Beacon-Based Time-Spatial Recognition toward Automatic Daily Care Reporting for Nursing Homes

Table 1

Comparison result of smoothing methods (time ).

Activity	RF					GBDT					SVM
	CR	MFV	RF	GBDT	LR	CR	MFV	RF	GBDT	LR	CR	MFV	RF	GBDT	LR
Toilet	0.483	0.764	0.643	0.725	0	0.501	0.767	0.671	0.743	0	0.497	0.648	0.633	0.688	0
Bath	0.630	0.896	0.872	0.889	0.507	0.723	0.896	0.893	0.903	0.593	0.755	0.885	0.874	0.882	0.748
Rehabilitation	0.355	0.494	0.549	0.616	0	0.416	0.519	0.572	0.638	0	0.408	0.421	0.554	0.604	0
Resting	0.490	0.301	0	0	0	0.480	0.297	0	0	0	0.380	0.105	0	0	0
Recreation	0.535	0.636	0.606	0.628	0.542	0.548	0.647	0.593	0.616	0.527	0.553	0.611	0.557	0.593	0.529
Living	0.793	0.865	0.765	0.764	0.867	0.783	0.862	0.744	0.758	0.863	0.797	0.869	0.721	0.755	0.867
Weighted average	0.700	0.791	0.716	0.725	0.722	0.710	0.793	0.701	0.720	0.720	0.714	0.782	0.675	0.709	0.731