Tag: prediction intervals

Scientists attached statistically guaranteed prediction intervals to an epigenetic age clock, achieving near-nominal coverage with only 16 CpG sites.

A comparative study of seven uncertainty-aware machine learning frameworks on real-world cargo EV data shows trade-offs between prediction accuracy, interval ...

A condition-stratified study of westbound Interstate I-94 found that XGBoost without weather variables delivered the most accurate hour-ahead traffic forecasts.

A study in Guangxi, China, combined UAV-LiDAR with NGBoost to predict forest stock volume as full probability distributions, achieving an ...

Researchers have introduced Conformalized Selective Regression, a framework that uses conformal prediction to let regression models abstain when uncertainty is ...

A study of 40 months of aggregated Indian rainfall data found that a parsimonious seasonal ARIMA model matched a seasonal-naive ...

A new study finds XGBoost reduces airline route passenger-traffic forecast error by 16.72 percent versus a naive benchmark, while showing ...

An umbrella review of fourteen meta-analyses finds patellar resurfacing in primary total knee replacement reduces reoperation risk but does not ...

Zhejiang University researchers report a physics-guided framework combining generative imputation, dynamic graph attention, and a constrained decoder that achieved zero ...

A systematic review of 25 studies finds pooled prevalence estimates of 16.8 percent for urinary tract infections and 22.8 percent ...