Boosting naïve Bayesian learning on a large subset of MEDLINE.

Boosting naïve Bayesian learning on a large subset of MEDLINE. Research Abstract Details 

Research Abstract Table of Contents

Jump to the:

Boosting naïve Bayesian learning on a large subset of MEDLINE. Abstract Text:

W J Wilbur,

We are concerned with the rating of new documents that appear in a large database (MEDLINE) and are candidates for inclusion in a small specialty database (REBASE). The requirement is to rank the new documents as nearly in order of decreasing potential to be added to the smaller database as possible, so as to improve the coverage of the smaller database without increasing the effort of those who manage this specialty database. To perform this ranking task we have considered several machine learning approaches based on the naï ve Bayesian algorithm. We find that adaptive boosting outperforms naï ve Bayes, but that a new form of boosting which we term staged Bayesian retrieval outperforms adaptive boosting. Staged Bayesian retrieval involves two stages of Bayesian retrieval and we further find that if the second stage is replaced by a support vector machine we again obtain a significant improvement over the strictly Bayesian approach.

Boosting naïve Bayesian learning on a large subset of MEDLINE. Publishing Authors By Initials

WJ Wilbur,

For similar pubmed: medline research abstracts see: pubmed: medline research

PUBMED ID PMID:

MEDLINE DATE:

Boosting naïve Bayesian learning on a large subset of MEDLINE. Journal Published:

PUBLICATION TYPE: Journal Article

Journal: Proceedings / AMIA ... Annual Symposium. AMIA Symp

VOLUME:

Page Numbers: 918-22

Journal Abbreviation:

ISSN: 1531-605X

DAY: 8

MONTH: 02

YEAR: 2000

Boosting naïve Bayesian learning on a large subset of MEDLINE. Information

Number of References:

LANGUAGE: eng

NlmUniqueID: 100883449

Boosting naïve Bayesian learning on a large subset of MEDLINE. Keywords Mesh Terms:

KEYWORDS: MEDLINE

MESH TERMS: methods

Chemical & Substance for Abstract: Boosting naïve Bayesian learning on a large subset of MEDLINE. Information

Substance Name:

Registry Number:

Grant and Affiliation Information for Boosting naïve Bayesian learning on a large subset of MEDLINE.

AFFILIATION: National Center for Biotechnology Information (NCBI), National Library of Medicine, Bethesda, MD 20894, USA.

Country: United States

AGENCY:

GRANT:

ACRONYM:

MEDLINETA: Proc AMIA Symp

REFSOURCE:

DATABASENAME:

ACCESSION NUMBER:

Number Hits: 0

Boosting naïve Bayesian learning on a large subset of MEDLINE Related Publications

• A peer comparison program for the quality assurance of human papillomavirus DNA detection using the Digene Hybrid Capture II/SurePath method shows excellent analytic interlaboratory correlation.
• Animal activity monitor development. BNWL-481 4.
• Boosting naïve Bayesian learning on a large subset of MEDLINE.
• COMMUNICATIONS.
• CT diagnosis of septic thrombus.
• Combination chemotherapy for embryonal rhabdomyosarcoma.
• Complications after laparoscopic cholecystectomy: imaging findings.
• Cytologic features of endocervical glandular lesions: Comparison of SurePath, ThinPrep, and conventional smear specimen preparations.
• Development in the tidal volume air measurement. BNWL-715. 1.
• Developmental evaluation of miniature biological sensing transducers. BNWL-715. 1.
• Endoscopic video capsules: radiologic findings of spontaneous entrapment in small intestinal diverticula.
• Functional disorders of the gastrointestinal tract.
• HINDRANCES TO THE EXTENSION OF UNIFORM METHODS FOR VITAL STATISTICS IN THE UNITED STATES.
• Health care policy: winds of competition could lead to major changes.
• Information status and word order in Croatian Sign Language.
• Letter: Uncommon side effects of adriamycin (NSC-123127).
• Lipid pneumonia.
• Longitudinal clinical evaluation of a novel antibody cocktail for detection of high-grade squamous intraepithelial lesions on cervical cytology specimens.
• Mandatory continuing medical education: a liability.
• Nephrogenic adenoma presenting as a calcified mass.
• PubMed related articles: a probabilistic topic-based model for content similarity.
• STATISTICAL TREATMENT OF DEATHS OF "NON-RESIDENTS.".
• Serial needle biopsy in the study of hepatic disease.
• Surface tension instrument. BNWL-715. 1.
• THE NECESSITY FOR UNIFORMITY IN NATIONAL, STATE, AND MUNICIPAL VITAL STATISTICS REPORTS.
• The Rank-Wilbur correspondence.
• The effects of electrolytes and sugars on the erythrocytes of the turtle, Chelydra serpentina.
• Tidal volume air measurement. BNWL-481 4.
• VITAL STATISTICS IN SOME MUNICIPAL REPORTS.
• [Clinical evaluation of fatigue and nervosism; diagnosis and therapy.]