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Multivariate Time Series Classification on UEA multivariate time-series archive (test)

41.51Ethanol Concentration Score

MSTN-BiLSTM

Updated 4d ago

Evaluation Results

Method
MSTN-BiLSTM 2025.11	41.51	-	-	-	-	-	-	-	-	59.41	-	-	91.2	84.77	-	99.31	-	-	-	-	90.87	-	-	-	84.78	54.27	99.68	-	93.18	79.9
MSTN-Transformer 2025.11	37.92	-	-	-	-	-	-	-	-	67.05	-	-	81.97	82.42	-	98.63	-	-	-	-	89.92	-	-	-	84.21	53.58	100	-	92.37	78.81
TimesNet 2025.11	35.7	-	-	-	-	-	-	-	-	68.6	-	-	32.1	78	-	98.4	-	-	-	-	89.6	-	-	-	91.8	57.2	99	-	85.3	73.67
Flowformer 2025.11	33.8	-	-	-	-	-	-	-	-	67.6	-	-	33.8	77.6	-	98.9	-	-	-	-	83.8	-	-	-	92.5	56.1	98.8	-	86.6	72.85
Stationary 2025.11	32.7	-	-	-	-	-	-	-	-	68	-	-	31.6	73.7	-	99.2	-	-	-	-	87.3	-	-	-	89.4	57.2	100	-	87.5	72.73
Transformer 2025.11	32.7	-	-	-	-	-	-	-	-	67.3	-	-	32	76.1	-	98.7	-	-	-	-	82.1	-	-	-	92.2	53.9	98.4	-	85.6	71.9
DLinear 2025.11	32.6	-	-	-	-	-	-	-	-	68	-	-	27	75.1	-	96.2	-	-	-	-	75.1	-	-	-	87.3	50.5	81.4	-	82.1	65.53
GPT2 (6) 2025.11	31.9	-	-	-	-	-	-	-	-	67.3	-	-	32	76.1	-	98.6	-	-	-	-	82.1	-	-	-	93.2	59.4	99.2	-	88.1	72.79
Reformer 2025.11	31.9	-	-	-	-	-	-	-	-	68.6	-	-	27.4	77.1	-	97.8	-	-	-	-	82.7	-	-	-	90.4	56.7	97	-	85.6	71.52
Autoformer 2025.11	31.6	-	-	-	-	-	-	-	-	68.4	-	-	36.7	74.6	-	96.2	-	-	-	-	82.7	-	-	-	84	50.6	100	-	85.9	71.07
Informer 2025.11	31.6	-	-	-	-	-	-	-	-	67	-	-	32.8	80.5	-	98.9	-	-	-	-	81.5	-	-	-	90.1	53.3	100	-	85.6	72.13
FEDformer 2025.11	31.2	-	-	-	-	-	-	-	-	66	-	-	28	73.7	-	98.4	-	-	-	-	80.9	-	-	-	88.7	54.4	100	-	85.3	70.66
Pyraformer 2025.11	30.8	-	-	-	-	-	-	-	-	65.7	-	-	29.4	75.6	-	98.4	-	-	-	-	83.2	-	-	-	88.1	53.3	99.6	-	83.4	70.75
LightTS 2025.11	29.7	-	-	-	-	-	-	-	-	67.5	-	-	26.1	75.1	-	96.2	-	-	-	-	88.4	-	-	-	89.8	51.1	100	-	80.3	70.43
ETSformer 2025.11	28.1	-	-	-	-	-	-	-	-	66.3	-	-	32.5	71.2	-	95.9	-	-	-	-	86	-	-	-	89.6	55	100	-	85	70.96
FiLM 2025.08	26.87	86.11	33.33	37.5	53.24	20	77.53	31.81	56.28	62.93	49	33.33	6.59	72.2	67.51	89.37	33.97	78.33	50	78.7	66.09	90.32	7.87	58.99	90.1	49.81	96.95	37.78	78.44	55.9
LightTS 2025.08	26.36	97.11	42.22	94.17	89.35	31.33	90	48.09	85.75	66.85	50.33	53.6	13.18	74.63	70.27	94.86	35.09	70.93	51.67	93.33	80.15	94.42	5.68	69.52	91.01	53.33	97.38	46.67	82.81	65.52
DLinear 2025.08	25.98	97.11	28.89	85	91.2	38.67	90.25	33.08	45.17	66.39	48.67	53.6	12.94	72.52	15.78	96.31	31.58	67.96	55	93.7	69.56	90.17	6.33	75.66	91.81	49.26	96.45	31.11	81.46	60.06
TimesNet 2025.08	25.98	97.89	35.56	99.17	91.2	56.67	93.7	35.11	86.23	65.22	50.67	54.95	23.49	74.96	61.96	97.84	34.12	77.78	48	90.74	81.31	97.24	10.76	86.62	81.91	52.41	97.54	40	86.46	66.74
LITE 2025.08	25.1	98.44	31.11	75	98.61	54	16.67	71.76	96.86	66.8	52.33	29.28	19.65	74.15	61.69	97.93	31.81	88.52	48.67	95.74	77.07	98.36	25.03	87.72	85.21	51.48	99.59	33.33	90.62	64.91
TSLANet 2025.08	24.84	98	35.56	100	97.69	62.67	87.78	77.35	93.48	57.04	54.67	31.08	33.37	73.82	54.54	96.94	33.82	85	52	94.07	74.18	98.02	21.83	77.19	87.71	55.19	98.44	28.89	90.62	68.13
PatchTST 2025.08	24.33	97.78	26.67	60.83	91.67	17.33	94.57	31.04	96.14	64.78	52.67	44.14	14.08	59.67	59.17	94.95	41.73	74.81	52.67	75	67.44	94.35	7.22	72.59	81.8	52.78	96.33	51.11	84.27	61.45
PRISM 2025.08	24.21	98.33	40	100	97.69	37.33	80.37	62.6	89.61	62.68	57.33	32.88	18.04	80	70.48	97.03	31.74	85.56	48	91.67	81.7	97.44	25.81	73.9	86.69	54.81	98.56	40	85.62	67.24
MiniROCKET 2025.08	23.57	98.56	33.33	100	98.61	52.67	97.78	48.85	100	59.9	60	36.49	45.37	75.45	62.32	98.02	42.5	93.7	58.33	91.67	84.2	10.38	17.91	90.57	91.01	51.85	98.12	35.56	92.19	67.2
Mamba 2025.08	23.45	98	26.67	94.17	98.61	58	92.96	52.84	96.38	65.35	54.33	54.5	8.43	76.59	63.25	96.58	26.16	84.81	50	92.41	73.99	98.39	26.27	89.47	87.14	53.89	98.95	26.67	85.73	67.38
iTransformer 2025.08	23.45	98.44	28.89	90	87.04	42	91.36	47.07	71.26	64.77	54	51.35	23.1	74.47	71.98	96.67	33.67	88.7	55	83.52	80.15	96.86	6.66	76.32	89.65	54.81	98.14	33.33	85.94	65.47