Data
Internet-Advertisements

Internet-Advertisements

active ARFF Publicly available Visibility: public Uploaded 03-12-2017 by Jann Goschenhofer
0 likes downloaded by 5 people , 7 total downloads 0 issues 0 downvotes
  • Health Medicine OpenML-CC18 study_135 study_99 study_293 study_270 study_271 study_253 study_285 study_446 study_447 study_448 study_449 study_275
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Author: Nicholas Kushmerick Source: [UCI](http://archive.ics.uci.edu/ml/datasets/Internet+Advertisements) - 1998 Please cite: ### Description __Changes to version 1:__ all categorical features transformed as such. This dataset represents a set of possible advertisements on Internet pages. ### Sources (a) Creator and donor: Nicholas Kushmerick - nick@ucd.ie ### Dataset Information The features encode the geometry of the image (if available) as well as phrases occurring in the URL, the image's URL and alt text, the anchor text, and words occurring near the anchor text. The task is to predict whether an image is an advertisement ("ad") or not ("nonad"). ### Atributtes Information There are : 3 continuous attributes. The others are binary. This is the "STANDARD encoding" mentioned in the [Kushmerick, 99] (see below). One or more of the three continuous features are missing in 28% of the instances. Missing values should be interpreted as "unknown". ### Relevant Papers N. Kushmerick (1999). "Learning to remove Internet advertisements", 3rd Int Conf Autonomous Agents. Available at: http://rexa.info/paper/2fdc1cee89b7f4f2c9227d6f5d9b05d22c5ab3e9

1559 features

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origurl.globec.com.aunominal2 unique values
0 missing
ancurl.romancebooksnominal2 unique values
0 missing
ancurl.arvannnominal2 unique values
0 missing
url.alleynominal2 unique values
0 missing
url.emailnominal2 unique values
0 missing
origurl.bonchinnominal2 unique values
0 missing
origurl.meadowsnominal2 unique values
0 missing
ancurl.francoisnominal2 unique values
0 missing
ancurl.tagvalues.13nominal2 unique values
0 missing
url.claw1nominal2 unique values
0 missing
url.martnet.imagesnominal2 unique values
0 missing
origurl.www.worldvillage.comnominal2 unique values
0 missing
origurl.afn47757nominal2 unique values
0 missing
ancurl.linksnominal2 unique values
0 missing
alt.yournominal2 unique values
0 missing
url.pharmacy.gifnominal2 unique values
0 missing
url.uk.gifnominal2 unique values
0 missing
origurl.00.htmlnominal2 unique values
0 missing
origurl.www.geocities.comnominal2 unique values
0 missing
ancurl.athens.forumnominal2 unique values
0 missing
alt.andnominal2 unique values
0 missing
url.www.autopen.comnominal2 unique values
0 missing
url.rednominal2 unique values
0 missing
origurl.vrn.denominal2 unique values
0 missing
origurl.haestad.comnominal2 unique values
0 missing
ancurl.site.swnominal2 unique values
0 missing
alt.topnominal2 unique values
0 missing
url.images.imgnominal2 unique values
0 missing
url.geoguideii.forumsnominal2 unique values
0 missing
origurl.home.netscape.comnominal2 unique values
0 missing
origurl.midnite.htmnominal2 unique values
0 missing
ancurl.autotown.comnominal2 unique values
0 missing
alt.allnominal2 unique values
0 missing
url.fbox.vt.edunominal2 unique values
0 missing
url.www.2meta.comnominal2 unique values
0 missing
origurl.simstory.htmlnominal2 unique values
0 missing
origurl.tkaine.soxnominal2 unique values
0 missing
ancurl.amazon.comnominal2 unique values
0 missing
alt.emailnominal2 unique values
0 missing
url.unc.edunominal2 unique values
0 missing
url.rannominal2 unique values
0 missing
origurl.biopic.htmnominal2 unique values
0 missing
origurl.lovisa1.kattsidanominal2 unique values
0 missing
ancurl.site.nenominal2 unique values
0 missing
alt.outnominal2 unique values
0 missing
url.icsnominal2 unique values
0 missing
url.ukonline.co.uknominal2 unique values
0 missing
origurl.dllnominal2 unique values
0 missing
origurl.fr.bordeauxnominal2 unique values
0 missing
ancurl.qualnominal2 unique values
0 missing
alt.ournominal2 unique values
0 missing
url.timesnominal2 unique values
0 missing
url.passagen.senominal2 unique values
0 missing
origurl.cmeese.malibunominal2 unique values
0 missing
origurl.mindspring.comnominal2 unique values
0 missing
ancurl.membersnominal2 unique values
0 missing
alt.herenominal2 unique values
0 missing
url.forumsnominal2 unique values
0 missing
url.psnw.comnominal2 unique values
0 missing
origurl.icsnominal2 unique values
0 missing
origurl.7597.kittynominal2 unique values
0 missing
ancurl.exenominal2 unique values
0 missing
alt.thenominal2 unique values
0 missing
url.chatnominal2 unique values
0 missing
url.how.htmnominal2 unique values
0 missing
origurl.lindanominal2 unique values
0 missing
origurl.wired.comnominal2 unique values
0 missing
ancurl.pratchettnominal2 unique values
0 missing
alt.downloadnominal2 unique values
0 missing
url.images.go2net.comnominal2 unique values
0 missing
url.tm.frnominal2 unique values
0 missing
origurl.frnominal2 unique values
0 missing
origurl.paws.padnominal2 unique values
0 missing
ancurl.afn47757nominal2 unique values
0 missing
alt.netscapenominal2 unique values
0 missing
url.users.aol.comnominal2 unique values
0 missing
url.sunsetstripnominal2 unique values
0 missing
origurl.private.biopicnominal2 unique values
0 missing
origurl.irishnominal2 unique values
0 missing
ancurl.esinominal2 unique values
0 missing
alt.whatnominal2 unique values
0 missing
url.maleknominal2 unique values
0 missing
url.ora.comnominal2 unique values
0 missing
origurl.corridor.4590nominal2 unique values
0 missing
origurl.squarenominal2 unique values
0 missing
ancurl.1154.linkpgnominal2 unique values
0 missing
alt.explorernominal2 unique values
0 missing
url.jsd.hownominal2 unique values
0 missing
url.logo.gifnominal2 unique values
0 missing
origurl.leonora.htmlnominal2 unique values
0 missing
origurl.padnominal2 unique values
0 missing
ancurl.descnominal2 unique values
0 missing
alt.morenominal2 unique values
0 missing
url.www.cqi.comnominal2 unique values
0 missing
url.marketingnominal2 unique values
0 missing
origurl.dejaynominal2 unique values
0 missing
origurl.methodnominal2 unique values
0 missing
ancurl.forum.8078nominal2 unique values
0 missing
Show first 100 features

