Projects that are tagged with supervised learning.


Logo MyMediaLite 3.07

by zenog - February 9, 2013, 13:14:25 CET [ Project Homepage BibTeX BibTeX for corresponding Paper Download ] 27753 views, 4615 downloads, 1 subscription

About: MyMediaLite is a lightweight, multi-purpose library of recommender system algorithms.

Changes:

Important changes:

  • new rating predictor GSVD++ (contributed by Marcelo Manzato)
  • new recommenders ExternalRatingPredictor and ExternalItemRecommender to evaluate external tools with the MyMediaLite evaluation framework
  • incremental update support for item recommendation UserKNN and ItemKNN (based on a pull request by João Vinagre)
  • --cross-validation support for the rating_based_ranking tool (as requested by Pieter-Jan Verbrugen)
  • removed the group recommendation code
  • cleaner item recommendation evaluation, with a bug fix in the cross-validation code and a complete rewrite of online evaluation
  • removed unused matrix and vector math, faster and simplified matrix code

Logo libAGF 0.9.6

by Petey - December 12, 2012, 03:37:48 CET [ Project Homepage BibTeX BibTeX for corresponding Paper Download ] 4702 views, 973 downloads, 1 subscription

About: C++ software for statistical classification, probability estimation and interpolation/non-linear regression using variable bandwidth kernel estimation.

Changes:

New in Version 0.9.6:

  • Many, many bug fixes. Thanks to all who submitted bug reports!

  • New Bash script to validate probability density function (PDF) calculations: validate_pdf.sh

  • New command for generating a simulated data set with approximately the same PDF as the training data: pdf_sim . Used by validate_pdf.sh

  • New file utility that randomly splits up a dataset into two or more divisions: agf_split_data . Also used by validate_pdf.sh

  • New command generates the Relative Operating Characteristic (ROC) curve: roc_curve


Logo JMLR Jstacs 2.0

by keili - July 30, 2012, 13:31:02 CET [ Project Homepage BibTeX BibTeX for corresponding Paper Download ] 9553 views, 2097 downloads, 2 subscriptions

About: A Java framework for statistical analysis and classification of biological sequences

Changes:

February 2, 2012: Jstacs 2.0 released

Jstacs 2.0 changes many names and the structure of several packages. It is not code-compatible with Jstacs 1.5 and earlier

RESTRUCTURING and RENAMING:

former ScoringFunction, NormalizableScoringFunction, Model

  • new base-interface SequenceScore
  • new sub-interface StatisticalModel of SequenceScore for all statistical models with sub-iterfaces DifferentiableStatisticalModel and TrainableStatisticalModel
  • new interface DifferentiableSequenceScore replaces ScoringFunction
  • new interface DifferentiableStatisticalModel replaces NormalizableScoringFunction
  • new interface TrainableStatisticalModel replaces Model
  • new abstract class AbstractDifferentiableSequenceScore
  • new abstract class AbstractDifferentiableStatisticalModel replaces AbstractNormalizableScoringFunction
  • new abstract class AbstractTrainableStatisticalModel replaces AbstractModel
  • former Models renamed to TrainSM
  • former ScoringFunction renamed to DiffSS or DiffSM
  • getProbFor removed from TrainableStatisticalModel (former Model) and conceptually replaced by getLogProbFor
  • getLogScore(Sequence,int,int) with changed meaning of arguments: getLogScore(Sequence,start,end) instead of getLogScore(Sequence,start,length)
  • isTrained() replaced by common method isInitialized()

Parameters and Results

  • new super-class of Parameters and Results: AnnotatedEntity
  • common list-type for Parameters and Results: AnnotatedEntityList
  • Renaming: CollectionParameter -> SelectionParameter, MultiSelectionCollectionParameter -> MultiSelectionParameter, new super-class AbstractSelectionParameter
  • major refactoring due to common hierarchy and code-cleanup
  • lazy evaluation of Parameter/ParameterSet hierarchies moved from ParameterSet (loadParameters()) to ParameterSetContainer (constructor on class)
  • SubclassFinder adapted to lazy evaluation

performance measures

  • new abstract super-class AbstractPerformanceMeasure of all performance measures
  • new interface NumericalPerformanceMeasure for all performance measures that return a single number (as opposed, e.g., to curves)
  • new class PerformanceMeasureParameterSet for a collection of general performance measures
  • new class NumericalPerformanceMeasureParameterSet for a collection of NumericalPerformanceMeasures
  • used in evaluate-method of AbstractClassifier and in ClassifierAssessments

further changes

  • Sample renamed to DataSet
  • evaluate and evaluateAll in AbstractClassifier joined
  • new class IndependentProductDiffSS as super-class of IndepedentProductDiffSM (former IndependentProductScoringFunction)
  • new class UniformDiffSS as super-class of UniformDiffSM (former UniformScoringFunction)

