MEX Performance (mex-perf) is an ontology with the goal of describing performance values for machine learning problems (MEX Platform)

IRI:
http://mex.aksw.org/mex-perf
Current version:
1.0.2
Authors:
http://aksw.org/DiegoEsteves.html
Contributors:
http://aksw.org/DiegoMoussallem.html
http://aksw.org/JensLehmann.html
Publisher:
AKSW Grupo de Pesquisa - Universidade de Leipzig
AKSW Research Group - Leipzig University
Imported Ontologies:
http://usefulinc.com/ns/doap# (visualise it with LODE)
http://www.w3.org/2000/01/rdf-schema# (visualise it with LODE)
http://www.w3.org/ns/prov-o# (visualise it with LODE)
Other visualisation:
Ontology source

Abstract

MEX is an RDF vocabulary designed to facilitate interoperability between published machine learning experiments results on the Web. The mex-perf layer is the 3rd level of the MEX for representing the machine learning algorithm's performances.

Table of Content

  1. Classes
  2. Data Properties
  3. Namespace Declarations

Classes

classification measurec back to ToC or Class ToC

IRI: http://mex.aksw.org/mex-perf#ClassificationMeasure

has super-classes
performance measurec
is in domain of
accuracydp, errordp, f1 measuredp, false negativedp, false negative ratedp, false positivedp, false positive ratedp, precisiondp, recalldp, rocdp, sensitivitydp, specificitydp, true negativedp, true negative ratedp, true positivedp, true positive ratedp

clustering measurec back to ToC or Class ToC

IRI: http://mex.aksw.org/mex-perf#ClusteringMeasure

has super-classes
performance measurec
is in domain of
chebyschev distancedp, cosinedp, errordp, euclidean distancedp, gen similarity coefficientdp, hamming distancedp, manhattan distancedp

example performance measurec back to ToC or Class ToC

IRI: http://mex.aksw.org/mex-perf#ExamplePerformanceMeasure

has super-classes
entityc
is in domain of
predicted valuedp, real valuedp

example performance measure collectionc back to ToC or Class ToC

IRI: http://mex.aksw.org/mex-perf#ExamplePerformanceMeasureCollection

has super-classes
collectionc

execution performancec back to ToC or Class ToC

IRI: http://mex.aksw.org/mex-perf#ExecutionPerformance

has super-classes
activityc

performance measurec back to ToC or Class ToC

IRI: http://mex.aksw.org/mex-perf#PerformanceMeasure

has super-classes
entityc
has sub-classes
classification measurec, clustering measurec, regression measurec, statistical measurec, user defined measurec

regression measurec back to ToC or Class ToC

IRI: http://mex.aksw.org/mex-perf#RegressionMeasure

has super-classes
performance measurec
is in domain of
correlation coefficientdp, errordp, mean absolute deviationdp, mean squared errordp, median absolute deviationdp, relative absolute errordp, residualdp, root mean squared errordp, root relative squared errordp, total errordp

statistical measurec back to ToC or Class ToC

IRI: http://mex.aksw.org/mex-perf#StatisticalMeasure

has super-classes
performance measurec
is in domain of
Pointwise mutual informationdp, bonferroni dunndp, chi squaredp, errordp, friedmandp, kappa statisticsdp, kolmogorov smirnovdp, l1normdp, l2normdp, linfnormdp, meandp, mediandp, modedp, nemenyidp, pearson correlationdp, spmidp, standard deviationdp, variancedp, wilcoxondp

user defined measurec back to ToC or Class ToC

IRI: http://mex.aksw.org/mex-perf#UserDefinedMeasure

has super-classes
performance measurec
is in domain of
formuladp

user defined measure collectionc back to ToC or Class ToC

IRI: http://mex.aksw.org/mex-perf#UserDefinedMeasureCollection

has super-classes
collectionc

Data Properties

accuracydp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#accuracy

has domain
classification measurec
has range
double

bonferroni dunndp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#bonferroniDunn

has domain
statistical measurec
has range
double

chebyschev distancedp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#chebyschevDistance

has domain
clustering measurec
has range
double

chi squaredp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#chiSquare

has domain
statistical measurec
has range
double

correlation coefficientdp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#correlationCoefficient

has domain
regression measurec
has range
double

cosinedp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#cosine

has domain
clustering measurec
has range
double

errordp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#error

euclidean distancedp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#euclideanDistance

has domain
clustering measurec
has range
double

f1 measuredp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#f1Measure

has domain
classification measurec
has range
double
F-measure or F-score or F1 score

false negativedp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#falseNegative

has domain
classification measurec
has range
integer

false negative ratedp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#falseNegativeRate

has domain
classification measurec
has range
double

false positivedp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#falsePositive

has domain
classification measurec
has range
integer

false positive ratedp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#falsePositiveRate

has domain
classification measurec
has range
double

foldsdp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#folds

has range
int

formuladp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#formula

has domain
user defined measurec
has range
string

friedmandp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#friedman

has domain
statistical measurec
has range
double

gen similarity coefficientdp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#genSimilarityCoefficient

has domain
clustering measurec
has range
double

hamming distancedp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#hammingDistance

has domain
clustering measurec
has range
double

kappa statisticsdp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#kappaStatistics

has domain
statistical measurec
has range
double

kerneldp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#kernel

has range
string

kolmogorov smirnovdp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#kolmogorovSmirnov

has domain
statistical measurec
has range
double

l1normdp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#L1norm

has domain
statistical measurec
has range
double

l2normdp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#L2norm

has domain
statistical measurec
has range
double

linfnormdp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#Linfnorm

has domain
statistical measurec
has range
double

manhattan distancedp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#manhattanDistance

has domain
clustering measurec
has range
double

meandp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#mean

has domain
statistical measurec
has range
double

mean absolute deviationdp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#meanAbsoluteDeviation

has domain
regression measurec
has range
double

mean squared errordp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#meanSquaredError

has domain
regression measurec
has range
double

mediandp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#median

has domain
statistical measurec
has range
double

median absolute deviationdp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#medianAbsoluteDeviation

has domain
regression measurec
has range
double

modedp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#mode

has domain
statistical measurec
has range
double

nemenyidp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#nemenyi

has domain
statistical measurec
has range
double

pearson correlationdp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#pearsonCorrelation

has domain
statistical measurec
has range
double

Pointwise mutual informationdp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#pmi

has domain
statistical measurec
has range
double

precisiondp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#precision

has domain
classification measurec
has range
double

predicted valuedp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#predictedValue

has domain
example performance measurec
has range
string

real valuedp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#realValue

has domain
example performance measurec
has range
string

recalldp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#recall

has domain
classification measurec
has range
double

relative absolute errordp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#relativeAbsoluteError

has domain
regression measurec
has range
double

residualdp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#residual

has domain
regression measurec
has range
double

rocdp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#roc

has domain
classification measurec
has range
double

root mean squared errordp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#rootMeanSquaredError

has domain
regression measurec
has range
double

root relative squared errordp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#rootRelativeSquaredError

has domain
regression measurec
has range
double

sensitivitydp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#sensitivity

has domain
classification measurec
has range
double

specificitydp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#specificity

has domain
classification measurec
has range
double

spmidp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#spmi

standard deviationdp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#standardDeviation

has domain
statistical measurec
has range
double

total errordp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#totalError

has domain
regression measurec
has range
double

true negativedp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#trueNegative

has domain
classification measurec
has range
integer

true negative ratedp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#trueNegativeRate

has domain
classification measurec
has range
double

true positivedp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#truePositive

has domain
classification measurec
has range
integer

true positive ratedp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#truePositiveRate

has domain
classification measurec
has range
double

variancedp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#variance

has domain
statistical measurec
has range
double

wilcoxondp back to ToC or Data Property ToC

IRI: http://mex.aksw.org/mex-perf#wilcoxon

has domain
statistical measurec
has range
double

Namespace Declarations back to ToC

default namespace
http://mex.aksw.org/mex-perf#
aksw-org
http://aksw.org/
dc
http://purl.org/dc/elements/1.1/
mex-aksw-org
http://mex.aksw.org/
owl
http://www.w3.org/2002/07/owl#
prov-o
http://www.w3.org/ns/prov-o#
rdf
http://www.w3.org/1999/02/22-rdf-syntax-ns#
rdfs
http://www.w3.org/2000/01/rdf-schema#
terms
http://purl.org/dc/terms/
xsd
http://www.w3.org/2001/XMLSchema#

This HTML document was obtained by processing the OWL ontology source code through LODE, Live OWL Documentation Environment, developed by Silvio Peroni.