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libsvm software package  (MathWorks Inc)


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    MathWorks Inc libsvm software package
    Libsvm Software Package, supplied by MathWorks Inc, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
    https://www.bioz.com/product/libsvm+software+package/pmc11360248-150-7-11
    Average 90 stars, based on 1 article reviews
    libsvm software package - by Bioz Stars, 2026-11
    90/100 stars

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    Software:

    Article Title: Abnormal degree centrality values as a potential imaging biomarker for major depressive disorder: A resting-state functional magnetic resonance imaging study and support vector machine analysis
    Article Snippet: .. Running the LIBSVM software package in MATLAB, the SVM methodology was used to test the sensitivity, accuracy, and effectiveness of using DC values identified in abnormal brain regions to distinguish MDD from HCs (detailed information can be found in ). ..

    Article Title: Abnormal long- and short-range functional connectivity in patients with first-episode drug-naïve melancholic and non-melancholic major depressive disorder.
    Article Snippet: Background We attempted to explore the common and distinct longand short-range functional connectivity (FC) patterns of melancholic and nonmelancholic major depressive disorder (MDD) and their associations with clinical characteristics.. Methods Fifty-nine patients with first-episode drug-naïve MDD, including 31 patients with melancholic features and 28 patients with non-melancholic features, underwent resting-state functional magnetic resonance imaging (fMRI) scanning to examine longand short-range FC.. Thirty-two healthy volunteers were recruited as controls.

    Article Title: Abnormal voxel-mirrored homotopic connectivity in first-episode major depressive disorder using fMRI: a machine learning approach
    Article Snippet: .. We used a “leave-one-out” method to produce results with the best levels of accuracy, sensitivity and specificity by the LIBSVM software package in MATLAB r2017b platform. ..

    Article Title: Abnormal degree centrality can be a potential imaging biomarker in first-episode, drug-naive bipolar mania
    Article Snippet: .. SVM methods were implemented in MATLAB with a library for SVMs (LIBSVM) software package. ..

    Article Title: Abnormal degree centrality can be a potential imaging biomarker in first-episode, drug-naive bipolar mania
    Article Snippet: .. Classification and receiver operating characteristic analyses SVM methods were implemented in MATLAB with a library for SVMs (LIBSVM) software package. ..

    Article Title: Altered spontaneous brain activity as a potential imaging biomarker for generalized and focal to bilateral tonic-clonic seizures: A resting-state fMRI study.
    Article Snippet: Objective: We aimed to determine whether alterations in spontaneous regional brain activity in those with generalized tonic-clonic seizures (GTCS) and focal to bilateral tonic-clonic seizures (FBTCS) and explore whether the alterations could be used as biomarkers to classify disease subtypes through support vector machine analysis (SVM).. Methods: The fractional amplitude of low-frequency fluctuations (fALFF) and regional homogeneity (ReHo) from resting-state functional magnetic resonance imaging (rs-fMRI) data were extracted from 57 patients with GTCS, 35 patients with FBTCS, and 50 age-matched and sex-matched normal controls (NCs) using the DPARSF 5.0 toolbox.. Between-group comparisons were adjusted for covariates (age, sex, and equipment).

    Article Title: A Smart Ski Pole for Skiing Pattern Recognition and Quantification Application
    Article Snippet: .. To train the classifier, we used the LibSVM software package in MATLAB (R2024a). c–e display the confusion matrix for the triple SVM training results. ..

    Article Title: Abnormal psychological performance as potential marker for high risk of internet gaming disorder: An eye-tracking study and support vector machine analysis
    Article Snippet: .. LIBSVM software package , which can run in MATLAB (version R2015b, The MathWorks, Inc., USA), was used to perform SVM analysis to investigate the specificity, sensitivity, and accuracy of a combination of these indicators for identifying the HIGD. ..



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    SVM initial conditions settings in the  LIBSVM toolbox.

    Journal: Microorganisms

    Article Title: Response Surfaces Method and Artificial Intelligence Approaches for Modeling the Effects of Environmental Factors on Chlorophyll a in Isochrysis galbana

    doi: 10.3390/microorganisms11081875

    Figure Lengend Snippet: SVM initial conditions settings in the LIBSVM toolbox.

    Article Snippet: Herein, the SVM model was constructed by using a software package LIBSVM toolbox (Faruto Ultimate 3.0 Version) installed in the MATLAB system [ ].

    Techniques: