# Missing Value Prediction on BeijingAir-2 Source: [Missing Value Prediction on BeijingAir-2]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:59:56.477Z Evaluation of missing value prediction models on the BeijingAir-2 dataset, 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-2 | | 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-CP | 0.288 | Not recorded | 68fa711d1e209131cea4f310 | | SFTL-Tucker | 0.314 | Not recorded | 68fa711d1e209131cea4f310 | | SFTL-CP | 0.323 | Not recorded | 68fa711d1e209131cea4f310 | | SFTL-Tucker | 0.344 | Not recorded | 68fa711d1e209131cea4f310 | | NONFAT | 0.408 | Not recorded | 68fa711d1e209131cea4f310 | | NONFAT | 0.425 | Not recorded | 68fa711d1e209131cea4f310 | | BCTT | 0.454 | Not recorded | 68fa711d1e209131cea4f310 | | PTucker | 0.464 | Not recorded | 68fa711d1e209131cea4f310 | | BCTT | 0.504 | Not recorded | 68fa711d1e209131cea4f310 | | PTucker | 0.509 | Not recorded | 68fa711d1e209131cea4f310 | | POST | 0.518 | Not recorded | 68fa711d1e209131cea4f310 | | POST | 0.539 | Not recorded | 68fa711d1e209131cea4f310 | | ADF-CP | 0.542 | Not recorded | 68fa711d1e209131cea4f310 | | THIS-ODE | 0.544 | Not recorded | 68fa711d1e209131cea4f310 | | THIS-ODE | 0.553 | Not recorded | 68fa711d1e209131cea4f310 | | Tucker-ALS | 0.559 | Not recorded | 68fa711d1e209131cea4f310 | | ADF-CP | 0.583 | Not recorded | 68fa711d1e209131cea4f310 | | Tucker-ALS | 0.586 | Not recorded | 68fa711d1e209131cea4f310 | | CP-ALS | 0.594 | Not recorded | 68fa711d1e209131cea4f310 | | CT-CP | 0.641 | Not recorded | 68fa711d1e209131cea4f310 | | CT-CP | 0.642 | Not recorded | 68fa711d1e209131cea4f310 | | CP-ALS | 0.647 | Not recorded | 68fa711d1e209131cea4f310 | | CT-GP | 0.723 | Not recorded | 68fa711d1e209131cea4f310 | | CT-GP | 0.749 | Not recorded | 68fa711d1e209131cea4f310 | | BASS-Tucker | 1.035 | Not recorded | 68fa711d1e209131cea4f310 | | BASS-Tucker | 1.043 | Not recorded | 68fa711d1e209131cea4f310 | ### SFTL-CP RMSE: 0.288. Result ID: 6991982a3a6c314849093947. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Processing Mode":"Stream","Rank":"3"}. This record does not assert independent reproduction. ### SFTL-Tucker RMSE: 0.314. Result ID: 6991982a3a6c314849093948. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Processing Mode":"Stream","Rank":"3"}. This record does not assert independent reproduction. ### SFTL-CP RMSE: 0.323. Result ID: 6991982a3a6c31484909397b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Stream","Rank (R)":"2"}. This record does not assert independent reproduction. ### SFTL-Tucker RMSE: 0.344. Result ID: 6991982a3a6c31484909397c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Stream","Rank (R)":"2"}. This record does not assert independent reproduction. ### NONFAT RMSE: 0.408. Result ID: 6991982a3a6c314849093942. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Processing Mode":"Static","Rank":"3"}. This record does not assert independent reproduction. ### NONFAT RMSE: 0.425. Result ID: 6991982a3a6c314849093976. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Static","Rank (R)":"2"}. This record does not assert independent reproduction. ### BCTT RMSE: 0.454. Result ID: 6991982a3a6c314849093941. [Reporting paper]() Recorded evaluation configuration: {"Processing Mode":"Static","Rank":"3"}. This record does not assert independent reproduction. ### PTucker RMSE: 0.464. Result ID: 6991982a3a6c31484909393c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Processing Mode":"Static","Rank":"3"}. This record does not assert independent reproduction. ### BCTT RMSE: 0.504. Result ID: 6991982a3a6c314849093975. [Reporting paper]() Recorded evaluation configuration: {"Category":"Static","Rank (R)":"2"}. This record does not assert independent reproduction. ### PTucker RMSE: 0.509. Result ID: 6991982a3a6c314849093970. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Static","Rank (R)":"2"}. This record does not assert independent reproduction. ### POST RMSE: 0.518. Result ID: 6991982a3a6c314849093944. [Reporting paper]() Recorded evaluation configuration: {"Processing Mode":"Stream","Rank":"3"}. This record does not assert independent reproduction. ### POST RMSE: 0.539. Result ID: 6991982a3a6c314849093978. [Reporting paper]() Recorded evaluation configuration: {"Category":"Stream","Rank (R)":"2"}. This record does not assert independent reproduction. ### ADF-CP RMSE: 0.542. Result ID: 6991982a3a6c314849093945. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Processing Mode":"Stream","Rank":"3"}. This record does not assert independent reproduction. ### THIS-ODE RMSE: 0.544. Result ID: 6991982a3a6c314849093943. [Reporting paper]() Recorded evaluation configuration: {"Processing Mode":"Static","Rank":"3"}. This record does not assert independent reproduction. ### THIS-ODE RMSE: 0.553. Result ID: 6991982a3a6c314849093977. [Reporting paper]() Recorded evaluation configuration: {"Category":"Static","Rank (R)":"2"}. This record does not assert independent reproduction. ### Tucker-ALS RMSE: 0.559. Result ID: 6991982a3a6c31484909393d. [Reporting paper]() Recorded evaluation configuration: {"Processing Mode":"Static","Rank":"3"}. This record does not assert independent reproduction. ### ADF-CP RMSE: 0.583. Result ID: 6991982a3a6c314849093979. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Stream","Rank (R)":"2"}. This record does not assert independent reproduction. ### Tucker-ALS RMSE: 0.586. Result ID: 6991982a3a6c314849093971. [Reporting paper]() Recorded evaluation configuration: {"Category":"Static","Rank (R)":"2"}. This record does not assert independent reproduction. ### CP-ALS RMSE: 0.594. Result ID: 6991982a3a6c31484909393e. [Reporting paper]() Recorded evaluation configuration: {"Processing Mode":"Static","Rank":"3"}. This record does not assert independent reproduction. ### CT-CP RMSE: 0.641. Result ID: 6991982a3a6c31484909393f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Processing Mode":"Static","Rank":"3"}. This record does not assert independent reproduction. ### CT-CP RMSE: 0.642. Result ID: 6991982a3a6c314849093973. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Static","Rank (R)":"2"}. This record does not assert independent reproduction. ### CP-ALS RMSE: 0.647. Result ID: 6991982a3a6c314849093972. [Reporting paper]() Recorded evaluation configuration: {"Category":"Static","Rank (R)":"2"}. This record does not assert independent reproduction. ### CT-GP RMSE: 0.723. Result ID: 6991982a3a6c314849093974. [Reporting paper]() Recorded evaluation configuration: {"Category":"Static","Rank (R)":"2"}. This record does not assert independent reproduction. ### CT-GP RMSE: 0.749. Result ID: 6991982a3a6c314849093940. [Reporting paper]() Recorded evaluation configuration: {"Processing Mode":"Static","Rank":"3"}. This record does not assert independent reproduction. ### BASS-Tucker RMSE: 1.035. Result ID: 6991982a3a6c314849093946. [Reporting paper]() Recorded evaluation configuration: {"Processing Mode":"Stream","Rank":"3"}. This record does not assert independent reproduction. ### BASS-Tucker RMSE: 1.043. Result ID: 6991982a3a6c31484909397a. [Reporting paper]() Recorded evaluation configuration: {"Category":"Stream","Rank (R)":"2"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.