SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 551–560 of 1237 papers

TitleStatusHype
GATGPT: A Pre-trained Large Language Model with Graph Attention Network for Spatiotemporal Imputation—0
MINTY: Rule-based Models that Minimize the Need for Imputing Features with Missing ValuesCode0
Correlated Attention in Transformers for Multivariate Time Series—0
Handling Overlapping Asymmetric Datasets -- A Twice Penalized P-Spline Approach—0
Xputer: Bridging Data Gaps with NMF, XGBoost, and a Streamlined GUI Experience—0
Iterative missing value imputation based on feature importance—0
Missing Value Imputation for Multi-attribute Sensor Data Streams via Message Propagation (Extended Version)Code0
Convolve and Conquer: Data Comparison with Wiener FiltersCode0
On the Consistency of Maximum Likelihood Estimation of Probabilistic Principal Component Analysis—0
CATE Estimation With Potential Outcome Imputation From Local Regression—0
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All datasetsHMNISTPhysioNet Challenge 2012Sprites

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GP-VAE (B-NLST)AUROC0.96—Unverified
#ModelMetricClaimedVerifiedStatus
1GP-VAE (B-NLST)AUROC0.74—Unverified
#ModelMetricClaimedVerifiedStatus
1GP-VAE (B-NLST)MSE0—Unverified