using persistent homology
inferred← citeshttps://doi.org/10.1103/physreve.101.052311openalex-snapshot
Reorderability of node-filtered order complexes
inferred← citeshttps://doi.org/10.1109/access.2017.2749319openalex-snapshot
Modelling Topological Features of Swarm Behaviour in Space and Time With Persistence Landscapes
inferred← citeshttps://doi.org/10.1109/access.2018.2817493openalex-snapshot
Stability and Statistical Inferences in the Space of Topological Spatial Relationships
inferred← citeshttps://doi.org/10.1109/access.2019.2922997openalex-snapshot
Visual Identification and Extraction of Intrinsic Axes in High-Dimensional Data
inferred← citeshttps://doi.org/10.1109/access.2020.2996667openalex-snapshot
Classification of Neurodegenerative Diseases via Topological Motion Analysis—A Comparison Study for Multiple Gait Fluctuations
inferred← citeshttps://doi.org/10.1109/access.2020.3036370openalex-snapshot
Detecting Early Warning Signals of Major Financial Crashes in Bitcoin Using Persistent Homology
inferred← citeshttps://doi.org/10.1109/access.2022.3229008openalex-snapshot
Topological Forest
inferred← citeshttps://doi.org/10.1109/access.2023.3309418openalex-snapshot
EEG Signal-Assisted Algebraic Topological Feature-Enhanced Deep Neural Networks for Gestalt Illusory Contour Perception
inferred← citeshttps://doi.org/10.1109/access.2025.3577393openalex-snapshot
Integrating the Prior Shape Knowledge Into Deep Model and Feature Fusion for Topologically Effective Brain Tumor Segmentation
inferred← citeshttps://doi.org/10.1109/access.2025.3582480openalex-snapshot
Topological Data Analysis and Graph-Based Learning for Multimodal Recommendation
inferred← citeshttps://doi.org/10.1109/acpee60788.2024.10532533openalex-snapshot
Data-driven Mid-Term Load Forecasting Based on Topological Data Analysis
inferred← citeshttps://doi.org/10.1109/bibm58861.2023.10385451openalex-snapshot
Learning Topological Representation of Sensor Network with Persistent Homology in HCI Systems
inferred← citeshttps://doi.org/10.1109/bigdata.2018.8622175openalex-snapshot
Topological approaches to skin disease image analysis
inferred← citeshttps://doi.org/10.1109/bigdata.2018.8622440openalex-snapshot
Cluster-based Data Reduction for Persistent Homology
inferred← citeshttps://doi.org/10.1109/bigdata55660.2022.10020423openalex-snapshot
Stable Topological Feature Vectors via Hermite Function Expansion on Persistence Curves
inferred← citeshttps://doi.org/10.1109/bmsb49480.2020.9379548openalex-snapshot
Novel Modulation Recognizer for Frequency-Hopping Signals Based on Persistence Diagram
inferred← citeshttps://doi.org/10.1109/cvprw50498.2020.00424openalex-snapshot
Representations, Metrics and Statistics for Shape Analysis of Elastic Graphs
inferred← citeshttps://doi.org/10.1109/cvprw50498.2020.00428openalex-snapshot
Smooth Summaries of Persistence Diagrams and Texture Classification
inferred← citeshttps://doi.org/10.1109/cvprw50498.2020.00430openalex-snapshot
The Weighted Euler Curve Transform for Shape and Image Analysis
inferred← citeshttps://doi.org/10.1109/cvprw53098.2021.00496openalex-snapshot
A Sheaf and Topology Approach to Detecting Local Merging Relations in Digital Images
inferred← citeshttps://doi.org/10.1109/cvprw59228.2023.00065openalex-snapshot
Topology-Aware Focal Loss for 3D Image Segmentation
inferred← citeshttps://doi.org/10.1109/dsaa.2015.7344835openalex-snapshot
Beyond two-sample-tests: Localizing data discrepancies in high-dimensional spaces
inferred← citeshttps://doi.org/10.1109/dsc61021.2023.10354143openalex-snapshot
Preprocessing Network Traffic using Topological Data Analysis for Data Poisoning Detection
inferred← citeshttps://doi.org/10.1109/dsc61021.2023.10354204openalex-snapshot
Malicious Cyber Activity Detection using Zigzag Persistence
inferred← citeshttps://doi.org/10.1109/embc40787.2023.10340674openalex-snapshot
Topological Data Analysis of Electroencephalogram Signals for Pediatric Obstructive Sleep Apnea
inferred← citeshttps://doi.org/10.1109/fuzz52849.2023.10309679openalex-snapshot
Vietoris-Rips Complex Induced by Intuitionistic Fuzzy Distance Measure
inferred← citeshttps://doi.org/10.1109/icarcv50220.2020.9305487openalex-snapshot
Multi-level Topological Analysis Framework for Multifocal Diseases
inferred← citeshttps://doi.org/10.1109/icassp.2019.8682978openalex-snapshot
Statistical Persistent Homology of Brain Signals
inferred← citeshttps://doi.org/10.1109/icassp43922.2022.9747088openalex-snapshot
Augmenting Molecular Deep Generative Models with Topological Data Analysis Representations
inferred← citeshttps://doi.org/10.1109/icassp43922.2022.9747824openalex-snapshot
Topological Correlation of Brain Signals
inferred← citeshttps://doi.org/10.1109/iccv48922.2021.00701openalex-snapshot
Persistent Homology based Graph Convolution Network for Fine-grained 3D Shape Segmentation
inferred← citeshttps://doi.org/10.1109/icdm54844.2022.00153openalex-snapshot
Change Detection with Probabilistic Models on Persistence Diagrams
inferred← citeshttps://doi.org/10.1109/icecet52533.2021.9698599openalex-snapshot
Improving Short-term Output Power Forecasting Using Topological Data Analysis and Machine Learning
inferred← citeshttps://doi.org/10.1109/icip.2019.8803142openalex-snapshot
A Topological Data Analysis Approach to Video Summarization
inferred← citeshttps://doi.org/10.1109/icmla.2019.00185openalex-snapshot
Hyperparameter Optimization of Topological Features for Machine Learning Applications
inferred← citeshttps://doi.org/10.1109/icmla.2019.00202openalex-snapshot
Adaptive Partitioning for Template Functions on Persistence Diagrams
inferred← citeshttps://doi.org/10.1109/icmla.2019.00255openalex-snapshot
Time-Series Data Analysis for Classification of Noisy and Incomplete Internet-of-Things Datasets
inferred← citeshttps://doi.org/10.1109/icpr48806.2021.9412768openalex-snapshot
A Hybrid Metric based on Persistent Homology and its Application to Signal Classification
inferred← citeshttps://doi.org/10.1109/icst50505.2020.9732831openalex-snapshot
Topological Signatures as Complementary Features for Deep Learning Model: A Survey
inferred← citeshttps://doi.org/10.1109/ijcnn60899.2024.10650296openalex-snapshot
Classification of Schizophrenia EEG recording using homological features
inferred← citeshttps://doi.org/10.1109/isbi.2017.7950575openalex-snapshot
Brain geometry persistent homology marker for Parkinson's disease
inferred← citeshttps://doi.org/10.1109/isbi45749.2020.9098734openalex-snapshot
Topology Highlights Neural Deficits of Post-Stroke Aphasia Patients
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