# Missing Value Prediction on BeijingAir 3 Source: [Missing Value Prediction on BeijingAir 3]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:59:56.494Z Evaluation of models performing Missing Value Prediction on the BeijingAir 3 dataset, typically assessed using RMSE and MAE. 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 | Missing value prediction | | Dataset (including any stated split) | BeijingAir 3 | | Metric | RMSE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 26 of 26 | | 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 - [RMSE](): Lower is better; unit: SCALAR. - [MAE](): Lower is better; unit: SCALAR. ## Recorded results | Method | RMSE | Result date | Report paper | | --- | --- | --- | --- | | SFTL-Tucker | 0.41 | Not recorded | 68fa711d1e209131cea4f310 | | SFTL-Tucker | 0.417 | Not recorded | 68fa711d1e209131cea4f310 | | PTucker | 0.421 | Not recorded | 68fa711d1e209131cea4f310 | | PTucker | 0.442 | Not recorded | 68fa711d1e209131cea4f310 | | SFTL-CP | 0.454 | Not recorded | 68fa711d1e209131cea4f310 | | SFTL-CP | 0.462 | Not recorded | 68fa711d1e209131cea4f310 | | ADF-CP | 0.518 | Not recorded | 68fa711d1e209131cea4f310 | | ADF-CP | 0.54 | Not recorded | 68fa711d1e209131cea4f310 | | POST | 0.622 | Not recorded | 68fa711d1e209131cea4f310 | | POST | 0.695 | Not recorded | 68fa711d1e209131cea4f310 | | BCTT | 0.799 | Not recorded | 68fa711d1e209131cea4f310 | | CT-CP | 0.819 | Not recorded | 68fa711d1e209131cea4f310 | | BCTT | 0.829 | Not recorded | 68fa711d1e209131cea4f310 | | CT-CP | 0.832 | Not recorded | 68fa711d1e209131cea4f310 | | Tucker-ALS | 0.863 | Not recorded | 68fa711d1e209131cea4f310 | | THIS-ODE | 0.876 | Not recorded | 68fa711d1e209131cea4f310 | | NONFAT | 0.877 | Not recorded | 68fa711d1e209131cea4f310 | | THIS-ODE | 0.878 | Not recorded | 68fa711d1e209131cea4f310 | | NONFAT | 0.878 | Not recorded | 68fa711d1e209131cea4f310 | | CT-GP | 0.88 | Not recorded | 68fa711d1e209131cea4f310 | | CT-GP | 0.895 | Not recorded | 68fa711d1e209131cea4f310 | | Tucker-ALS | 0.896 | Not recorded | 68fa711d1e209131cea4f310 | | CP-ALS | 0.901 | Not recorded | 68fa711d1e209131cea4f310 | | CP-ALS | 0.918 | Not recorded | 68fa711d1e209131cea4f310 | | BASS-Tucker | 0.982 | Not recorded | 68fa711d1e209131cea4f310 | | BASS-Tucker | 0.99 | Not recorded | 68fa711d1e209131cea4f310 | ### SFTL-Tucker RMSE: 0.41. Result ID: 6991982a3a6c314849093955. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Processing Mode":"Stream","Rank":"3"}. This record does not assert independent reproduction. ### SFTL-Tucker RMSE: 0.417. Result ID: 6991982a3a6c314849093989. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Stream","Rank (R)":"2"}. This record does not assert independent reproduction. ### PTucker RMSE: 0.421. Result ID: 6991982a3a6c314849093949. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Processing Mode":"Static","Rank":"3"}. This record does not assert independent reproduction. ### PTucker RMSE: 0.442. Result ID: 6991982a3a6c31484909397d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Static","Rank (R)":"2"}. This record does not assert independent reproduction. ### SFTL-CP RMSE: 0.454. Result ID: 6991982a3a6c314849093954. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Processing Mode":"Stream","Rank":"3"}. This record does not assert independent reproduction. ### SFTL-CP RMSE: 0.462. Result ID: 6991982a3a6c314849093988. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Stream","Rank (R)":"2"}. This record does not assert independent reproduction. ### ADF-CP RMSE: 0.518. Result ID: 6991982a3a6c314849093952. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Processing Mode":"Stream","Rank":"3"}. This record does not assert independent reproduction. ### ADF-CP RMSE: 0.54. Result ID: 6991982a3a6c314849093986. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Stream","Rank (R)":"2"}. This record does not assert independent reproduction. ### POST RMSE: 0.622. Result ID: 6991982a3a6c314849093951. [Reporting paper]() Recorded evaluation configuration: {"Processing Mode":"Stream","Rank":"3"}. This record does not assert independent reproduction. ### POST RMSE: 0.695. Result ID: 6991982a3a6c314849093985. [Reporting paper]() Recorded evaluation configuration: {"Category":"Stream","Rank (R)":"2"}. This record does not assert independent reproduction. ### BCTT RMSE: 0.799. Result ID: 6991982a3a6c314849093982. [Reporting paper]() Recorded evaluation configuration: {"Category":"Static","Rank (R)":"2"}. This record does not assert independent reproduction. ### CT-CP RMSE: 0.819. Result ID: 6991982a3a6c31484909394c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Processing Mode":"Static","Rank":"3"}. This record does not assert independent reproduction. ### BCTT RMSE: 0.829. Result ID: 6991982a3a6c31484909394e. [Reporting paper]() Recorded evaluation configuration: {"Processing Mode":"Static","Rank":"3"}. This record does not assert independent reproduction. ### CT-CP RMSE: 0.832. Result ID: 6991982a3a6c314849093980. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Static","Rank (R)":"2"}. This record does not assert independent reproduction. ### Tucker-ALS RMSE: 0.863. Result ID: 6991982a3a6c31484909394a. [Reporting paper]() Recorded evaluation configuration: {"Processing Mode":"Static","Rank":"3"}. This record does not assert independent reproduction. ### THIS-ODE RMSE: 0.876. Result ID: 6991982a3a6c314849093984. [Reporting paper]() Recorded evaluation configuration: {"Category":"Static","Rank (R)":"2"}. This record does not assert independent reproduction. ### NONFAT RMSE: 0.877. Result ID: 6991982a3a6c31484909394f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Processing Mode":"Static","Rank":"3"}. This record does not assert independent reproduction. ### THIS-ODE RMSE: 0.878. Result ID: 6991982a3a6c314849093950. [Reporting paper]() Recorded evaluation configuration: {"Processing Mode":"Static","Rank":"3"}. This record does not assert independent reproduction. ### NONFAT RMSE: 0.878. Result ID: 6991982a3a6c314849093983. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Static","Rank (R)":"2"}. This record does not assert independent reproduction. ### CT-GP RMSE: 0.88. Result ID: 6991982a3a6c314849093981. [Reporting paper]() Recorded evaluation configuration: {"Category":"Static","Rank (R)":"2"}. This record does not assert independent reproduction. ### CT-GP RMSE: 0.895. Result ID: 6991982a3a6c31484909394d. [Reporting paper]() Recorded evaluation configuration: {"Processing Mode":"Static","Rank":"3"}. This record does not assert independent reproduction. ### Tucker-ALS RMSE: 0.896. Result ID: 6991982a3a6c31484909397e. [Reporting paper]() Recorded evaluation configuration: {"Category":"Static","Rank (R)":"2"}. This record does not assert independent reproduction. ### CP-ALS RMSE: 0.901. Result ID: 6991982a3a6c31484909394b. [Reporting paper]() Recorded evaluation configuration: {"Processing Mode":"Static","Rank":"3"}. This record does not assert independent reproduction. ### CP-ALS RMSE: 0.918. Result ID: 6991982a3a6c31484909397f. [Reporting paper]() Recorded evaluation configuration: {"Category":"Static","Rank (R)":"2"}. This record does not assert independent reproduction. ### BASS-Tucker RMSE: 0.982. Result ID: 6991982a3a6c314849093987. [Reporting paper]() Recorded evaluation configuration: {"Category":"Stream","Rank (R)":"2"}. This record does not assert independent reproduction. ### BASS-Tucker RMSE: 0.99. Result ID: 6991982a3a6c314849093953. [Reporting paper]() Recorded evaluation configuration: {"Processing Mode":"Stream","Rank":"3"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.