Evidence map›Paper›PMID 40771346›Full record

ArticleAnnals of statistics2024

SUPERVISED HOMOGENEITY FUSION: A COMBINATORIAL APPROACH.

Wen Wang, Shihao Wu, Ziwei Zhu, Ling Zhou, Peter X-K Song

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Annals of statistics, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Article
  2. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Wen WangDepartment of Biostatistics, University of Michigan, Ann Arbor.
Shihao WuDepartment of Statistics, University of Michigan, Ann Arbor.
Ziwei ZhuDepartment of Statistics, University of Michigan, Ann Arbor.
Ling ZhouCenter of Statistical Research, Southwestern University of Finance and Economics.
Peter X-K SongDepartment of Biostatistics, University of Michigan, Ann Arbor.

Funding

Statistical methods for analysis of high-dimensional mediation pathwaysR01ES033656 · NIEHS · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI Karen Eileen Peterson, Peter Xuekun Song · 2023 to 2026
$1.4M
Statistical Methods to Assess Early Life Environmental Exposures on Child HealthR01ES024732 · NIEHS · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI SONG, PETER XUEKUN · 2015 to 2018
$1.3M
NIEHS NIH HHS R01 ES024732NIEHS NIH HHS R01 ES033656
6 · The paper itself

Abstract

Fusing regression coefficients into homogeneous groups can unveil those coefficients that share a common value within each group. Such groupwise homogeneity reduces the intrinsic dimension of the parameter space and unleashes sharper statistical accuracy. We propose and investigate a new combinatorial grouping approach called

Indexed as

Clusteringdimension reductionlinear modelmixed integer optimizationsupervised learning

Identifiers

PMID40771346
PMCPMC12327361

What OpenQuestion holds

Textmetadata
LicenceTDM
Read underepoch 390

Registered trials

None linked

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.