Share your thoughts, 1 month free Claude Pro on usSee more

Change Point Detection

Benchmarks

Dataset Name	SOTA Method	Metric
Synthetic SBM Change with possibly partial evolution	graph-RSS L2,2	Rand Index94.07	49	1mo ago
Synthetic SBM changing speed CPD (full evolution)	graph-RSS L2,2	F1 Score78.83	49	1mo ago
Synthetic SBM endpoint deviation and full evolution	Prototype dis. L1,1	F1 Score88.41	49	1mo ago
Synthetic SBM endpoint deviation and partial evolution	graph-RSS BW	F1 Score95.03	49	1mo ago
CPD with endpoint deviation and full evolution (SBM)	graph-RSS BW	Hausdorff Distance9.4	49	1mo ago
Synthetic SBM datasets changing speed (test)	graph-RSS L2,2	Hausdorff Distance6.82	49	1mo ago
Synthetic SBM Full evolution to endpoint graph	graph-RSS BW	Rand Index94.11	49	1mo ago
Synthetic SBM pace changes on fixed trajectories	graph-RSS L2,2	Rand Index86.19	49	1mo ago
CPD synthetic SBM endpoint deviation and partial evolution	graph-RSS BW	Hausdorff distance8.53	49	1mo ago
Variance change synthetic data		Detection Power (P_mean^2)99	40	4mo ago
Synthetic high-dimensional data (variance change Σ = 2Id)	Kernel	Mean Probability0.99	40	4mo ago
Synthetic Dataset 2 (test)	MENT	F1 Score96.5	18	2mo ago
Gaussian mean change Δ = 1/d^(1/3)		P_mean (d=1)0.99	10	4mo ago
CENSREC-1-C SNR 15	Algorithm 3.1	FA0	9	4mo ago
CENSREC-1-C SNR 20	Algorithm 3.1	FA0	9	4mo ago
CENSREC-1-C Clean Record	Algorithm 3.1	FA Rate0	9	4mo ago
Room Occupancy (test)		False Alarm Rate0	9	4mo ago
CoAuthor	VCP	WD0.36	7	2mo ago
HTRU2		Rand Index (RI)98	6	4mo ago
MAGIC	Pelt	Record Index (RI)97	6	4mo ago
Higgs	ONNC	RI0.97	6	4mo ago
EMG	ONNC	RI98	6	4mo ago
MNIST		Record Index (RI)99	6	4mo ago
Cov jumps		RI97	6	4mo ago
Variance jumps		RI99	6	4mo ago

Showing 25 of 51 rows