BestHub
Sign in
Tag

seasonality

0 views collected around this technical thread.

Python Programming Learning Circle
Python Programming Learning Circle
Mar 7, 2024 · Fundamentals

Introduction to Time Series Analysis with a Python Example

This article explains the concept of time series, describes its main patterns such as long‑term trend, seasonal, cyclical and random variations, and demonstrates a practical Python analysis of a three‑year sales dataset from a Taobao shop using pandas and matplotlib.

Pythondata analysisseasonality
0 likes · 4 min read
Introduction to Time Series Analysis with a Python Example
Model Perspective
Model Perspective
Aug 23, 2022 · Fundamentals

How Prophet Implements Time Series Decomposition and Trend Modeling

This article explains Prophet’s algorithmic approach to time‑series forecasting, covering decomposition into trend, seasonality, holidays and error components, logistic and piecewise linear trend models, automatic change‑point detection, Fourier‑based seasonality, holiday handling, model fitting with PyStan, and practical Python code examples.

ProphetPythonholiday effects
0 likes · 12 min read
How Prophet Implements Time Series Decomposition and Trend Modeling