足球预测方法说明

The platform uses Football-Data.org for core European competition schedules, scores, and team data; API-Football for broader global coverage; The Odds API for bookmaker odds snapshots; and verified RSS feeds for football news context.

• Match schedule, competition, season, venue, and matchday context.
• Recent team form, home and away performance, and available head-to-head history.
• Win/draw/loss market odds when a current odds snapshot is available.
• News and availability signals from verified football media RSS feeds.
• Historical prediction records used to track model performance by league and confidence band.

1. 1Collect match context: Football Predictor gathers fixture, league, team, and timing data before generating a prediction.
2. 2Compare team signals: The system evaluates form, attack, defense, venue tendencies, draw tendency, and head-to-head context.
3. 3Check market context: When odds are available, the platform compares model probabilities with market-implied probabilities.
4. 4Generate probability analysis: The AI model produces win/draw/loss probabilities, confidence, reasoning, and key factors.
5. 5Verify after the match: Completed fixtures are checked against final results so accuracy can be reported by league and confidence level.

Football is uncertain. Injuries, tactical changes, red cards, weather, travel, motivation, and late team news can change match outcomes after a prediction is generated.