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. 2021 Sep 9;21(18):6037. doi: 10.3390/s21186037

Table 5.

Summary of methods for evaluating activity recognition algorithms.

Ref Train/Test Spilt K-Fold Leave-One-Out  Multi-Day Respect Time Sensitive to Data Real Time Offline Recognition Usable on
Cross-Validation Cross-Validation Segment Order of Activities Drift Problem Recognition Small Datasets
[16] Yes Yes Yes Yes No
[14,15,61] No No No Yes No
[41,49,51,60,78] Not necessarily No Yes Yes Yes
[34] Yes No Yes Yes No