Technologysupervised-learning

Time-series forecasting

Time-series forecasting is a family of statistical and machine-learning techniques used to predict future values of a variable based on its historical, time-ordered data. It matters because many real-world processes—such as demand, prices, sensor readings, and traffic—are inherently temporal, and accurate forecasts enable better planning, optimization, and risk management across industries.

by N/A – general methodological area, not a single vendorAcademic

Key Features

  • Models temporal dependence and seasonality (e.g., daily, weekly, yearly patterns)
  • Supports a range of methods from classical statistics (ARIMA, ETS) to modern ML and deep learning (gradient boosting, RNNs, Transformers)
  • Handles multivariate inputs, exogenous variables, and hierarchical time series
  • Can incorporate uncertainty estimates and prediction intervals, not just point forecasts
  • Often includes automatic model selection, hyperparameter tuning, and feature engineering for lags and calendar effects

Pricing

OpenSource

Time-series forecasting is a methodological domain rather than a product; many open-source libraries (e.g., statsmodels, Prophet, GluonTS, darts) and commercial platforms (cloud ML services, forecasting SaaS) implement these techniques with their own pricing models.

Links

Use Cases Using Time-series forecasting

transportation9.0

AI-Enabled Transportation & Mobility Systems

retail9.0

AI Use Cases in B2B E‑Commerce for Digital Growth

hospitality9.0

Lybra RMS: Intelligent Revenue Management for Hotels

sports9.0

NFL AI System for Predicting Player Injuries

retail9.0

Retail Forecast

healthcare9.0

Qventus AI for Hospital Operations Optimization

healthcare9.0

AI and Analytics for Healthcare Workforce Optimization

retail9.0

SAP Integrated Business Planning – Demand Planning

retail9.0

Demand Forecasting, Prescriptive Inventory Management

hospitality9.0

ZUZU Hospitality AI-Powered Revenue Tools for Independent Hotels

energy9.0

Artificial Intelligence in Energy Markets (Yes Energy)

retail9.0

AI-Driven Inventory Management

retail9.0

AI Inventory Forecasting for Shopify To Reduce Stockouts

retail9.0

Consumer Products Demand Forecasting

retail9.0

AI-Driven Demand Forecasting for Retail (Urban Outfitters & Nuuly Style)

consumer9.0

AI for Demand Forecasting in Consumer & Retail

energy9.0

AI for Energy Systems

ecommerce9.0

Stackline Inventory Optimization Platform

retail9.0

AI-Driven Dynamic Pricing and Promotions in Retail Holiday Shopping

manufacturing9.0

Autonomous Intelligent Supply Chains - The AI Supply Chain

manufacturing9.0

edgeRX + edgeRX Vision for Predictive Maintenance and Machine Health Monitoring

hospitality9.0

AI/ML in Travel & Hospitality (Cross-Journey Applications)

energy9.0

Short-Term Prediction of Solar and Wind Power Generation

ecommerce9.0

AI-Powered Enhancements for Online Stores

energy9.0

Explainable AI for predictive maintenance of governor valve actuators

energy9.0

Nostradamus AI Energy Forecasting Software Solution

technology-it9.0

AIOps for Next-Generation Firewalls (NGFW)

technology-it9.0

AIOps - Artificial Intelligence for IT Operations

insurance9.0

Insurance Telematics – Thinking Outside the Box

energy9.0

Predictive Maintenance and Intelligent Apps for Oil & Gas Equipment

manufacturing9.0

AI-Native Supply Chain Optimization and Orchestration

energy9.0

AI-Enhanced Grid Flexibility Research at Texas Tech (Google-Funded Initiative)

energy9.0

Deep learning for green energy: predicting consumption

hospitality9.0

Dynamic Pricing Optimization for Boutique Hospitality

hospitality9.0

AI-Powered Hotel Revenue Management Software

energy9.0

FutureMain AI-Driven Predictive Maintenance Platform

fashion9.0

Heuritech AW26 Fashion Trend Forecasting

fashion9.0

Blue Yonder AI Solutions for Fashion and Apparel Retail

technology-it9.0

AIOps in Action: Incident Prediction and Root Cause Automation Training Course

hospitality9.0

AI-Driven Hotel Pricing Strategy Evaluation

automotive9.0

AI-Accelerated Supply Chain Planning for Automotive and Manufacturing

finance9.0

AI-Enhanced Trading Platforms

hospitality9.0

LodgIQ AI-Driven Revenue & Operations Optimization for Hotels

hospitality9.0

Advanced Hotel Revenue Management (2026 Outlook)

sales9.0

People.ai Forecasting

ecommerce9.0

Dynamic Pricing Optimization with Machine Learning (2024)

hospitality9.0

Shiji Group AI-Driven F&B Optimization for Hotels

public-sector9.0

AI-driven Traffic Management for a Better Bangkok

telecommunications9.0

Dhiraagu AI-powered network optimisation with Infovista

telecommunications9.0

DGS 4G/5G Network Optimization Technology