Evidence map›Paper›PMID 39040141›Full record

ArticleJournal of multivariate analysis2022

From multivariate to functional data analysis: fundamentals, recent developments, and emerging areas.

Yehua Li, Yumou Qiu, Yuhang Xu

Abstract read
In one paragraph

Article in Journal of multivariate analysis, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing 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

5 citing papers in PubMed.

  1. Review
  2. Article
  3. Quadratic inference with dense functional responses.Journal of multivariate analysis · 2025
    Article
  4. Article
  5. Multivariate Kalman filtering for spatio-temporal processes.Stochastic environmental research and risk assessment : research journal · 2022
    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

3 authors.

Yehua LiUniversity of California - Riverside, Riverside, CA 92521, USA.
Yumou QiuIowa State University, Ames, IA 50011, USA.
Yuhang XuBowling Green State University, Bowling Green, OH 43403, USA.

Funding

Functional Regression and Subgroup Analysis for Asynchronous Longitudinal Data.R21AG058198 · NIA · UNIVERSITY OF CALIFORNIA RIVERSIDE · PI LI, YEHUA, LI, YI · 2018 to 2019
$422k
NIA NIH HHS R21 AG058198
6 · The paper itself

Abstract

Functional data analysis (FDA), which is a branch of statistics on modeling infinite dimensional random vectors resided in functional spaces, has become a major research area for

Indexed as

Functional data analysisHigh-dimensional statisticsMulti-level modelingSpatial dependence

Identifiers

PMID39040141
PMCPMC11261241

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.