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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 29 Jul. 2026.
Previous versions and publish date:
1.0.5 (2024-11-25 12:40), (2026-07-09 08:10)
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Complete documentation for MaxWiK
Functions, R codes and Examples using the MaxWiK R package
Full MaxWiK package functions and examples
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