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    MathWorks Inc kernel density estimation via the 'ksdensity' function in
    Kernel Density Estimation Via The 'Ksdensity' Function In, 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/pm35790403-119-10-13
    Average 90 stars, based on 1 article reviews
    kernel density estimation via the 'ksdensity' function in - by Bioz Stars, 2026-09
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    Article Title: Interannual Ural Atmospheric Variability Under Slow‐Varying Soil Moisture and Snow Cover: Three Quasi‐Equilibrium States
    Article Snippet: We use the MATLAB function “ksdensity” to calculate the joint PDF of two variables (refer to https://www.mathworks.com/help/stats/ksdensity.html).

    Article Title: Visualizing PIEZO1 localization and activity in hiPSC-derived single cells and organoids with HaloTag technology.
    Article Snippet: We used the “ksdensity” function in MATLAB with a “normal” kernel having a bandwidth of [2.503 μm, 3.661 μm] for the distances to the lumen and outer edge, respectively.

    Article Title: Early and late place cells during postnatal development of the hippocampus
    Article Snippet: We used the MATLAB function “ ksdensity ” for density estimation on the data points, creating a density estimate for each point.

    Article Title: Early and late place cells during postnatal development of the hippocampus.
    Article Snippet: We used the MATLAB function “ksdensity” for density estimation on the data points, creating a density estimate for eachpoint.

    Article Title: Striatal neural ensemble codes for voluntary locomotor and involuntary dyskinetic movements
    Article Snippet: This KDE was calculated using MATLAB’s default ksdensity function, which uses a Gaussian kernel to estimate the probability density function of the data.

    Article Title: Early and late place cells during postnatal development of the hippocampus
    Article Snippet: We identified the location of max density in this scatter plot using the “ ksdensity ” function in MATLAB.

    Article Title: Investigating the predictive models of efficacy of accelerated neuronavigation-guided rTMS for suicidal depression based on multimodal large-scale brain networks
    Article Snippet: Specifically, values for each morphological index within each ROI were extracted to estimate a probability density function using a MATLAB function, ksdensity.

    Generated:

    Article Title: ON-OFF neuromorphic ISING machines using Fowler-Nordheim annealers.
    Article Snippet: .. The probability density function (pdf) was generated using ksdensity, the built-in MATLAB function. ..



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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: