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kde2d kernel density estimation function  (MathWorks Inc)


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    MathWorks Inc kde2d kernel density estimation function
    Kde2d Kernel Density Estimation Function, 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/kernel+density+estimate+function/10__1016_slash_j__tust__2024__106117-137-2-8
    Average 90 stars, based on 1 article reviews
    kde2d kernel density estimation function - by Bioz Stars, 2026-09
    90/100 stars

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    other:

    Article Title: The Statistical Structure of the Hippocampal Code for Space as a Function of Time, Context, and Value.
    Article Snippet: DF/F0 was calculated as (F F0) / F0, where F is the time series of raw fluorescence averaged over the pixels in an ROI, F0 is the mode of a kernel density estimate (MATLAB function ‘‘ksdensity’’) of F within a run (calculation was done for each run).

    Article Title: Allosteric mechanism of the V. vulnificus adenine riboswitch resolved by four-dimensional chemical mapping
    Article Snippet: The helix frequencies F (helix) of these samples (as shown in and ) were visualized as the posterior distribution through a kernel-density estimate (with the ksdensity function in MATLAB).

    Article Title: Performance or marketing benefits? The case of LEED certification.
    Article Snippet: To calculate the predicted expectation of LEED points earned, conditional on there being no discontinuity or signaling mechanism, we estimate a kernel density function using MATLAB.

    Article Title: Estimating neuronal firing density: A quantitative analysis of firing rate map algorithms
    Article Snippet: In comparison to the Leutgeb et al. [ , ] approach we found that the MATLAB kernel density estimate implementation (MATLAB function mvksdensity ), which uses a very similar smoothing kernel, provides a significant speed increase, generates virtually identical firing rate maps ( ) and offers many convenient additions such as boundary correction.

    Article Title: Data-driven multiscale modeling reveals the role of metabolic coupling for the spatio-temporal growth dynamics of yeast colonies
    Article Snippet: The marginal posterior distributions are estimated using a kernel density estimate (ksdensity function in Matlab with default parameters) using all 104 samples.

    Article Title: Allosteric mechanism of the V. vulnificus adenine riboswitch resolved by four-dimensional chemical mapping
    Article Snippet: The helix frequencies F(helix) of these samples (as shown in Figures 4 and 6) were visualized as the posterior distribution through a kernel-density estimate (with the ksdensity function in MATLAB).

    Generated:

    Article Title: PC12 Cells that Lack Synaptotagmin I Exhibit Loss of a Subpool of Small Dense Core Vesicles
    Article Snippet: .. KDEs for the data were generated using the kernel smooth density estimate function (MATLAB, ksdensity( x )). ..



