What features influence the emerging of trends and patterns?

In this section, the best explainable visualisations to highlight the features influence are displayed. Specifically, this section will help you to show which variables carry more weight in the model’s predictions.

Bar/Line Plot


Example from XMANAI

A bar/line chart combines features of bar and line charts, using bars for discrete categories and lines to indicate trends over a continuous scale.
It is useful for illustrating relationships between two datasets, allowing emphasis on individual values and the overall pattern in a single representation.

A bar chart has been used in XMANAI to compare the trend of a sensor real values and predicted values in a specific range of time to let the user compare the values and create trust in the XAI models used.