62 properties

NumberOfInstances
3279
Number of instances (rows) of the dataset.
NumberOfFeatures
1559
Number of attributes (columns) of the dataset.
NumberOfClasses
2
Number of distinct values of the target attribute (if it is nominal).
NumberOfMissingValues
0
Number of missing values in the dataset.
NumberOfInstancesWithMissingValues
0
Number of instances with at least one value missing.
NumberOfNumericFeatures
3
Number of numeric attributes.
NumberOfSymbolicFeatures
1556
Number of nominal attributes.
MinNominalAttDistinctValues
2
The minimal number of distinct values among attributes of the nominal type.
PercentageOfNumericFeatures
0.19
Percentage of numeric attributes.
Quartile3MeansOfNumericAtts
112.66
Third quartile of means among attributes of the numeric type.
MaxMutualInformation
0.16
Maximum mutual information between the nominal attributes and the target attribute.
MinSkewnessOfNumericAtts
1.71
Minimum skewness among attributes of the numeric type.
PercentageOfSymbolicFeatures
99.81
Percentage of nominal attributes.
Quartile3MutualInformation
0
Third quartile of mutual information between the nominal attributes and the target attribute.
MaxNominalAttDistinctValues
2
The maximum number of distinct values among attributes of the nominal type.
MinStdDevOfNumericAtts
5.43
Minimum standard deviation of attributes of the numeric type.
Quartile1AttributeEntropy
0.03
First quartile of entropy among attributes.
Quartile3SkewnessOfNumericAtts
7.52
Third quartile of skewness among attributes of the numeric type.
MaxSkewnessOfNumericAtts
7.52
Maximum skewness among attributes of the numeric type.
MinorityClassPercentage
14
Percentage of instances belonging to the least frequent class.
Quartile1KurtosisOfNumericAtts
2.62
First quartile of kurtosis among attributes of the numeric type.
Quartile3StdDevOfNumericAtts
130.66
Third quartile of standard deviation of attributes of the numeric type.
MaxStdDevOfNumericAtts
130.66
Maximum standard deviation of attributes of the numeric type.
MinorityClassSize
459
Number of instances belonging to the least frequent class.
Quartile1MeansOfNumericAtts
2.83
First quartile of means among attributes of the numeric type.
StdvNominalAttDistinctValues
0
Standard deviation of the number of distinct values among attributes of the nominal type.
MeanAttributeEntropy
0.06
Average entropy of the attributes.
NumberOfBinaryFeatures
1556
Number of binary attributes.
Quartile1MutualInformation
0
First quartile of mutual information between the nominal attributes and the target attribute.
MeanKurtosisOfNumericAtts
29.14
Mean kurtosis among attributes of the numeric type.
Quartile1SkewnessOfNumericAtts
1.71
First quartile of skewness among attributes of the numeric type.
MeanMeansOfNumericAtts
53.96
Mean of means among attributes of the numeric type.
Quartile1StdDevOfNumericAtts
5.43
First quartile of standard deviation of attributes of the numeric type.
AutoCorrelation
1
Average class difference between consecutive instances.
MeanMutualInformation
0
Average mutual information between the nominal attributes and the target attribute.
Quartile2AttributeEntropy
0.04
Second quartile (Median) of entropy among attributes.
ClassEntropy
0.58
Entropy of the target attribute values.
MeanNoiseToSignalRatio
11.5
An estimate of the amount of irrelevant information in the attributes regarding the class. Equals (MeanAttributeEntropy - MeanMutualInformation) divided by MeanMutualInformation.
Quartile2KurtosisOfNumericAtts
10.88
Second quartile (Median) of kurtosis among attributes of the numeric type.
Dimensionality
0.48
Number of attributes divided by the number of instances.
MeanNominalAttDistinctValues
2
Average number of distinct values among the attributes of the nominal type.
Quartile2MeansOfNumericAtts
46.39
Second quartile (Median) of means among attributes of the numeric type.
EquivalentNumberOfAtts
122.59
Number of attributes needed to optimally describe the class (under the assumption of independence among attributes). Equals ClassEntropy divided by MeanMutualInformation.
MeanSkewnessOfNumericAtts
3.86
Mean skewness among attributes of the numeric type.
Quartile2MutualInformation
0
Second quartile (Median) of mutual information between the nominal attributes and the target attribute.
MajorityClassPercentage
86
Percentage of instances belonging to the most frequent class.
MeanStdDevOfNumericAtts
63.62
Mean standard deviation of attributes of the numeric type.
Quartile2SkewnessOfNumericAtts
2.36
Second quartile (Median) of skewness among attributes of the numeric type.
MajorityClassSize
2820
Number of instances belonging to the most frequent class.
MinAttributeEntropy
0.01
Minimal entropy among attributes.
PercentageOfBinaryFeatures
99.81
Percentage of binary attributes.
Quartile2StdDevOfNumericAtts
54.77
Second quartile (Median) of standard deviation of attributes of the numeric type.
MaxAttributeEntropy
0.87
Maximum entropy among attributes.
MinKurtosisOfNumericAtts
2.62
Minimum kurtosis among attributes of the numeric type.
PercentageOfInstancesWithMissingValues
0
Percentage of instances having missing values.
Quartile3AttributeEntropy
0.06
Third quartile of entropy among attributes.
MaxKurtosisOfNumericAtts
73.92
Maximum kurtosis among attributes of the numeric type.
MinMeansOfNumericAtts
2.83
Minimum of means among attributes of the numeric type.
MinMutualInformation
0
Minimal mutual information between the nominal attributes and the target attribute.
PercentageOfMissingValues
0
Percentage of missing values.
Quartile3KurtosisOfNumericAtts
73.92
Third quartile of kurtosis among attributes of the numeric type.
MaxMeansOfNumericAtts
112.66
Maximum of means among attributes of the numeric type.
Show all 62 properties

25 tasks

Supervised Classification on Internet-Advertisements
1432 runs - estimation_procedure: 10-fold Crossvalidation - target_feature: class
Supervised Classification on Internet-Advertisements
0 runs - estimation_procedure: 10 times 10-fold Crossvalidation - target_feature: class
Supervised Classification on Internet-Advertisements
0 runs - estimation_procedure: 33% Holdout set - target_feature: class
Supervised Classification on Internet-Advertisements
0 runs - estimation_procedure: 33% Holdout set - evaluation_measure: predictive_accuracy - target_feature: class
Supervised Classification on Internet-Advertisements
0 runs - estimation_procedure: 4-fold Crossvalidation - target_feature: class
Supervised Classification on Internet-Advertisements
0 runs - estimation_procedure: 10-fold Crossvalidation - evaluation_measure: predictive_accuracy - target_feature: class
Supervised Classification on Internet-Advertisements
0 runs - estimation_procedure: 10-fold Crossvalidation - target_feature: classification problem
Learning Curve on Internet-Advertisements
0 runs - estimation_procedure: 10-fold Learning Curve - target_feature: class
Learning Curve on Internet-Advertisements
0 runs - estimation_procedure: 10-fold Learning Curve - target_feature: class
Learning Curve on Internet-Advertisements
0 runs - estimation_procedure: 10-fold Learning Curve - target_feature: class
Learning Curve on Internet-Advertisements
0 runs - estimation_procedure: 10-fold Learning Curve - target_feature: class
Learning Curve on Internet-Advertisements
0 runs - estimation_procedure: 10-fold Learning Curve - target_feature: class
Learning Curve on Internet-Advertisements
0 runs - estimation_procedure: 10-fold Learning Curve - target_feature: class
Learning Curve on Internet-Advertisements
0 runs - estimation_procedure: 10-fold Learning Curve - target_feature: class
Supervised Data Stream Classification on Internet-Advertisements
0 runs - estimation_procedure: Interleaved Test then Train - target_feature: class
Clustering on Internet-Advertisements
0 runs - estimation_procedure: 50 times Clustering
Clustering on Internet-Advertisements
0 runs - estimation_procedure: 50 times Clustering
Clustering on Internet-Advertisements
0 runs - estimation_procedure: 50 times Clustering
Clustering on Internet-Advertisements
0 runs - estimation_procedure: 50 times Clustering
Clustering on Internet-Advertisements
0 runs
Clustering on Internet-Advertisements
0 runs - estimation_procedure: 50 times Clustering
Clustering on Internet-Advertisements
0 runs - estimation_procedure: 50 times Clustering
Clustering on Internet-Advertisements
0 runs - estimation_procedure: 50 times Clustering
Clustering on Internet-Advertisements
0 runs - estimation_procedure: 50 times Clustering
Clustering on Internet-Advertisements
0 runs - estimation_procedure: 50 times Clustering
Define a new task