# Multivariate Time Series Classification on LP5 Source: [Multivariate Time Series Classification on LP5]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:27:29.858Z Evaluation of Multivariate Time Series Classification performance on the LP5 dataset, measured using accuracy. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Multivariate Time Series Classification | | Dataset (including any stated split) | LP5 | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 13 of 13 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | SOTA \[27\] | 71 | Not recorded | 68fa65ff1e209131cea0dd82 | | LPS | 69 | Not recorded | 68fa64c11e209131cea0652a | | WEASEL+MUSE | 69 | Not recorded | 68fa64c11e209131cea0652a | | mvARF | 68 | Not recorded | 68fa64c11e209131cea0652a | | MALSTM-FCN | 67 | Not recorded | 68fa65ff1e209131cea0dd82 | | MLSTM-FCN | 66 | Not recorded | 68fa65ff1e209131cea0dd82 | | SMTS | 65 | Not recorded | 68fa64c11e209131cea0652a | | MLSTM-FCN | 65 | Not recorded | 68fa64c11e209131cea0652a | | ALSTM-FCN | 62 | Not recorded | 68fa65ff1e209131cea0dd82 | | LSTM-FCN | 61 | Not recorded | 68fa65ff1e209131cea0dd82 | | DTWi | 54 | Not recorded | 68fa64c11e209131cea0652a | | ARKernel | 47 | Not recorded | 68fa64c11e209131cea0652a | | gRSF | 45 | Not recorded | 68fa64c11e209131cea0652a | ### SOTA \[27\] Accuracy: 71. Result ID: 698cd7268b517eb4331d1a44. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LPS Accuracy: 69. Result ID: 698c8c0a0b614d12cff17f54. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### WEASEL+MUSE Accuracy: 69. Result ID: 698c8c0a0b614d12cff17f5a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### mvARF Accuracy: 68. Result ID: 698c8c0a0b614d12cff17f55. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MALSTM-FCN Accuracy: 67. Result ID: 698cd7268b517eb4331d1a43. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MLSTM-FCN Accuracy: 66. Result ID: 698cd7268b517eb4331d1a41. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SMTS Accuracy: 65. Result ID: 698c8c0a0b614d12cff17f53. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MLSTM-FCN Accuracy: 65. Result ID: 698c8c0a0b614d12cff17f59. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ALSTM-FCN Accuracy: 62. Result ID: 698cd7268b517eb4331d1a42. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LSTM-FCN Accuracy: 61. Result ID: 698cd7268b517eb4331d1a40. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DTWi Accuracy: 54. Result ID: 698c8c0a0b614d12cff17f56. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ARKernel Accuracy: 47. Result ID: 698c8c0a0b614d12cff17f57. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### gRSF Accuracy: 45. Result ID: 698c8c0a0b614d12cff17f58. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.