Evidence map›Paper›PMID 34421397›Full record

ArticleJournal of machine learning research : JMLR2018

A Robust Learning Approach for Regression Models Based on Distributionally Robust Optimization.

Ruidi Chen, Ioannis Ch Paschalidis

Abstract read
In one paragraph

Article in Journal of machine learning research : JMLR, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 papers.

0numbers the graph read from it
0cells of the map it votes in
14citing 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

14 citing papers in PubMed.

  1. Article
  2. Article
  3. Personalized hypertension treatment recommendations by a data-driven model.BMC medical informatics and decision making · 2023
    Article
  4. Article
  5. Improved cluster ranking in protein-protein docking using a regression approach.Computational and structural biotechnology journal · 2021
    Article
  6. Article
  7. Article
  8. Article
  9. Article
  10. Article
  11. Article
  12. Article
  13. Article
  14. 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

2 authors.

Ruidi ChenDivision of Systems Engineering, Boston University, Boston, MA 02215, USA.
Ioannis Ch PaschalidisDepartment of Electrical and Computer Engineering, Division of Systems Engineering, and Department of Biomedical Engineering, Boston University, Boston, MA 02215, USA, sites.bu.edu/paschalidis.

Funding

Project-005UL1TR001430 · NCATS · BOSTON UNIVERSITY MEDICAL CAMPUS · PI BAIR-MERRITT, MEGAN H, CENTER, DAVID M. · 2015 to 2024
$52.3M
Optimizing and Learning Strategies for Protein Docking R01GM135930 · NIGMS · BOSTON UNIVERSITY (CHARLES RIVER CAMPUS) · PI VAKILI, PIROOZ · 2019 to 2021
$561k
NCATS NIH HHS UL1 TR001430NIGMS NIH HHS R01 GM135930
6 · The paper itself

Abstract

We present a

Indexed as

Distributionally Robust OptimizationGeneralization GuaranteesRegularized RegressionRobust LearningWasserstein Metric

Identifiers

PMID34421397
PMCPMC8378760

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.