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

Genetic Screens02:46

Genetic Screens

Genetic screens are tools used to identify genes and mutations responsible for phenotypes of interest. Genetic screens help identify individuals or a group of people at risk of developing  genetic diseases and help them with early intervention, targeted therapy, and reproductive options.
Forward genetic screens
Forward or “classical” genetic screens involve creating random mutations in an organism’s DNA using radiation, mutagens, or insertion of additional bases, which result in visible changes...
Evolutionary Relationships through Genome Comparisons02:54

Evolutionary Relationships through Genome Comparisons

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...

You might also read

Related Articles

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

Sort by
Same author

Albumin-corrected anion gap and mortality risk in cardiorenal syndrome: Insights from a nationally representative cohort study.

Medicine·2026
Same author

Lactylation in cardiovascular disease: mechanisms and therapeutic potential.

Cell death & disease·2026
Same author

CircCOL3A1 Drives Trophoblast Ferroptosis Through TIAL1-p53 Axis to Promote Preeclampsia Progression.

FASEB journal : official publication of the Federation of American Societies for Experimental Biology·2026
Same author

HOMA-IR partially mediates the association between percent appendicular skeletal muscle mass and IVF/ICSI outcomes.

Journal of ovarian research·2026
Same author

In Situ-Prepared Nickel Oxide Electrodes for Electrochemical Detection of Nitrite via Catalytic Reduction Mechanism.

Sensors (Basel, Switzerland)·2026
Same author

Toward Ultrasensitive Electrochemical Detection of Ammonia Nitrogen in Drinking Water: PtCo Alloy Nanosheet on Self-Supported Carbon Cloth.

Sensors (Basel, Switzerland)·2026
Same journal

[Advances in research on neuroelectrophysiological characteristics of post-stroke cognitive impairment based on quantitative electroencephalography and acupuncture interventions].

Sheng wu yi xue gong cheng xue za zhi = Journal of biomedical engineering = Shengwu yixue gongchengxue zazhi·2026
Same journal

[Mechanisms and applications of magnesium ion-regulated stem cell functions in promoting tendon-bone interface healing].

Sheng wu yi xue gong cheng xue za zhi = Journal of biomedical engineering = Shengwu yixue gongchengxue zazhi·2026
Same journal

[Applications and challenges of ultra-high molecular weight polyethylene fibers in minimally invasive medical devices].

Sheng wu yi xue gong cheng xue za zhi = Journal of biomedical engineering = Shengwu yixue gongchengxue zazhi·2026
Same journal

[Research on auditory neurofeedback technology and its multi-disciplinary applications].

Sheng wu yi xue gong cheng xue za zhi = Journal of biomedical engineering = Shengwu yixue gongchengxue zazhi·2026
Same journal

[Application and perspective of novel auditory intervention paradigms based on verbal and nonverbal stimuli for severe traumatic brain injury].

Sheng wu yi xue gong cheng xue za zhi = Journal of biomedical engineering = Shengwu yixue gongchengxue zazhi·2026
Same journal

[Research progress on the neuromodulation targets in stroke rehabilitation].

Sheng wu yi xue gong cheng xue za zhi = Journal of biomedical engineering = Shengwu yixue gongchengxue zazhi·2026
See all related articles

Related Experiment Video

Updated: May 27, 2026

Selecting Multiple Biomarker Subsets with Similarly Effective Binary Classification Performances
07:35

Selecting Multiple Biomarker Subsets with Similarly Effective Binary Classification Performances

Published on: October 11, 2018

[Research on the application of pattern selection algorithm based on bioinformatic data].

Xin Li1, Chun Zhao, Huihui Wang

  • 1Institute of Biomedical Engineering, Yanshan University, Qinhuangdao 066004, China. yddylixin@ysu.edu.cn

Sheng Wu Yi Xue Gong Cheng Xue Za Zhi = Journal of Biomedical Engineering = Shengwu Yixue Gongchengxue Zazhi
|November 22, 2011
PubMed
Summary
This summary is machine-generated.

This study introduces a novel pattern selection algorithm using Mutual Information (MI) for bioinformatic data. The new method enhances accuracy and reduces complexity in identifying optimal feature subsets.

More Related Videos

Pattern-based Search of Epigenomic Data Using GeNemo
06:38

Pattern-based Search of Epigenomic Data Using GeNemo

Published on: October 8, 2017

Machine Learning Algorithms for Early Detection of Bone Metastases in an Experimental Rat Model
07:15

Machine Learning Algorithms for Early Detection of Bone Metastases in an Experimental Rat Model

Published on: August 16, 2020

Related Experiment Videos

Last Updated: May 27, 2026

Selecting Multiple Biomarker Subsets with Similarly Effective Binary Classification Performances
07:35

Selecting Multiple Biomarker Subsets with Similarly Effective Binary Classification Performances

Published on: October 11, 2018

Pattern-based Search of Epigenomic Data Using GeNemo
06:38

Pattern-based Search of Epigenomic Data Using GeNemo

Published on: October 8, 2017

Machine Learning Algorithms for Early Detection of Bone Metastases in an Experimental Rat Model
07:15

Machine Learning Algorithms for Early Detection of Bone Metastases in an Experimental Rat Model

Published on: August 16, 2020

Area of Science:

  • Bioinformatics
  • Data Mining
  • Pattern Recognition

Context:

  • Large-scale bioinformatic datasets present challenges in pattern selection due to algorithm complexity and identifying optimal feature subsets.
  • Existing methods often struggle with balancing pattern correlation, redundancy, and evaluation efficiency.

Purpose:

  • To propose a novel pattern selection algorithm based on Mutual Information (MI) for improved efficiency and accuracy in bioinformatic data analysis.
  • To develop and evaluate a pattern subset evaluation index, specifically a Neurofuzzy Pattern Subset Evaluation Index, to ensure the selection of the best feature subset.

Summary:

  • The proposed algorithm utilizes Mutual Information (MI) to assess the correlation between patterns and labels while considering pattern redundancy.
  • A Neurofuzzy Pattern Subset Evaluation Index is employed to rigorously evaluate and select the most effective feature subset.
  • Experiments on mouse gene expression data from UCI and Leiden University datasets demonstrate the algorithm's superior performance in terms of reduced complexity and enhanced accuracy.

Impact:

  • Provides a more efficient and accurate method for pattern selection in large-scale bioinformatic data analysis.
  • Offers a robust evaluation index for identifying optimal feature subsets, crucial for data mining and pattern recognition tasks.
  • Potential to advance research in fields heavily reliant on analyzing complex biological datasets, such as genomics and systems biology.