A diagnostic apparatus and method are described. The diagnostic apparatus includes a diagnostic model unit configured to diagnose time-series data based on a model structure and parameters of a diagnostic model performing probability model-based analysis. The diagnostic apparatus also includes a learner configured to change the parameters using the time-series data as training data, and a change detector configured to detect a parameter change and output an alarm signal based on the detected parameter change.
