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machine learning toolbox  (MathWorks Inc)


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    MathWorks Inc machine learning toolbox
    Machine Learning Toolbox, supplied by MathWorks Inc, used in various techniques. Bioz Stars score: 96/100, based on 2368 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
    https://www.bioz.com/product/matlab+aoctool+function/Statistics+and+Machine+Learning+Toolbox/pmc05683353-217-29-32
    Average 96 stars, based on 2368 article reviews
    machine learning toolbox - by Bioz Stars, 2026-11
    96/100 stars

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    Related Articles

    Comparison:

    Article Title: Experimental evaluation, backpropagation neural network prediction and bibliometric analysis of bioelectricity production from agricultural wastes by microbial fuel cell.
    Article Snippet: In this study, a two-stage bioprocess combining enzymatic hydrolysis and a 4 microbial fuel cell (MFC) was established to evaluate electricity generation from three 5 agricultural wastes (mushroom sticks, rice husks and bamboo shavings).. The highest 6 glucose concentration of 4 g/L was obtained in the mushroom sticks hydrolysate.. 7 However, rice husk hydrolysate produced the highest power density of 26.02 mW/m at 8 a current density of 29.45 mA/m.

    Sensitivity:

    Article Title: Longitudinal Multi-Batch Characterisation of Beer Wort Fermentation Foam Using Image-Based Semantic Segmentation.
    Article Snippet: .. The linear mixed-effects sensitivity analysis described below was fitted in MATLAB R2024a with fitlme (Statistics and Machine Learning Toolbox version 24.1), so the statistical analysis reported here used both environments. ..

    Analysis:

    Article Title: Longitudinal Multi-Batch Characterisation of Beer Wort Fermentation Foam Using Image-Based Semantic Segmentation.
    Article Snippet: .. The linear mixed-effects sensitivity analysis described below was fitted in MATLAB R2024a with fitlme (Statistics and Machine Learning Toolbox version 24.1), so the statistical analysis reported here used both environments. ..

    Article Title: An amygdala-mediated simulation-to-decision cascade aligns interbrain dynamics to solve social dilemmas.
    Article Snippet: Mutual cooperation (MC) requires independent decision-makers to coordinate under uncertainty about each other’s intentions.. Using simultaneous intracranial electroencephalography from epilepsy–patient dyads playing a real-time iterated prisoner’s dilemma, we identified neurocognitive mechanisms that enable interacting brains to align during mutual cooperation.. Amygdala interbrain representational alignment (IBRA), similarity in fine-grained neural spectral patterns across partners, emerged selectively during MC and predicted trial-by-trial outcomes.

    other:

    Article Title: Feature-Based Machine-Learning Spike Marking in Signal and Source Space EEG: A Proof-of-Principle Case Study of Focal Epilepsy.
    Article Snippet: All analyses were performed in MATLAB R2025b using FieldTrip (https://www.fieldtriptoolbox.org) [32], the Signal Processing Toolbox (accessed on 2 September 2026) (https://www.mathworks.com/products/ signal.html), the Statistics and Machine Learning Toolbox (accessed on 2 September 2026) (https://www.mathworks.com/products/statistics.html) and some custom scripts.



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    A : 2PEF map of arterioles and venules (top) and of both vessel and GCaMP7f-expressing nNOS neurons (outlined in white, bottom). Vessels analyzed in B are circled in solid red or blue, and neurons are numbered (1,2,3) B : Arterioles, but not venules, dilate in response to whisker puffs, spontaneous whisking or motion (grooming). Representative Ca 2+ transients in neuron 1, 2, and 3 (middle). Overlay of normalized neural ensemble activity and arteriolar diameter changes highlighting the close correspondence between arteriolar and neural responses (bottom). C : Linear relationship between the magnitude of the ensemble activity and arteriolar dilatation in response to whisking or whisking and spontaneous motion. Notice that with whisking+motion the slope of the relationship is significantly greater than with whisking alone (multiple comparison of one-way analysis of <t>covariance</t> models). D : The distribution of correlation coefficients between arteriolar dilatation and nNOS Ca 2+ transients for individual neurons does not differ in the 3 mice studied (p>0.05; nested one-way ANOVA)(top). The strongest correlation is observed between ensemble activity and arteriolar dilatation (bottom). E : Representative arteriolar diameter changes relative to the timing of the peak Ca 2+ activity in individual neuron during 10 consecutive 5 sec whisker air puffs shown in B . Notice that in some neurons peak activity occur earlier than in other neurons. F : Average of ten raster plots in 3 mice showing early and late active nNOS neurons. Shading indicates standard deviation.
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    A : 2PEF map of arterioles and venules (top) and of both vessel and GCaMP7f-expressing nNOS neurons (outlined in white, bottom). Vessels analyzed in B are circled in solid red or blue, and neurons are numbered (1,2,3) B : Arterioles, but not venules, dilate in response to whisker puffs, spontaneous whisking or motion (grooming). Representative Ca 2+ transients in neuron 1, 2, and 3 (middle). Overlay of normalized neural ensemble activity and arteriolar diameter changes highlighting the close correspondence between arteriolar and neural responses (bottom). C : Linear relationship between the magnitude of the ensemble activity and arteriolar dilatation in response to whisking or whisking and spontaneous motion. Notice that with whisking+motion the slope of the relationship is significantly greater than with whisking alone (multiple comparison of one-way analysis of <t>covariance</t> models). D : The distribution of correlation coefficients between arteriolar dilatation and nNOS Ca 2+ transients for individual neurons does not differ in the 3 mice studied (p>0.05; nested one-way ANOVA)(top). The strongest correlation is observed between ensemble activity and arteriolar dilatation (bottom). E : Representative arteriolar diameter changes relative to the timing of the peak Ca 2+ activity in individual neuron during 10 consecutive 5 sec whisker air puffs shown in B . Notice that in some neurons peak activity occur earlier than in other neurons. F : Average of ten raster plots in 3 mice showing early and late active nNOS neurons. Shading indicates standard deviation.
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    A : 2PEF map of arterioles and venules (top) and of both vessel and GCaMP7f-expressing nNOS neurons (outlined in white, bottom). Vessels analyzed in B are circled in solid red or blue, and neurons are numbered (1,2,3) B : Arterioles, but not venules, dilate in response to whisker puffs, spontaneous whisking or motion (grooming). Representative Ca 2+ transients in neuron 1, 2, and 3 (middle). Overlay of normalized neural ensemble activity and arteriolar diameter changes highlighting the close correspondence between arteriolar and neural responses (bottom). C : Linear relationship between the magnitude of the ensemble activity and arteriolar dilatation in response to whisking or whisking and spontaneous motion. Notice that with whisking+motion the slope of the relationship is significantly greater than with whisking alone (multiple comparison of one-way analysis of <t>covariance</t> models). D : The distribution of correlation coefficients between arteriolar dilatation and nNOS Ca 2+ transients for individual neurons does not differ in the 3 mice studied (p>0.05; nested one-way ANOVA)(top). The strongest correlation is observed between ensemble activity and arteriolar dilatation (bottom). E : Representative arteriolar diameter changes relative to the timing of the peak Ca 2+ activity in individual neuron during 10 consecutive 5 sec whisker air puffs shown in B . Notice that in some neurons peak activity occur earlier than in other neurons. F : Average of ten raster plots in 3 mice showing early and late active nNOS neurons. Shading indicates standard deviation.
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    Image Search Results


