Tag: prediction
tool
★ 8
Time Series Forecasting with ARIMA and Holt-Winters
This tool provides robust time series forecasting, utilising both ARIMA and Holt-Winters exponential smoothing methods. It predicts future values, such as revenue or traffic, while providing associated 95% confidence intervals for enhanced …
tool
★ 8
multi-model consensus for agent predictions
This tool generates a mathematically optimal consensus prediction by aggregating outputs from multiple LLMs or models. It automatically weights contributions based on historical accuracy and calculates entropy to measure model disagreement.
skill
★ 8
Bayesian Belief Updating for AI Agents
This skill implements Bayesian inference, allowing agents to refine initial beliefs (priors) by systematically incorporating multiple weighted evidence sources. It calculates a posterior probability, enabling robust, multi-factor prediction…