Description:

MLPACK is the first comprehensive scalable machine learning library. Developed by the Fundamental Algorithmic and Statistical Tools laboratory (FASTlab), MLPACK and its core functions library FASTlib are the much needed filling of an existing void. Previously, researchers had to either (a) settle for poorly-scaling collections of methods implemented for academic purposes, (b) hunt down the often difficult to find and difficult to apply yet fast code writen by algorithms' developers, or (c) reimplement solutions to their specific analysis problems from scratch. With MLPACK, we offer a fourth option, in which researchers may find all the methods they need designed favoring both speed and usability.

MLPACK currently includes a wide range of the following efficient algorithms:

• $k$-nearest neighbor classifier.

• FastICA.

• Hidden Markov Models.

• Information Maximization algorithm for ICA.

• Kalman filter.

• Kernel density estimation algorithm using series expansion.

• Mixture of Gaussians using maximum likelihood and L2 error.

• Naive Bayes classifier.

• Nelder-Mead/Quasi-Newton optimizer.

• Series expansion library for Gaussian kernel in $O(p^D)$ and $O(D^p)$ expansions.

• Support Vector Machine classifier and regression.

• Sequential Minimal Optimization algorithm for SVM.

Changes to previous version:

Initial Announcement on mloss.org.

BibTeX Entry: Download

Corresponding Paper BibTeX Entry: Download

Supported Operating Systems: Cygwin, Linux, Macosx

Data Formats: None

Tags: Clustering, Kernel Methods, Convex Optimization, Classifiaction, Density Estimation, Large Scale Learning, Kalman Filter, K Nearest Neighbor Classification, Algorithms, Classifiers, Nips2008, Kdtree

Archive: download here

Other available revisons

Version	Changelog	Date
0.2	Initial Announcement on mloss.org.	November 20, 2009, 04:01:36
0.1	Initial Announcement on mloss.org.	October 7, 2008, 07:12:37

Comments

Eileen (on February 13, 2009, 12:13:23)

having this problem when running fl-build-all

/bin/sh: g++4: not found make: * [$FASTLIBPATH/bin/i686_Linux_fast_gcc4_-DDISABLE_DISK_MATRIX/obj/mlpack_allnn_main.o] Error 127

and a whole lot of similar error

Am i missing something?

fastlab (on February 14, 2009, 03:55:05)

You need to install gcc 4. Which platform are you running on?

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