Cover Image

The Shape of Consumer Behavior: A Symbolic and Topological Analysis of Time Series

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Bereta, Pola, Diamantis, Ioannis
Format:	Preprint
Published:	2025
Subjects:	Machine Learning Statistics Theory Applications 62H30, 91B42, 91C20, 55N31 I.5.3; I.5.1; G.3
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Topology of Currencies: Persistent Homology for FX Co-movements: A Comparative Clustering Study
by: de Jeneret, Pattravadee de Favereau, et al.
Published: (2025)

Subjective Time Deformation in Intertemporal Choice: A Functional Data Analysis Approach
by: Maturo, Fabrizio, et al.
Published: (2026)

The Shape of Data: Topology Meets Analytics. A Practical Introduction to Topological Analytics and the Stability Index (TSI) in Business
by: Diamantis, Ioannis
Published: (2025)

Functional Clustering of Discount Functions for Behavioral Investor Profiling
by: Porreca, Annamaria, et al.
Published: (2024)

A Class of Topological Pseudodistances for Fast Comparison of Persistence Diagrams
by: Nuñez, Rolando Kindelan, et al.
Published: (2024)

Spatiotemporal k-means
by: Dorabiala, Olga, et al.
Published: (2022)

Exploring Hierarchical Classification Performance for Time Series Data: Dissimilarity Measures and Classifier Comparisons
by: Alagoz, Celal
Published: (2024)

Scalable Bayesian Clustering for Integrative Analysis of Multi-View Data
by: Cabral, Rafael, et al.
Published: (2024)

Network topology of the Euro Area interbank market
by: Aarab, Ilias, et al.
Published: (2025)

Evaluation of the number of clusters in a data set using $p$-values from Multiple Tests of Hypotheses
by: Modak, Soumita
Published: (2026)

Persistent Multiscale Density-based Clustering
by: Bot, Daniël, et al.
Published: (2025)

Establishing Validity for Distance Functions and Internal Clustering Validity Indices in Correlation Space
by: Degen, Isabella, et al.
Published: (2025)

Reframing Three-Dimensional Morphometrics Through Functional Data Innovations
by: Pillay, Aneesha Balachandran, et al.
Published: (2025)

A Multi-scale Fused Graph Neural Network with Inter-view Contrastive Learning for Spatial Transcriptomics Data Clustering
by: Mei, Jianping, et al.
Published: (2025)

Absolute indices for determining compactness, separability and number of clusters
by: Bagirov, Adil M., et al.
Published: (2025)

Adjusted Similarity Measures and a Violation of Expectations
by: Lippitt, William L., et al.
Published: (2026)

Visualizing the Evolution of Twitter (X.com) Conversations: A Comprehensive Methodology Applied to AI Training Discussions on ChatGPT
by: Jess, Nicole, et al.
Published: (2024)

CHORUS: An Agentic Framework for Generating Realistic Deliberation Data
by: Koursaris, A., et al.
Published: (2026)

The Extremity Premium: Sentiment Regimes and Adverse Selection in Cryptocurrency Markets
by: Farzulla, Murad
Published: (2026)

Enhanced Single-Cell RNA-seq Embedding through Gene Expression and Data-Driven Gene-Gene Interaction Integration
by: Goudarzi, Hojjat Torabi, et al.
Published: (2025)

Why is it so hard to find a job now? Enter Ghost Jobs
by: Ng, Hunter
Published: (2024)

Integrating granular data into a multilayer network: an interbank model of the euro area for systemic risk assessment
by: Aarab, Ilias, et al.
Published: (2026)

Non-Heuristic Selection via Hybrid Regularized and Machine Learning Models for Insurance
by: Galvão, Luciano Ribeiro, et al.
Published: (2025)

XGBoost Forecasting of NEPSE Index Log Returns with Walk Forward Validation
by: Malla, Sahaj Raj, et al.
Published: (2026)

Persistent Topological Structures and Cohomological Flows as a Mathematical Framework for Brain-Inspired Representation Learning
by: Girish, Preksha, et al.
Published: (2025)

Copula Analysis of Risk: A Multivariate Risk Analysis for VaR and CoVaR using Copulas and DCC-GARCH
by: Singh, Aryan, et al.
Published: (2025)

Linearly-scalable and entropy-optimal learning of nonstationary and nonlinear manifolds
by: Horenko, Illia
Published: (2025)

From Data Acquisition to Lag Modeling: Quantitative Exploration of A-Share Market with Low-Coupling System Design
by: Fang, Jianyong, et al.
Published: (2025)

Fragility in Average Treatment Effect on the Treated under Limited Covariate Support
by: Li, Mengqi
Published: (2025)

An Integrated Framework of Prompt Engineering and Multidimensional Knowledge Graphs for Legal Dispute Analysis
by: Zhang, Mingda, et al.
Published: (2025)

Perception-Aware Bias Detection for Query Suggestions
by: Haak, Fabian, et al.
Published: (2026)

APEX: Large-scale Multi-task Aesthetic-Informed Popularity Prediction for AI-Generated Music
by: Husain, Jaavid Aktar, et al.
Published: (2026)

Regularisation in neural networks: a survey and empirical analysis of approaches
by: Opperman, Christiaan P., et al.
Published: (2026)

Gromov-Hausdorff distances, Borsuk-Ulam theorems, and Vietoris-Rips complexes
by: Adams, Henry, et al.
Published: (2022)

Lightweight Defense Against Adversarial Attacks in Time Series Classification
by: Han, Yi
Published: (2025)

Estimating the persistent homology of $\mathbb{R}^n$-valued functions using function-geometric multifiltrations
by: André, Ethan, et al.
Published: (2024)

Data-Driven Discovery of Feature Groups in Clinical Time Series
by: Sergeev, Fedor, et al.
Published: (2025)

Synthetic Financial Data Generation for Enhanced Financial Modelling
by: Hounwanou, Christophe D., et al.
Published: (2025)

FANAL -- Financial Activity News Alerting Language Modeling Framework
by: Patel, Urjitkumar, et al.
Published: (2024)

Enhancing Visual Interpretability and Explainability in Functional Survival Trees and Forests
by: Loffredo, Giuseppe, et al.
Published: (2025)