Trace data | Dimension of analysis | Methods |
---|---|---|
Logs, videos, Multimodal data, individual traces or activities | Sequences | Sequence mining |
Transitions and flow | Process mining or sequence mining | |
Relations and interactions | Network analysis | |
Covariation and relations | Psychological networks | |
Evolution | Temporal networks | |
Commonalities or grouping | Clustering | |
Trends | Time series | |
Aggregation and frequencies | Frequency and visualizations | |
Co-temporal data | Co-occurrence | Epistemic network analysis |
Covariation and relations | Network analysis | |
Contemporaneous data | Sessions of events | Process mining or sequence mining |
Covariation or correlation | Psychological networks | |
Longitudinal data | Longitudinal evolution | Temporal networks |
 | Sequence or trajectory | Sequence mining or hidden Markov models |
 | Modelling | Group-based trajectory modelling, Longitudinal clustering or latent class analysis |
Covariation, temporal evolution and relations (interdependence) | Temporal networks of time series data |