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matlab ml classification module  (MathWorks Inc)


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    MathWorks Inc matlab ml classification module
    Matlab Ml Classification Module, supplied by MathWorks Inc, used in various techniques. Bioz Stars score: 96/100, based on 2350 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
    https://www.bioz.com/product/classification/Statistics+and+Machine+Learning+Toolbox/pm42854521-52-11-11
    Average 96 stars, based on 2350 article reviews
    matlab ml classification module - by Bioz Stars, 2026-10
    96/100 stars

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    Related Articles

    Produced:

    Article Title: A high-dimensional population code in the bat motor cortex during natural dexterous flight.
    Article Snippet: .. This paper Available upon request Experimental models: Organisms/strains Egyptian fruit bats (Rousettus aegyptiacus) Lab born (first generation produced from wild caught) N/A Software and algorithms MATLAB R2025b MathWorks https://www.mathworks.com/products/matlab.html Costume analysis code This paper https://github.com/BoazStyr/bat-motor-cortex-cell DeepLabCut Mathis et al.31 https://github.com/deeplabcut/deeplabcut aniposelib Karashchuk et al.66 https://github.com/lambdaloop/aniposelib Kilosort4 Pachitariu et al.67 https://github.com/mouseland/kilosort phy Rossant et al.67 https://github.com/cortex-lab/phy Circular Statistics Toolbox in MATLAB Berens et al.68 https://www.jstatsoft.org/article/view/v031i10 Gaussian-Process Factor Analysis (GPFA) Yu et al.46 https://users.ece.cmu.edu/∼byronyu/software.shtml Demixed Principal Component Analysis (dPCA) Kobak et al.45 https://github.com/machenslab/dPCA Other Neuropixels 1.0 probe IMEC NP1000 Wireless Neuropixels headstage SpikeGadgets Neuropixels 1.0 Headstage Motion capture system Motion analysis Raptor-12HS High speed cameras Basler Balser a2A1920-160umBAS Pulse Stimulator (TTL generator) A.M.P.I Master-9 ll OPEN ACCESS Cell 189, 1–14.e1–e9, December 10, 2026 e1 Article (M1.59 mm stainless steel) were placed to further strengthen the attachment of the implant to the skull. ..

    Software:

    Article Title: A high-dimensional population code in the bat motor cortex during natural dexterous flight.
    Article Snippet: .. This paper Available upon request Experimental models: Organisms/strains Egyptian fruit bats (Rousettus aegyptiacus) Lab born (first generation produced from wild caught) N/A Software and algorithms MATLAB R2025b MathWorks https://www.mathworks.com/products/matlab.html Costume analysis code This paper https://github.com/BoazStyr/bat-motor-cortex-cell DeepLabCut Mathis et al.31 https://github.com/deeplabcut/deeplabcut aniposelib Karashchuk et al.66 https://github.com/lambdaloop/aniposelib Kilosort4 Pachitariu et al.67 https://github.com/mouseland/kilosort phy Rossant et al.67 https://github.com/cortex-lab/phy Circular Statistics Toolbox in MATLAB Berens et al.68 https://www.jstatsoft.org/article/view/v031i10 Gaussian-Process Factor Analysis (GPFA) Yu et al.46 https://users.ece.cmu.edu/∼byronyu/software.shtml Demixed Principal Component Analysis (dPCA) Kobak et al.45 https://github.com/machenslab/dPCA Other Neuropixels 1.0 probe IMEC NP1000 Wireless Neuropixels headstage SpikeGadgets Neuropixels 1.0 Headstage Motion capture system Motion analysis Raptor-12HS High speed cameras Basler Balser a2A1920-160umBAS Pulse Stimulator (TTL generator) A.M.P.I Master-9 ll OPEN ACCESS Cell 189, 1–14.e1–e9, December 10, 2026 e1 Article (M1.59 mm stainless steel) were placed to further strengthen the attachment of the implant to the skull. ..

