Package: spnn 1.2.1
Romin Ebrahimi
spnn: Scale Invariant Probabilistic Neural Networks
Scale invariant version of the original PNN proposed by Specht (1990) <doi:10.1016/0893-6080(90)90049-q> with the added functionality of allowing for smoothing along multiple dimensions while accounting for covariances within the data set. It is written in the R statistical programming language. Given a data set with categorical variables, we use this algorithm to estimate the probabilities of a new observation vector belonging to a specific category. This type of neural network provides the benefits of fast training time relative to backpropagation and statistical generalization with only a small set of known observations.
Authors:
spnn_1.2.1.tar.gz
spnn_1.2.1.zip(r-4.5)spnn_1.2.1.zip(r-4.4)spnn_1.2.1.zip(r-4.3)
spnn_1.2.1.tgz(r-4.4-x86_64)spnn_1.2.1.tgz(r-4.4-arm64)spnn_1.2.1.tgz(r-4.3-x86_64)spnn_1.2.1.tgz(r-4.3-arm64)
spnn_1.2.1.tar.gz(r-4.5-noble)spnn_1.2.1.tar.gz(r-4.4-noble)
spnn_1.2.1.tgz(r-4.4-emscripten)spnn_1.2.1.tgz(r-4.3-emscripten)
spnn.pdf |spnn.html✨
spnn/json (API)
NEWS
# Install 'spnn' in R: |
install.packages('spnn', repos = c('https://romin-ebrahimi.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/romin-ebrahimi/spnn/issues
Last updated 7 months agofrom:556140e58c. Checks:OK: 1 NOTE: 8. Indexed: yes.
Target | Result | Date |
---|---|---|
Doc / Vignettes | OK | Oct 26 2024 |
R-4.5-win-x86_64 | NOTE | Oct 26 2024 |
R-4.5-linux-x86_64 | NOTE | Oct 26 2024 |
R-4.4-win-x86_64 | NOTE | Oct 26 2024 |
R-4.4-mac-x86_64 | NOTE | Oct 26 2024 |
R-4.4-mac-aarch64 | NOTE | Oct 26 2024 |
R-4.3-win-x86_64 | NOTE | Oct 26 2024 |
R-4.3-mac-x86_64 | NOTE | Oct 26 2024 |
R-4.3-mac-aarch64 | NOTE | Oct 26 2024 |
Exports:cspnn.learncspnn.predictspnn.learnspnn.predict
Dependencies:MASSRcppRcppArmadillo
Readme and manuals
Help Manual
Help page | Topics |
---|---|
Scale Invariant Probabilistic Neural Networks | spnn-package spnn |
cspnn.learn | cspnn.learn |
cspnn.predict | cspnn.predict |
spnn.learn | spnn.learn |
spnn.predict | spnn.predict |