Jove
Visualize
Contact Us
JoVE
x logofacebook logolinkedin logoyoutube logo
ABOUT JoVE
OverviewLeadershipBlogJoVE Help Center
AUTHORS
Publishing ProcessEditorial BoardScope & PoliciesPeer ReviewFAQSubmit
LIBRARIANS
TestimonialsSubscriptionsAccessResourcesLibrary Advisory BoardFAQ
RESEARCH
JoVE JournalMethods CollectionsJoVE Encyclopedia of ExperimentsArchive
EDUCATION
JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab ManualFaculty Resource CenterFaculty Site
Terms & Conditions of Use
Privacy Policy
Policies

Related Concept Videos

Modern Molecular Taxonomy01:29

Modern Molecular Taxonomy

866
Advancements in molecular biology have revolutionized the identification and characterization of bacteria, with multiple methods leveraging DNA sequencing for enhanced precision. As sequencing technologies improve and costs decline, these approaches are increasingly used in clinical, environmental, and evolutionary studies.Multilocus Sequence Typing (MLST) examines several housekeeping genes, essential chromosomal genes encoding cellular functions, to distinguish strains. Approximately...
866
Mechanistic Models: Compartment Models in Algorithms for Numerical Problem Solving01:29

Mechanistic Models: Compartment Models in Algorithms for Numerical Problem Solving

442
Mechanistic models play a crucial role in algorithms for numerical problem-solving, particularly in nonlinear mixed effects modeling (NMEM). These models aim to minimize specific objective functions by evaluating various parameter estimates, leading to the development of systematic algorithms. In some cases, linearization techniques approximate the model using linear equations.
In individual population analyses, different algorithms are employed, such as Cauchy's method, which uses a...
442
Wilcoxon Signed-Ranks Test for Matched Pairs01:09

Wilcoxon Signed-Ranks Test for Matched Pairs

630
The Wilcoxon signed-rank test for matched pairs evaluates the null hypothesis by combining the ranks of differences with their signs. It essentially tests whether the median of the differences in a population of matched pairs is zero. Since the test incorporates more information than the sign test, it generally yields more trustable conclusions. This test also does not require the data to follow a normal distribution, but two conditions must be met for it to be applicable: (1) the data must...
630
Evolutionary Relationships through Genome Comparisons02:54

Evolutionary Relationships through Genome Comparisons

5.9K
Genome comparison is one of the excellent ways to interpret the evolutionary relationships between organisms. The basic principle of genome comparison is that if two species share a common feature, it is likely encoded by the DNA sequence conserved between both species. The advent of genome sequencing technologies in the late 20th century enabled scientists to understand the concept of conservation of domains between species and helped them to deduce evolutionary relationships across diverse...
5.9K
Conservative Site-specific Recombination and Phase Variation02:53

Conservative Site-specific Recombination and Phase Variation

5.7K
Because the DNA segments are cut and reorganized in a direction-specific manner, site-specific recombination has emerged as an efficient genetic engineering technique. Flippase and Cyclization recombinases or Flp and Cre, respectively, are two members of the tyrosine recombinase family derived from bacteriophages, that are used to mediate site-specific DNA insertions, deletions, and targeted expression of proteins in mammalian cell lines.
The recognition sites for Cre recombinase called LoxP...
5.7K
Law of Independent Assortment02:03

Law of Independent Assortment

46.7K
While Mendel’s Law of Segregation states that the two alleles for one gene are separated into different gametes, a different question of how different genes are inherited remains. For example, is the gene for tall plants inherited with the gene for green peas? Mendel asked this question by experimenting with a dihybrid cross; a cross in which both parents are homozygous for two distinct traits resulting in an F1 generation that are heterozygous for both traits.
46.7K

You might also read

Related Articles

Articles linked to this work by shared authors, journal, and citation graph.

Sort by
Same author

Jump-starting the T cell response in established tumors.

bioRxiv : the preprint server for biology·2026
Same author

Association of Fish Consumption with the Omega-3 Index and Vitamin D Status among Adolescent Females in the Southwest Coastal Zone of Bangladesh.

The Journal of nutrition·2026
Same author

<i>Special Issue:</i> 13th International Conference on Computational Advances in Bio and Medical Sciences.

Journal of computational biology : a journal of computational molecular cell biology·2026
Same author

Fast Algorithms for Computing Jaro Similarity.

Journal of computational biology : a journal of computational molecular cell biology·2026
Same author

Reprogramming CAR T-Cells with designed bioPROTACs.

bioRxiv : the preprint server for biology·2026
Same author

Icaritin suppresses CAD-mediated liver cancer development by targeting miR-18b-5p in a xenograft mouse model.

Medical oncology (Northwood, London, England)·2025
Same journal

Extending the fundamental theorem of biomedical informatics: a proposal and illustrative examples.

Journal of the American Medical Informatics Association : JAMIA·2026
Same journal

Human factors methods for designing safe health information technology: what do the experts think?

Journal of the American Medical Informatics Association : JAMIA·2026
Same journal

Equity-by-design for socially assistive robots as digital health tools.

Journal of the American Medical Informatics Association : JAMIA·2026
Same journal

Orchestrator multi-agent clinical decision support system for secondary headache diagnosis in primary care.

Journal of the American Medical Informatics Association : JAMIA·2026
Same journal

CUI-Curate: a GraphRAG-based framework for automated clinical concept curation for NLP applications.

Journal of the American Medical Informatics Association : JAMIA·2026
Same journal

Malfunctions in distributed clinical decision support: 3 cases from a multi‑component clinical decision support system.

Journal of the American Medical Informatics Association : JAMIA·2026
See all related articles

Related Experiment Video

Updated: May 6, 2026

A Psychophysics Paradigm for the Collection and Analysis of Similarity Judgments
08:12

A Psychophysics Paradigm for the Collection and Analysis of Similarity Judgments

Published on: March 1, 2022

2.1K

Efficient sequential and parallel algorithms for record linkage.

Abdullah-Al Mamun1, Tian Mi, Robert Aseltine

  • 1Department of Computer Science and Engineering, University of Connecticut, Storrs, Connecticut, USA.

Journal of the American Medical Informatics Association : JAMIA
|October 25, 2013
PubMed
Summary
This summary is machine-generated.

Efficient record linkage algorithms were developed for integrating multiple datasets. These new sequential and parallel methods significantly outperform existing approaches in speed and scalability, while maintaining accuracy.

Keywords:
AlgorithmsData IntegrationHealthcare RecordsParallel AlgorithmsSpeedups

More Related Videos

Amplification, Next-generation Sequencing, and Genomic DNA Mapping of Retroviral Integration Sites
09:31

Amplification, Next-generation Sequencing, and Genomic DNA Mapping of Retroviral Integration Sites

Published on: March 22, 2016

17.3K
Collection and Extraction of Saliva DNA for Next Generation Sequencing
06:58

Collection and Extraction of Saliva DNA for Next Generation Sequencing

Published on: August 27, 2014

37.0K

Related Experiment Videos

Last Updated: May 6, 2026

A Psychophysics Paradigm for the Collection and Analysis of Similarity Judgments
08:12

A Psychophysics Paradigm for the Collection and Analysis of Similarity Judgments

Published on: March 1, 2022

2.1K
Amplification, Next-generation Sequencing, and Genomic DNA Mapping of Retroviral Integration Sites
09:31

Amplification, Next-generation Sequencing, and Genomic DNA Mapping of Retroviral Integration Sites

Published on: March 22, 2016

17.3K
Collection and Extraction of Saliva DNA for Next Generation Sequencing
06:58

Collection and Extraction of Saliva DNA for Next Generation Sequencing

Published on: August 27, 2014

37.0K

Area of Science:

  • Data Science
  • Computer Science
  • Database Management

Background:

  • Data integration from multiple sources presents significant challenges.
  • Existing record linkage and deduplication algorithms often require substantial time or are limited in the number of datasets they can handle.

Purpose of the Study:

  • To develop efficient sequential and parallel algorithms for record linkage.
  • To create algorithms capable of integrating any number of datasets and outperforming existing methods.

Main Methods:

  • Utilized hierarchical clustering algorithms as a foundation.
  • Employed radix sorting on specific attributes to pre-emptively remove identical records.
  • Constructed a graph to link similar records and identified connected components.

Main Results:

  • Tested on datasets up to 9 million records, the sequential algorithm is at least twice as fast as the previous best-known algorithm (TPA (FCED)).
  • Parallel algorithms demonstrated near-linear speedups, achieving a 26.4x speedup with 32 cores.
  • Accuracy was comparable to the TPA (FCED) algorithm.

Conclusions:

  • The developed sequential algorithm significantly outperforms TPA (FCED) in performance.
  • The new algorithms offer a more efficient and scalable solution for multi-dataset record linkage.