    Analysis:

    Article Title: A high-dimensional population code in the bat motor cortex during natural dexterous flight.
    Article Snippet: .. This paper Available upon request Experimental models: Organisms/strains Egyptian fruit bats (Rousettus aegyptiacus) Lab born (first generation produced from wild caught) N/A Software and algorithms MATLAB R2025b MathWorks https://www.mathworks.com/products/matlab.html Costume analysis code This paper https://github.com/BoazStyr/bat-motor-cortex-cell DeepLabCut Mathis et al.31 https://github.com/deeplabcut/deeplabcut aniposelib Karashchuk et al.66 https://github.com/lambdaloop/aniposelib Kilosort4 Pachitariu et al.67 https://github.com/mouseland/kilosort phy Rossant et al.67 https://github.com/cortex-lab/phy Circular Statistics Toolbox in MATLAB Berens et al.68 https://www.jstatsoft.org/article/view/v031i10 Gaussian-Process Factor Analysis (GPFA) Yu et al.46 https://users.ece.cmu.edu/∼byronyu/software.shtml Demixed Principal Component Analysis (dPCA) Kobak et al.45 https://github.com/machenslab/dPCA Other Neuropixels 1.0 probe IMEC NP1000 Wireless Neuropixels headstage SpikeGadgets Neuropixels 1.0 Headstage Motion capture system Motion analysis Raptor-12HS High speed cameras Basler Balser a2A1920-160umBAS Pulse Stimulator (TTL generator) A.M.P.I Master-9 ll OPEN ACCESS Cell 189, 1–14.e1–e9, December 10, 2026 e1 Article (M1.59 mm stainless steel) were placed to further strengthen the attachment of the implant to the skull. ..

    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. ..

    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. ..

    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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    Coronal Plane Alignment of the Knee (CPAK) classification with nine theoretical knee types. Source : Adapted from MacDessi et al. . aHKA, arithmetic hip–knee–ankle angle; HKA, hip–knee–ankle angle; JLO, joint line obliquity; LDFA, lateral distal femoral angle; MPTA, medial proximal tibial angle.

    Journal: Journal of Experimental Orthopaedics

    Article Title: Speaking the same language? A direct cartography between functional knee phenotypes and CPAK

    doi: 10.1002/jeo2.70801

    Figure Lengend Snippet: Coronal Plane Alignment of the Knee (CPAK) classification with nine theoretical knee types. Source : Adapted from MacDessi et al. . aHKA, arithmetic hip–knee–ankle angle; HKA, hip–knee–ankle angle; JLO, joint line obliquity; LDFA, lateral distal femoral angle; MPTA, medial proximal tibial angle.

    Article Snippet: The present study aimed to establish a theoretical mapping between the FKP described by Hirschmann and the CPAK classification by analytically deriving the arithmetic HKA angle and JLO from FMA and TMA.

    Techniques:

    Deterministic mapping between functional knee phenotypes (FMA mean = x ‐coordinate − TMA mean = y ‐coordinate) and CPAK classification femoral. The x ‐axis represents the femoral mechanical angle (FMA): values to the left (FMA < 93°) correspond to varus femoral orientation, values to the right (FMA > 93°) to valgus femoral orientation. The y ‐axis represents the tibial mechanical angle (TMA): values below (TMA < 87°) correspond to varus tibial orientation, values above (TMA > 87°) to valgus tibial orientation. Population means (FMA = 93°, TMA = 87°) serve as phenotypic neutrality references per the Hirschmann classification. CPAK, Coronal Plane Alignment of the Knee.

    Journal: Journal of Experimental Orthopaedics

    Article Title: Speaking the same language? A direct cartography between functional knee phenotypes and CPAK

    doi: 10.1002/jeo2.70801

    Figure Lengend Snippet: Deterministic mapping between functional knee phenotypes (FMA mean = x ‐coordinate − TMA mean = y ‐coordinate) and CPAK classification femoral. The x ‐axis represents the femoral mechanical angle (FMA): values to the left (FMA < 93°) correspond to varus femoral orientation, values to the right (FMA > 93°) to valgus femoral orientation. The y ‐axis represents the tibial mechanical angle (TMA): values below (TMA < 87°) correspond to varus tibial orientation, values above (TMA > 87°) to valgus tibial orientation. Population means (FMA = 93°, TMA = 87°) serve as phenotypic neutrality references per the Hirschmann classification. CPAK, Coronal Plane Alignment of the Knee.

    Article Snippet: The present study aimed to establish a theoretical mapping between the FKP described by Hirschmann and the CPAK classification by analytically deriving the arithmetic HKA angle and JLO from FMA and TMA.