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    Effects of 100 MV/m EF on kinesin (solid line) and β -tubulin C-terminus (dotted line) for various EF directions. a) Kinetics of the dipole moment magnitude and c) angle projection (see Eqs. and ). b) translational and d) rotational work carried out by the EF on the protein. Color coding: X (blue), -X (cyan), Z (red), and -Z (violet) EF directions and gray is the trajectory with no EF. The colored lines are the mean from N = 40 for X, N = 10 for -X, N = 10 for Z, N = 10 for -Z trajectories. In c), the gray lines are the reference (no EF) trajectories: solid dark gray and solid light gray for kinesin and β -tubulin C-terminus respectively, in X and -X EF direction (from Eq. ), dashed dark gray and dashed light gray for kinesin and β -tubulin C-terminus respectively, in Z and -Z EF direction (from Eq. ). Distributions on the right display relative probability of the occurrence and the mean of the value for each quantity at the time when zero number of contacts between kinesin and tubulin (see e) was reached. For example, in a), for the trajectories with X EF direction, the value of the kinesin dipole moment magnitude at the time when zero number of contacts was reached was between 1400 D and 1750 D and the mean value was 1575 D. The probability density functions were obtained by fitting with kernel density estimation utilizing MATLAB <t>2021a</t> histfit function with five bins.
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    Effects of 100 MV/m EF on kinesin (solid line) and β -tubulin C-terminus (dotted line) for various EF directions. a) Kinetics of the dipole moment magnitude and c) angle projection (see Eqs. and ). b) translational and d) rotational work carried out by the EF on the protein. Color coding: X (blue), -X (cyan), Z (red), and -Z (violet) EF directions and gray is the trajectory with no EF. The colored lines are the mean from N = 40 for X, N = 10 for -X, N = 10 for Z, N = 10 for -Z trajectories. In c), the gray lines are the reference (no EF) trajectories: solid dark gray and solid light gray for kinesin and β -tubulin C-terminus respectively, in X and -X EF direction (from Eq. ), dashed dark gray and dashed light gray for kinesin and β -tubulin C-terminus respectively, in Z and -Z EF direction (from Eq. ). Distributions on the right display relative probability of the occurrence and the mean of the value for each quantity at the time when zero number of contacts between kinesin and tubulin (see e) was reached. For example, in a), for the trajectories with X EF direction, the value of the kinesin dipole moment magnitude at the time when zero number of contacts was reached was between 1400 D and 1750 D and the mean value was 1575 D. The probability density functions were obtained by fitting with kernel density estimation utilizing MATLAB <t>2021a</t> histfit function with five bins.
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    Effects of 100 MV/m EF on kinesin (solid line) and β -tubulin C-terminus (dotted line) for various EF directions. a) Kinetics of the dipole moment magnitude and c) angle projection (see Eqs. and ). b) translational and d) rotational work carried out by the EF on the protein. Color coding: X (blue), -X (cyan), Z (red), and -Z (violet) EF directions and gray is the trajectory with no EF. The colored lines are the mean from N = 40 for X, N = 10 for -X, N = 10 for Z, N = 10 for -Z trajectories. In c), the gray lines are the reference (no EF) trajectories: solid dark gray and solid light gray for kinesin and β -tubulin C-terminus respectively, in X and -X EF direction (from Eq. ), dashed dark gray and dashed light gray for kinesin and β -tubulin C-terminus respectively, in Z and -Z EF direction (from Eq. ). Distributions on the right display relative probability of the occurrence and the mean of the value for each quantity at the time when zero number of contacts between kinesin and tubulin (see e) was reached. For example, in a), for the trajectories with X EF direction, the value of the kinesin dipole moment magnitude at the time when zero number of contacts was reached was between 1400 D and 1750 D and the mean value was 1575 D. The probability density functions were obtained by fitting with kernel density estimation utilizing MATLAB <t>2021a</t> histfit function with five bins.
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    Effects of 100 MV/m EF on kinesin (solid line) and β -tubulin C-terminus (dotted line) for various EF directions. a) Kinetics of the dipole moment magnitude and c) angle projection (see Eqs. and ). b) translational and d) rotational work carried out by the EF on the protein. Color coding: X (blue), -X (cyan), Z (red), and -Z (violet) EF directions and gray is the trajectory with no EF. The colored lines are the mean from N = 40 for X, N = 10 for -X, N = 10 for Z, N = 10 for -Z trajectories. In c), the gray lines are the reference (no EF) trajectories: solid dark gray and solid light gray for kinesin and β -tubulin C-terminus respectively, in X and -X EF direction (from Eq. ), dashed dark gray and dashed light gray for kinesin and β -tubulin C-terminus respectively, in Z and -Z EF direction (from Eq. ). Distributions on the right display relative probability of the occurrence and the mean of the value for each quantity at the time when zero number of contacts between kinesin and tubulin (see e) was reached. For example, in a), for the trajectories with X EF direction, the value of the kinesin dipole moment magnitude at the time when zero number of contacts was reached was between 1400 D and 1750 D and the mean value was 1575 D. The probability density functions were obtained by fitting with kernel density estimation utilizing MATLAB <t>2021a</t> histfit function with five bins.
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    Effects of 100 MV/m EF on kinesin (solid line) and β -tubulin C-terminus (dotted line) for various EF directions. a) Kinetics of the dipole moment magnitude and c) angle projection (see Eqs. and ). b) translational and d) rotational work carried out by the EF on the protein. Color coding: X (blue), -X (cyan), Z (red), and -Z (violet) EF directions and gray is the trajectory with no EF. The colored lines are the mean from N = 40 for X, N = 10 for -X, N = 10 for Z, N = 10 for -Z trajectories. In c), the gray lines are the reference (no EF) trajectories: solid dark gray and solid light gray for kinesin and β -tubulin C-terminus respectively, in X and -X EF direction (from Eq. ), dashed dark gray and dashed light gray for kinesin and β -tubulin C-terminus respectively, in Z and -Z EF direction (from Eq. ). Distributions on the right display relative probability of the occurrence and the mean of the value for each quantity at the time when zero number of contacts between kinesin and tubulin (see e) was reached. For example, in a), for the trajectories with X EF direction, the value of the kinesin dipole moment magnitude at the time when zero number of contacts was reached was between 1400 D and 1750 D and the mean value was 1575 D. The probability density functions were obtained by fitting with kernel density estimation utilizing MATLAB <t>2021a</t> histfit function with five bins.
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    Effects of 100 MV/m EF on kinesin (solid line) and β -tubulin C-terminus (dotted line) for various EF directions. a) Kinetics of the dipole moment magnitude and c) angle projection (see Eqs. and ). b) translational and d) rotational work carried out by the EF on the protein. Color coding: X (blue), -X (cyan), Z (red), and -Z (violet) EF directions and gray is the trajectory with no EF. The colored lines are the mean from N = 40 for X, N = 10 for -X, N = 10 for Z, N = 10 for -Z trajectories. In c), the gray lines are the reference (no EF) trajectories: solid dark gray and solid light gray for kinesin and β -tubulin C-terminus respectively, in X and -X EF direction (from Eq. ), dashed dark gray and dashed light gray for kinesin and β -tubulin C-terminus respectively, in Z and -Z EF direction (from Eq. ). Distributions on the right display relative probability of the occurrence and the mean of the value for each quantity at the time when zero number of contacts between kinesin and tubulin (see e) was reached. For example, in a), for the trajectories with X EF direction, the value of the kinesin dipole moment magnitude at the time when zero number of contacts was reached was between 1400 D and 1750 D and the mean value was 1575 D. The probability density functions were obtained by fitting with kernel density estimation utilizing MATLAB 2021a histfit function with five bins.

