Discover mljs/cross-validation Open Source project by ml.js (@mljs)

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JavaScript
License
MIT License
Created over 8 years ago
Updated almost 5 years ago

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Utility library to make cross validation with supervised classifiers

Machine learning tools in JavaScript

JavaScript

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matrix

Matrix manipulation and computation library

JavaScript

358

knn

A k-nearest neighboor classifier algorithm.

JavaScript

136

pca

Principal component analysis

TypeScript

kmeans

K-Means clustering

TypeScript

libsvm

LIBSVM for the browser and nodejs 🔥

JavaScript

levenberg-marquardt

Curve fitting method in JavaScript

JavaScript

distance

Distance functions to compare vectors

TypeScript

random-forest

Random forest for classification and regression.

JavaScript

hclust

Hierarchical clustering in JavaScript

JavaScript

naive-bayes

Naive bayes classifier.

JavaScript

regression

Regression algorithms

JavaScript

xgboost

A port of XGBoost to javascript with emscripten

svm

Support Vector Machine in Javascript

JavaScript

savitzky-golay

Savitzky–Golay filter

TypeScript

regression-multivariate-linear

Multivariate linear regression

JavaScript

feedforward-neural-networks

A implementation of feedforward neural networks based on wildml implementation

JavaScript

regression-simple-linear

Simple Linear Regression

TypeScript

decision-tree-cart

Decision trees using CART implementation

JavaScript

som

self-organizing map (SOM) / Kohonen network

JavaScript

logistic-regression

JavaScript

array

Functional utilities to transform and compute stats on arrays

JavaScript

regression-polynomial

Polynomial Regression

TypeScript

curve-fitting

Levenberg Marquardt curve-fitting: minimize sum of weighted squared residuals

JavaScript

confusion-matrix

Confusion matrix for supervised classification

TypeScript

pls

PLS regression algorithm

JavaScript

global-spectral-deconvolution

Global Spectra Deconvolution + Peak optimizer

TypeScript

savitzky-golay-generalized

General Least-Squares Smoothing and Differentiation by the Convolution (Savitzky-Golay) Method Peter A. Gorry

TypeScript

conrec

JavaScript implementation of the CONREC contouring algorithm

TypeScript

tree-similarity

Tree similarity in Javascript

TypeScript

convolution

Convolution using the FFT or direct algorithm.

JavaScript

fft

JavaScript

spectra-processing

Various methods to help spectra processing

TypeScript

tree-set

A JavaScript emulator of the TreeSet Java class

JavaScript

bit-array

Bit-array operations in JavaScript

JavaScript

fcnnls

Fast Combinatorial Non-negative Least Squares

TypeScript

distance-euclidean

Compute the euclidean distance between two vectors

matrix-convolution

anova

tanimoto

Tanimoto similarity and distance

JavaScript

combinations

Generate all possible unordered samples of size m, without replacement, from a set of n objects

JavaScript

array-xy

Functional utilities for sets of points

dataset-iris

dbscan

distance-matrix

Compute a distance-matrix based on a custom distance function

JavaScript

sparse-matrix

Sparse matrix library

JavaScript

floyd-warshall

Algorithm for finding shortest paths in a weighted graph with positive or negative edge weights (but with no negative cycles)

TypeScript

spectra-fitting

TypeScript

regression-robust-polynomial

Robust polynomial regression using LMedS

TypeScript

generator-mljs-packages

DEPRECATED

JavaScript

regression-exponential

Exponential Regression

JavaScript

xsadd

JavaScript implementation of the XORSHIFT-ADD (XSadd) pseudo random number generator

TypeScript

disjoint-set

Efficient disjoint-set data structure implementation

JavaScript

stat

Functions for computing stats on arrays and matrices

JavaScript

nmf

Non-negative Matrix Factorization (NMF)

JavaScript

performance

JavaScript

array-utils

Some array utilities in JavaScript

JavaScript

expectation-maximization

JavaScript

ml-pipe

TypeScript

airpls

Baseline correction using adaptive iteratively reweighted penalized least squares

JavaScript

regression-theil-sen

Method for robust fitting a line to a set of points

isolation-forest

binary-search

dataset

dataset for multivariate analysis

JavaScript

generate-dataset

Generate synthetic datasets for testing

statistics

signal-processing

pad-array

pcr

random

matrix-peaks-finder

kernel

A factory for kernel functions

JavaScript

calculus

JavaScript

simulated-annealing

JavaScript

hash-table

Open addressing hash table with double hashing

JavaScript

dataset-metadata

a class to manipulate metadata for statistical analysis

JavaScript

datamining

Old repository to be split

JavaScript

peak-shape-generator

Generate various peak shapes.

TypeScript

regression-base

Base class for regression packages

TypeScript

preprocess

Preprocess functions to improve the representation and quality of data

JavaScript

regression-polynomial-2d

TypeScript

baseline-correction-regression

Iterative regression-based baseline correction.

JavaScript

mljs/cross-validation

mljs

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