    Techniques: Functional Assay

    Correspondence between functional knee phenotypes and CPAK types across femoral (FMA = x ‐coordinate) and tibial (TMA = y ‐coordinate) mechanical angle intervals. Each functional phenotype corresponds to a 3° angular interval, defined as ± 1.5° around the central femoral (FMA) and tibial (TMA) mechanical angle values. The table illustrates the theoretical mapping between these FMA–TMA intervals and the CPAK classification. When the angular interval of a phenotype intersects several CPAK regions, multiple CPAK types are listed within the same cell. CPAK, Coronal Plane Alignment of the Knee.

    Journal: Journal of Experimental Orthopaedics

    Article Title: Speaking the same language? A direct cartography between functional knee phenotypes and CPAK

    doi: 10.1002/jeo2.70801

    Figure Lengend Snippet: Correspondence between functional knee phenotypes and CPAK types across femoral (FMA = x ‐coordinate) and tibial (TMA = y ‐coordinate) mechanical angle intervals. Each functional phenotype corresponds to a 3° angular interval, defined as ± 1.5° around the central femoral (FMA) and tibial (TMA) mechanical angle values. The table illustrates the theoretical mapping between these FMA–TMA intervals and the CPAK classification. When the angular interval of a phenotype intersects several CPAK regions, multiple CPAK types are listed within the same cell. CPAK, Coronal Plane Alignment of the Knee.

    Article Snippet: The present study aimed to establish a theoretical mapping between the FKP described by Hirschmann and the CPAK classification by analytically deriving the arithmetic HKA angle and JLO from FMA and TMA.

    Techniques: Functional Assay

    Distribution of functional knee phenotypes according to the Hirschmann and MacDessi (CPAK) classifications in osteoarthritic (OA) and non‐osteoarthritic (NO) populations. CPAK distributions obtained from the Hirschmann functional phenotype cohort are compared with those reported in the original CPAK cohort (MacDessi) in NO and OA populations. Four attribution strategies were applied: mean, using the central FMA and TMA values; interval, considering the full angular ranges (±1.5°) of each phenotype; stochastic, using Monte Carlo sampling within these intervals; and rare, selecting CPAK types located at the margins of the compatible aHKA–JLO space. aHKA, arithmetic hip–knee–ankle angle; CPAK, Coronal Plane Alignment of the Knee; FMA, femoral mechanical angle; JLO, joint line obliquity; TMA, total knee arthroplasty.

    Journal: Journal of Experimental Orthopaedics

    Article Title: Speaking the same language? A direct cartography between functional knee phenotypes and CPAK

    doi: 10.1002/jeo2.70801

    Figure Lengend Snippet: Distribution of functional knee phenotypes according to the Hirschmann and MacDessi (CPAK) classifications in osteoarthritic (OA) and non‐osteoarthritic (NO) populations. CPAK distributions obtained from the Hirschmann functional phenotype cohort are compared with those reported in the original CPAK cohort (MacDessi) in NO and OA populations. Four attribution strategies were applied: mean, using the central FMA and TMA values; interval, considering the full angular ranges (±1.5°) of each phenotype; stochastic, using Monte Carlo sampling within these intervals; and rare, selecting CPAK types located at the margins of the compatible aHKA–JLO space. aHKA, arithmetic hip–knee–ankle angle; CPAK, Coronal Plane Alignment of the Knee; FMA, femoral mechanical angle; JLO, joint line obliquity; TMA, total knee arthroplasty.

    Article Snippet: The present study aimed to establish a theoretical mapping between the FKP described by Hirschmann and the CPAK classification by analytically deriving the arithmetic HKA angle and JLO from FMA and TMA.

    Techniques: Functional Assay, Sampling

    Hirschmann‐CPAK (HCT‐9) reading grid. CPAK, Coronal Plane Alignment of the Knee; FMA, femoral mechanical angle; HCT‐9, Hirschmann–CPAK Translational grid; TMA, tibial mechanical angle.

    Journal: Journal of Experimental Orthopaedics

    Article Title: Speaking the same language? A direct cartography between functional knee phenotypes and CPAK

    doi: 10.1002/jeo2.70801

    Figure Lengend Snippet: Hirschmann‐CPAK (HCT‐9) reading grid. CPAK, Coronal Plane Alignment of the Knee; FMA, femoral mechanical angle; HCT‐9, Hirschmann–CPAK Translational grid; TMA, tibial mechanical angle.

    Article Snippet: The present study aimed to establish a theoretical mapping between the FKP described by Hirschmann and the CPAK classification by analytically deriving the arithmetic HKA angle and JLO from FMA and TMA.

    Techniques: