Other packages > Find by keyword >

MaxWiK  

Machine Learning Method Based on Isolation Kernel Mean Embedding
View on CRAN: Click here


Download and install MaxWiK package within the R console
Install from CRAN:
install.packages("MaxWiK")

Install from Github:
library("remotes")
install_github("cran/MaxWiK")

Install by package version:
library("remotes")
install_version("MaxWiK", "1.0.6")



Attach the package and use:
library("MaxWiK")
Maintained by
Yuri Nagornov
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2024-11-25
Latest Update: 2025-07-07
Description:
Incorporates Approximate Bayesian Computation to get a posterior distribution and to select a model optimal parameter for an observation point. Additionally, the meta-sampling heuristic algorithm is realized for parameter estimation, which requires no model runs and is dimension-independent. A sampling scheme is also presented that allows model runs and uses the meta-sampling for point generation. A predictor is realized as the meta-sampling for the model output. All the algorithms leverage a machine learning method utilizing the maxima weighted Isolation Kernel approach, or 'MaxWiK'. The method involves transforming raw data to a Hilbert space (mapping) and measuring the similarity between simulated points and the maxima weighted Isolation Kernel mapping corresponding to the observation point. Comprehensive details of the methodology can be found in the papers Iurii Nagornov (2024) <doi:10.1007/978-3-031-66431-1_16> and Iurii Nagornov (2023) <doi:10.1007/978-3-031-29168-5_18>.
How to cite:
Yuri Nagornov (2024). MaxWiK: Machine Learning Method Based on Isolation Kernel Mean Embedding. R package version 1.0.6, https://cran.r-project.org/web/packages/MaxWiK. Accessed 10 Mar. 2026.
Previous versions and publish date:
1.0.5 (2024-11-25 12:40)
Other packages that cited MaxWiK R package
View MaxWiK citation profile
Other R packages that MaxWiK depends, imports, suggests or enhances
Complete documentation for MaxWiK
Functions, R codes and Examples using the MaxWiK R package
Full MaxWiK package functions and examples
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

plyr  
Tools for Splitting, Applying and Combining Data
A set of tools that solves a common set of problems: you need to break a big problem down into mana ...
Download / Learn more Package Citations See dependency  
gena  
Genetic Algorithm and Particle Swarm Optimization
Implements genetic algorithm and particle swarm algorithm for real-valued functions. Various modific ...
Download / Learn more Package Citations See dependency  
envirem  
Generation of ENVIREM Variables
Generation of bioclimatic rasters that are complementary to the typical 19 bioclim variables. ...
Download / Learn more Package Citations See dependency  
nextGenShinyApps  
Craft Exceptional 'R Shiny' Applications and Dashboards with Novel Responsive Tools
Nove responsive tools for designing and developing 'Shiny' dashboards and applications. The scripts ...
Download / Learn more Package Citations See dependency  

26,293

R Packages

225,784

Dependencies

70,376

Author Associations

26,294

Publication Badges

© Copyright since 2022. All right reserved, rpkg.net.  Based in Cambridge, Massachusetts, USA