    A : 2PEF map of arterioles and venules (top) and of both vessel and GCaMP7f-expressing nNOS neurons (outlined in white, bottom). Vessels analyzed in B are circled in solid red or blue, and neurons are numbered (1,2,3) B : Arterioles, but not venules, dilate in response to whisker puffs, spontaneous whisking or motion (grooming). Representative Ca 2+ transients in neuron 1, 2, and 3 (middle). Overlay of normalized neural ensemble activity and arteriolar diameter changes highlighting the close correspondence between arteriolar and neural responses (bottom). C : Linear relationship between the magnitude of the ensemble activity and arteriolar dilatation in response to whisking or whisking and spontaneous motion. Notice that with whisking+motion the slope of the relationship is significantly greater than with whisking alone (multiple comparison of one-way analysis of covariance models). D : The distribution of correlation coefficients between arteriolar dilatation and nNOS Ca 2+ transients for individual neurons does not differ in the 3 mice studied (p>0.05; nested one-way ANOVA)(top). The strongest correlation is observed between ensemble activity and arteriolar dilatation (bottom). E : Representative arteriolar diameter changes relative to the timing of the peak Ca 2+ activity in individual neuron during 10 consecutive 5 sec whisker air puffs shown in B . Notice that in some neurons peak activity occur earlier than in other neurons. F : Average of ten raster plots in 3 mice showing early and late active nNOS neurons. Shading indicates standard deviation.

    Journal: bioRxiv

    Article Title: Calcium transients in nNOS neurons underlie distinct phases of the neurovascular response to barrel cortex activation in awake mice

    doi: 10.1101/2022.10.03.510654

    Figure Lengend Snippet: A : 2PEF map of arterioles and venules (top) and of both vessel and GCaMP7f-expressing nNOS neurons (outlined in white, bottom). Vessels analyzed in B are circled in solid red or blue, and neurons are numbered (1,2,3) B : Arterioles, but not venules, dilate in response to whisker puffs, spontaneous whisking or motion (grooming). Representative Ca 2+ transients in neuron 1, 2, and 3 (middle). Overlay of normalized neural ensemble activity and arteriolar diameter changes highlighting the close correspondence between arteriolar and neural responses (bottom). C : Linear relationship between the magnitude of the ensemble activity and arteriolar dilatation in response to whisking or whisking and spontaneous motion. Notice that with whisking+motion the slope of the relationship is significantly greater than with whisking alone (multiple comparison of one-way analysis of covariance models). D : The distribution of correlation coefficients between arteriolar dilatation and nNOS Ca 2+ transients for individual neurons does not differ in the 3 mice studied (p>0.05; nested one-way ANOVA)(top). The strongest correlation is observed between ensemble activity and arteriolar dilatation (bottom). E : Representative arteriolar diameter changes relative to the timing of the peak Ca 2+ activity in individual neuron during 10 consecutive 5 sec whisker air puffs shown in B . Notice that in some neurons peak activity occur earlier than in other neurons. F : Average of ten raster plots in 3 mice showing early and late active nNOS neurons. Shading indicates standard deviation.

    Article Snippet: To evaluate statistical differences between the linear correlations of two data sets, we generated one-way analysis of covariance models (Matlab function: aoctool) and ran multiple comparison test (Tukey-Kramer) of the group means (Matlab function: multcompare).

    Techniques: Expressing, Whisker Assay, Activity Assay, Comparison, Standard Deviation