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 Experiment Videos

An improved Maxnet.

Yi C Chang, Sung-Nien Yu, Chung J Kuo

    IEEE Transactions on Systems, Man, and Cybernetics. Part B, Cybernetics : a Publication of the IEEE Systems, Man, and Cybernetics Society
    |December 29, 2004
    PubMed
    Summary
    This summary is machine-generated.

    Related Concept Videos

    You might also read

    Related Articles

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

    Sort by
    Same author

    Physalin A Suppresses Human Oral Squamous Carcinoma Cell Migration and Invasion Through Inhibiting Grb2/Ras and MMP/uPA Signaling Pathways.

    In vivo (Athens, Greece)·2026
    Same author

    Improving Computer-Aided Thoracic Disease Diagnosis through Comparative Analysis Using Chest X-ray Images Taken at Different Times.

    Sensors (Basel, Switzerland)·2024
    Same author

    Emotion Recognition Based on Electroencephalogram Using Semi-supervised Generative Adversarial Network.

    Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference·2023
    Same author

    Affective Computing Based on Morphological Features of Photoplethysmography for Patients with Hypertension.

    Sensors (Basel, Switzerland)·2022
    Same author

    Fiber optic nanogold-linked immunosorbent assay for rapid detection of procalcitonin at femtomolar concentration level.

    Biosensors & bioelectronics·2020
    Same author

    Myocardial ischemic beat and episode detection based on morphology and correcting window method.

    Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference·2017
    Same journal

    Strategic Ability Updating in Concurrent Games by Coalitional Commitment.

    IEEE transactions on systems, man, and cybernetics. Part B, Cybernetics : a publication of the IEEE Systems, Man, and Cybernetics Society·2015
    Same journal

    Meta-Analysis of the First Facial Expression Recognition Challenge.

    IEEE transactions on systems, man, and cybernetics. Part B, Cybernetics : a publication of the IEEE Systems, Man, and Cybernetics Society·2012
    Same journal

    Adjustable model-based fusion method for multispectral and panchromatic images.

    IEEE transactions on systems, man, and cybernetics. Part B, Cybernetics : a publication of the IEEE Systems, Man, and Cybernetics Society·2012
    Same journal

    Face Feature Weighted Fusion Based on Fuzzy Membership Degree for Video Face Recognition.

    IEEE transactions on systems, man, and cybernetics. Part B, Cybernetics : a publication of the IEEE Systems, Man, and Cybernetics Society·2012
    Same journal

    A New Adaptive Fast Cellular Automaton Neighborhood Detection and Rule Identification Algorithm.

    IEEE transactions on systems, man, and cybernetics. Part B, Cybernetics : a publication of the IEEE Systems, Man, and Cybernetics Society·2012
    Same journal

    Human-arm-and-hand-dynamic model with variability analyses for a stylus-based haptic interface.

    IEEE transactions on systems, man, and cybernetics. Part B, Cybernetics : a publication of the IEEE Systems, Man, and Cybernetics Society·2012
    See all related articles

    This study introduces a novel model using dynamic inhibitory weights and a new convergence rule to rapidly find all maxima. Simulation results demonstrate significantly faster convergence compared to existing networks.

    Area of Science:

    • Computational neuroscience
    • Machine learning algorithms

    Background:

    • Traditional neural network models often face challenges with slow convergence rates.
    • Identifying all local maxima in complex optimization landscapes remains a significant hurdle.

    Discussion:

    • The proposed model utilizes dynamic inhibitory weights to accelerate the learning process.
    • A novel convergence rule is implemented to ensure comprehensive identification of all maxima.
    • Hardware implementation is detailed, showcasing practical applicability.

    Key Insights:

    • Dynamic inhibitory weights significantly enhance convergence speed.
    • The new convergence rule effectively locates all maxima.
    • The model demonstrates superior performance over existing network architectures in simulations.

    Related Experiment Videos

    Outlook:

    • Further research could explore the application of this model in diverse computational tasks.
    • Investigating adaptive learning rates based on dynamic weights may yield further improvements.
    • Real-world deployment in hardware could validate its efficiency in complex systems.