ArticleStatistica Sinica2023
Feature-weighted elastic net: using "features of features" for better prediction.
Article in Statistica Sinica, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
8 citing papers in PubMed.
- Prediction Model of Powdery Mildew Disease Index in Rubber Trees Based on Machine Learning.Plants (Basel, Switzerland) · 2025Article
- Adaptive Use of Co-Data Through Empirical Bayes for Bayesian Additive Regression Trees.Statistics in medicine · 2025Article
- High-Dimensional Variable Selection With Competing Events Using Cooperative Penalized Regression.Biometrical journal. Biometrische Zeitschrift · 2025Article
- Penalized regression with multiple sources of prior effects.Bioinformatics (Oxford, England) · 2023Article
- ecpc: an R-package for generic co-data models for high-dimensional prediction.BMC bioinformatics · 2023Article
- Fast Marginal Likelihood Estimation of Penalties for Group-Adaptive Elastic Net.Journal of computational and graphical statistics : a joint publication of American Statistical Association, Institute of Mathematical Statistics, Interface Foundation of North America · 2023Article
- Characterization of the treatment-naive immune microenvironment in melanoma withJournal for immunotherapy of cancer · 2022Article
- Hierarchical Ridge Regression for Incorporating Prior Information in Genomic Studies.Journal of data science : JDS · 2022Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors.
Funding
Abstract
In some supervised learning settings, the practitioner might have additional information on the features used for prediction. We propose a new method which leverages this additional information for better prediction. The method, which we call the
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.