NEW FUNCTIONALITY:

  • multi-threaded implementation of Baum-Welch and Viterbi training of hidden Markov models
  • new Interface Singleton that can be used for singleton instances to save memory, current examples: DNAAlphabet, DNAAlphabetContainer, ProteinAlphabet
  • added ProteinAlphabet
  • added possibility to use NaN-values with ContinuousAlphabets
  • added ArbitraryFloatSequence including static methods for DataSet creation for cases where double-precision is not needed
  • new performance measure MaximumFMeasure
  • access to Parameters in ParameterSets and Results in ResultSets by name
  • emitDataSet in BayesianNetworkDiffSM
  • new static method Time.getTimeInstance that returns UserTime or RealTime depending on availability of shared lib
  • SubclassFinder allows for adding own base packages
  • new method overlaps() in LocatedSequenceAnnotationWithLength
  • AbstractTerminationCondition used in ScoreClassifier and sub-classes
  • public method propagateESS in HMMFactory
  • new method generateLog in DirichletMRG for drawing log-values
  • added DifferentiableStatisticalModelFactory

BUGFIXES/IMPROVEMENTS:

  • bugfix in propagation of equivalent sample size in HMMFactory
  • bugfix in random initialization of BasicHigherOrderTransition
  • improved Alignment implementation
  • SafeOutputStream with new static factory method getSafeOutputStream, write methods now work on Objects

DOCUMENTATION:

  • improved Javadocs in many classes and packages
  • new Cookbook with extensive documentation and explanation

MISC:

  • output of NonParsableException more verbose
  • Exceptions in multi-threaded code now lead to exit of program instead of only stopping the thread
  • update of RServe/RClient

Logo BCILAB 1.0-beta

by chkothe - January 6, 2012, 23:47:55 CET [ Project Homepage BibTeX BibTeX for corresponding Paper Download ] 1745 views, 335 downloads, 1 subscription

About: MATLAB toolbox for advanced Brain-Computer Interface (BCI) research.

Changes:

Initial Announcement on mloss.org.


Logo Kernel Machine Library 0.2

by pawelm - December 27, 2011, 17:14:01 CET [ Project Homepage BibTeX BibTeX for corresponding Paper ] 1929 views, 56 downloads, 1 subscription

About: The Kernel-Machine Library is a free (released under the LGPL) C++ library to promote the use of and progress of kernel machines.

Changes:

Updated mloss entry (minor fixes).


Logo Correlative Matrix Mapping, CMM 1.1

by emstrick - July 5, 2011, 15:15:21 CET [ BibTeX BibTeX for corresponding Paper Download ] 3115 views, 696 downloads, 1 subscription

About: Correlative Matrix Mapping (CMM) provides a supervised linear data mapping into a Euclidean subspace of given dimension. Applications include denoising, visualization, label-specific data preprocessing, and assessment of data attribute pairs relevant for the supervised mapping. Solving auto-association problems yields linear multidimensional scaling, similar to PCA, but usually with more faithful low-dimensional mappings.

Changes:

Tue Jul 5 14:40:03 CEST 2011 - Bugfixes and cleanups

  • single precision data affected pinv(). Now fairer using double precision.
  • early stopping did not work properly; now fixed
  • Hessian update mode globally controlled via hessmode, 'lbfgs' / 'bfgs'
  • distmat.m corrected for rounding problems and extended to distmat(X,Y)
  • replaced files: corv.m + corvgrad.m -> corvg.m
  • removed unused files: corrmat.m, splitdata.m, traforankapply.m

Logo pHMM4weka 1.0

by smm52 - October 22, 2010, 03:48:07 CET [ Project Homepage BibTeX Download ] 2415 views, 700 downloads, 1 subscription

About: This Java software implements Profile Hidden Markov Models (PHMMs) for protein classification for the WEKA workbench. Standard PHMMs and newly introduced binary PHMMs are used. In addition the software allows propositionalisation of PHMMs.

Changes:

description changed


Logo ELF Ensemble Learning Framework 0.1

by mjahrer - May 10, 2010, 23:54:53 CET [ Project Homepage BibTeX BibTeX for corresponding Paper Download ] 3846 views, 598 downloads, 1 subscription

About: ELF provides many well implemented supervised learners for classification and regression tasks with an opportunity of ensemble learning.

Changes:

Initial Announcement on mloss.org.


Logo rdetools 0.1

by mikio - December 4, 2008, 22:56:37 CET [ Project Homepage BibTeX BibTeX for corresponding Paper Download ] 3151 views, 735 downloads, 1 subscription

About: This software contains several matlab scripts for computing the RDE (relevant dimensionality estimate). The RDE measures the number of leading PCA components in feature space which contain the [...]

Changes:

Initial Announcement on mloss.org.