# Classification on Malware 60% MCAR Source: [Classification on Malware 60% MCAR]() Collection index: [llms.txt]() Data updated: 2026-03-19T08:38:45.466Z Evaluation of classification performance on the Malware dataset configured with 60% Missing Completely At Random (MCAR) data, reporting Ground Truth Accuracy, standard Accuracy, inference Time, and the percentage of imputed samples. 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 | Classification | | Dataset (including any stated split) | Malware 60% MCAR | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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. - [Ground Truth Accuracy](): Higher is better; unit: PERCENT. - [Inference Time (s)](): Lower is better; unit: TIME. - [Imputed Samples (%)](): Lower is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Baseline | 97.87 | Not recorded | 68fa77871e209131cea73d8c | | Baseline | 96.7 | Not recorded | 68fa77871e209131cea73d8c | | Baseline | 96.52 | Not recorded | 68fa77871e209131cea73d8c | | AC | 96.51 | Not recorded | 68fa77871e209131cea73d8c | | AC | 96.48 | Not recorded | 68fa77871e209131cea73d8c | | AC | 96.48 | Not recorded | 68fa77871e209131cea73d8c | | Baseline | 96.48 | Not recorded | 68fa77871e209131cea73d8c | | Baseline | 96.48 | Not recorded | 68fa77871e209131cea73d8c | | AMR | 96.47 | Not recorded | 68fa77871e209131cea73d8c | | AMR | 96.43 | Not recorded | 68fa77871e209131cea73d8c | | AMR | 96.38 | Not recorded | 68fa77871e209131cea73d8c | | MR | 96.37 | Not recorded | 68fa77871e209131cea73d8c | | Baseline | 96.16 | Not recorded | 68fa77871e209131cea73d8c | | AMR | 95.87 | Not recorded | 68fa77871e209131cea73d8c | | AMR | 95.2 | Not recorded | 68fa77871e209131cea73d8c | | AMR | 94.32 | Not recorded | 68fa77871e209131cea73d8c | | AMR | 93.9 | Not recorded | 68fa77871e209131cea73d8c | | AC | 88.67 | Not recorded | 68fa77871e209131cea73d8c | ### Baseline Accuracy: 97.87. Result ID: 69bbb61347f34ce924a59060. [Reporting paper]() Recorded evaluation configuration: {"Imputation model":"TCSDI","Classifier":"MLP"}. This record does not assert independent reproduction. ### Baseline Accuracy: 96.7. Result ID: 69bbb61347f34ce924a59061. [Reporting paper]() Recorded evaluation configuration: {"Imputation model":"MF","Classifier":"MLP"}. This record does not assert independent reproduction. ### Baseline Accuracy: 96.52. Result ID: 69bbb61347f34ce924a58f3b. [Reporting paper]() Recorded evaluation configuration: {"Imputation Model":"TCSDI"}. This record does not assert independent reproduction. ### AC Accuracy: 96.51. Result ID: 69bbb61347f34ce924a58f38. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Model":"TCSDI"}. This record does not assert independent reproduction. ### AC Accuracy: 96.48. Result ID: 69bbb61347f34ce924a58f37. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Model":"KNN"}. This record does not assert independent reproduction. ### AC Accuracy: 96.48. Result ID: 69bbb61347f34ce924a58f39. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Model":"MF"}. This record does not assert independent reproduction. ### Baseline Accuracy: 96.48. Result ID: 69bbb61347f34ce924a58f3a. [Reporting paper]() Recorded evaluation configuration: {"Imputation Model":"KNN"}. This record does not assert independent reproduction. ### Baseline Accuracy: 96.48. Result ID: 69bbb61347f34ce924a58f3c. [Reporting paper]() Recorded evaluation configuration: {"Imputation Model":"MF"}. This record does not assert independent reproduction. ### AMR Accuracy: 96.47. Result ID: 69bbb61347f34ce924a58f35. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Model":"TCSDI"}. This record does not assert independent reproduction. ### AMR Accuracy: 96.43. Result ID: 69bbb61347f34ce924a58f36. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Model":"MF"}. This record does not assert independent reproduction. ### AMR Accuracy: 96.38. Result ID: 69bbb61347f34ce924a58f34. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Model":"KNN"}. This record does not assert independent reproduction. ### MR Accuracy: 96.37. Result ID: 69bbb61347f34ce924a58e56. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Repair Method":"Minimal Repair","Classifier":"SVM"}. This record does not assert independent reproduction. ### Baseline Accuracy: 96.16. Result ID: 69bbb61347f34ce924a5905f. [Reporting paper]() Recorded evaluation configuration: {"Imputation model":"KNN","Classifier":"MLP"}. This record does not assert independent reproduction. ### AMR Accuracy: 95.87. Result ID: 69bbb61347f34ce924a5905d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation model":"TCSDI","Classifier":"MLP"}. This record does not assert independent reproduction. ### AMR Accuracy: 95.2. Result ID: 69bbb61347f34ce924a58e57. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Repair Method":"Almost Minimal Repair","Classifier":"SVM"}. This record does not assert independent reproduction. ### AMR Accuracy: 94.32. Result ID: 69bbb61347f34ce924a5905e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation model":"MF","Classifier":"MLP"}. This record does not assert independent reproduction. ### AMR Accuracy: 93.9. Result ID: 69bbb61347f34ce924a5905c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation model":"KNN","Classifier":"MLP"}. This record does not assert independent reproduction. ### AC Accuracy: 88.67. Result ID: 69bbb61347f34ce924a58e55. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Repair Method":"Attribute Completion","Classifier":"SVM"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.