Tagged articles

TimesNet

2 articles · Page 1 of 1

Dec 19, 2024 · Artificial Intelligence

Financial Time Series Forecasting: A Review of Models and Applications

This article reviews the characteristics of financial time series, outlines a standard forecasting workflow, and compares traditional statistical models (ARMA, SARIMAX) with recent deep‑learning approaches (TimesNet, TimeMixer, PatchTST), highlighting their strengths, limitations, and typical use cases in finance.

ARMAPatchTSTSARIMAX

0 likes · 19 min read

Financial Time Series Forecasting: A Review of Models and Applications

Ctrip Technology

Oct 26, 2023 · Artificial Intelligence

Time Series Forecasting of Key Business Indicators: Methods, Models, and Practical Deployment

This article presents a comprehensive study on forecasting critical business metrics such as traffic, order volume, and GMV using traditional, machine‑learning, and deep‑learning time‑series models, detailing feature engineering, model design, experimental comparison, online deployment, and monitoring strategies.

AutoformerBusiness MetricsInformer

0 likes · 18 min read

Time Series Forecasting of Key Business Indicators: Methods, Models, and Practical Deployment