    Journal: Computational and Structural Biotechnology Journal

    Article Title: Electro-detachment of kinesin motor domain from microtubule in silico

    doi: 10.1016/j.csbj.2023.01.018

    Figure Lengend Snippet: Effects of 100 MV/m EF on kinesin (solid line) and β -tubulin C-terminus (dotted line) for various EF directions. a) Kinetics of the dipole moment magnitude and c) angle projection (see Eqs. and ). b) translational and d) rotational work carried out by the EF on the protein. Color coding: X (blue), -X (cyan), Z (red), and -Z (violet) EF directions and gray is the trajectory with no EF. The colored lines are the mean from N = 40 for X, N = 10 for -X, N = 10 for Z, N = 10 for -Z trajectories. In c), the gray lines are the reference (no EF) trajectories: solid dark gray and solid light gray for kinesin and β -tubulin C-terminus respectively, in X and -X EF direction (from Eq. ), dashed dark gray and dashed light gray for kinesin and β -tubulin C-terminus respectively, in Z and -Z EF direction (from Eq. ). Distributions on the right display relative probability of the occurrence and the mean of the value for each quantity at the time when zero number of contacts between kinesin and tubulin (see e) was reached. For example, in a), for the trajectories with X EF direction, the value of the kinesin dipole moment magnitude at the time when zero number of contacts was reached was between 1400 D and 1750 D and the mean value was 1575 D. The probability density functions were obtained by fitting with kernel density estimation utilizing MATLAB 2021a histfit function with five bins.

    Article Snippet: For example, in a), for the trajectories with X EF direction, the value of the kinesin dipole moment magnitude at the time when zero number of contacts was reached was between 1400 D and 1750 D and the mean value was 1575 D. The probability density functions were obtained by fitting with kernel density estimation utilizing MATLAB 2021a histfit function with five bins.

    Techniques:

    Dependence of the electric field effects on the kinesin (solid lines) and β -tubulin C-terminus (dotted lines) on the EF strength for the X EF direction. Kinetics of a) the number of contacts between kinesin and tubulin, b) the kinesin displacement. c) the kinesin and β -tubulin C-terminus dipole moment magnitude d) the dipole angle projection, e) rotational, and f) translational work carried out by the EF on the kinesin and β -tubulin C-terminus. Color coding: 100 MV/m (blue), 75 MV/m (cyan), 50 MV/m (red), and 30 MV/m (violet) electric field strength and gray is the trajectory with no EF. The colored lines are the mean from N = 40 for 100 MV/m, N = 30 for 75 MV/m, N = 20 for 50 MV/m, N = 10 for 30 MV/m trajectories. The density functions were obtained from kernel density estimation utilizing MATLAB 2021a histfit function with five bins.

    Journal: Computational and Structural Biotechnology Journal

    Article Title: Electro-detachment of kinesin motor domain from microtubule in silico

    doi: 10.1016/j.csbj.2023.01.018

    Figure Lengend Snippet: Dependence of the electric field effects on the kinesin (solid lines) and β -tubulin C-terminus (dotted lines) on the EF strength for the X EF direction. Kinetics of a) the number of contacts between kinesin and tubulin, b) the kinesin displacement. c) the kinesin and β -tubulin C-terminus dipole moment magnitude d) the dipole angle projection, e) rotational, and f) translational work carried out by the EF on the kinesin and β -tubulin C-terminus. Color coding: 100 MV/m (blue), 75 MV/m (cyan), 50 MV/m (red), and 30 MV/m (violet) electric field strength and gray is the trajectory with no EF. The colored lines are the mean from N = 40 for 100 MV/m, N = 30 for 75 MV/m, N = 20 for 50 MV/m, N = 10 for 30 MV/m trajectories. The density functions were obtained from kernel density estimation utilizing MATLAB 2021a histfit function with five bins.

    Article Snippet: For example, in a), for the trajectories with X EF direction, the value of the kinesin dipole moment magnitude at the time when zero number of contacts was reached was between 1400 D and 1750 D and the mean value was 1575 D. The probability density functions were obtained by fitting with kernel density estimation utilizing MATLAB 2021a histfit function with five bins.

    Techniques: