专题：Complex Systems and Time Series Analysis

This cluster of papers explores the application of complex systems and statistical physics concepts to understand and model financial markets. It covers topics such as multifractal analysis, agent-based modeling, power laws in wealth distribution, market correlations, and the impact of nonstationarity on time series data.
最新文献
Extreme-value statistics and super-universality in critical percolation?

article Full Text OpenAlex

Time-Series Clustering: A Comprehensive Study of Data Mining, Machine Learning, and Deep Learning Methods

article Full Text OpenAlex

Kolmogorov-Arnold Networks (KANs) for Time Series Analysis

article Full Text OpenAlex

A Hybrid LMD–ARIMA–Machine Learning Framework for Enhanced Forecasting of Financial Time Series: Evidence from the NASDAQ Composite Index

article Full Text OpenAlex

FLAG-TRADER: Fusion LLM-Agent with Gradient-based Reinforcement Learning for Financial Trading

article Full Text OpenAlex

Is it difficult to predict the price movements of high-volatility assets

article Full Text OpenAlex

False Findings in Finance: The Hidden Costs of Misleading Results in the Age of AI

preprint Full Text OpenAlex

Machine learning from a “Universe” of signals: The role of feature engineering

article Full Text OpenAlex

Challenging the Λ CDM model: 5 σ evidence for a dynamical dark energy late-time transition

article Full Text OpenAlex

Optimizing Nigerian Bank Lending Systems: The Power of Discrete Wavelet Transform (DWT) in Denoising and Regression Analysis

article Full Text OpenAlex

近5年高被引文献
Are Transformers Effective for Time Series Forecasting?

article Full Text OpenAlex 1244 FWCI349.495

Transformers in Time Series: A Survey

article Full Text OpenAlex 605 FWCI170.764

Papers and patents are becoming less disruptive over time

article Full Text OpenAlex 567 FWCI127.629

Discrete Dynamics in Nature and Society

paratext Full Text OpenAlex 559 FWCI0

Common Risk Factors in Cryptocurrency

article Full Text OpenAlex 417 FWCI80.349

TS2Vec: Towards Universal Representation of Time Series

article Full Text OpenAlex 380 FWCI65.898

Growth rates of modern science: a latent piecewise growth curve approach to model publication numbers from established and new literature databases

article Full Text OpenAlex 333 FWCI15.028

Is non-fungible token pricing driven by cryptocurrencies?

article Full Text OpenAlex 301 FWCI44.959

Granger Causality: A Review and Recent Advances

review Full Text OpenAlex 294 FWCI4.393

Foundations of complexity economics

review Full Text OpenAlex 276 FWCI14.02