How anomalies could be addressed?

In this section, the best explainable visualisations to manage anomalies are displayed. Anomalies are deviations or irregularities in data patterns that stand out from the expected or normal behavior. The objective of this section is to assist you in addressing these irregularities, facilitating a restoration of standard operating conditions.

Images

Description

Example from XMANAI

Images refer to a graphical representation such as picture, map or diagram that synthesizes and highlights complex information in an understandable manner. Images are often used to effectively communicate data, allowing people to identify patterns, trends, or key points more intuitively than a tabular representation of data.

One XMANAI demonstrator used an image to depict in a comprehensible way which are the most influential features and how they affect the
sales prediction (increasing/decreasing the sales predictions).