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DBpedia(YAGO).arff

DBpedia(YAGO).arff

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DBpedia with top-474 most frequent YAGO types HMC dataset for type prediction. Ingoing and outgoing properties as features

2401 features

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2382nominal2 unique values
0 missing
2381nominal2 unique values
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0 missing
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2358nominal2 unique values
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0 missing
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0 missing
2352nominal2 unique values
0 missing
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0 missing
2349nominal2 unique values
0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
2343nominal2 unique values
0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
2336nominal2 unique values
0 missing
2335nominal2 unique values
0 missing
2334nominal2 unique values
0 missing
2333nominal2 unique values
0 missing
2332nominal2 unique values
0 missing
2331nominal2 unique values
0 missing
2330nominal2 unique values
0 missing
2329nominal2 unique values
0 missing
2328nominal2 unique values
0 missing
2327nominal2 unique values
0 missing
2326nominal2 unique values
0 missing
2325nominal2 unique values
0 missing
2324nominal2 unique values
0 missing
2323nominal2 unique values
0 missing
2322nominal2 unique values
0 missing
2321nominal1 unique values
0 missing
2320nominal2 unique values
0 missing
2319nominal2 unique values
0 missing
2318nominal2 unique values
0 missing
2317nominal2 unique values
0 missing
2316nominal2 unique values
0 missing
2315nominal1 unique values
0 missing
2314nominal2 unique values
0 missing
2313nominal2 unique values
0 missing
2312nominal2 unique values
0 missing
2311nominal2 unique values
0 missing
2310nominal2 unique values
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2308nominal2 unique values
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2307nominal2 unique values
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
2289nominal2 unique values
0 missing
2288nominal2 unique values
0 missing
2287nominal2 unique values
0 missing
2286nominal2 unique values
0 missing
2285nominal2 unique values
0 missing
2284nominal2 unique values
0 missing
2283nominal2 unique values
0 missing
2282nominal2 unique values
0 missing
2281nominal2 unique values
0 missing
2280nominal2 unique values
0 missing
2279nominal2 unique values
0 missing
2278nominal2 unique values
0 missing
2277nominal2 unique values
0 missing
2276nominal2 unique values
0 missing
2275nominal2 unique values
0 missing
2274nominal2 unique values
0 missing
2273nominal2 unique values
0 missing
2272nominal2 unique values
0 missing
2271nominal2 unique values
0 missing
2270nominal2 unique values
0 missing
2269nominal2 unique values
0 missing
2268nominal2 unique values
0 missing
2267nominal2 unique values
0 missing
2266nominal2 unique values
0 missing
2265nominal2 unique values
0 missing
2264nominal1 unique values
0 missing
2263nominal2 unique values
0 missing
2262nominal2 unique values
0 missing
2261nominal2 unique values
0 missing
2260nominal2 unique values
0 missing
2259nominal2 unique values
0 missing
2258nominal2 unique values
0 missing
2257nominal2 unique values
0 missing
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0 missing
2255nominal2 unique values
0 missing
2254nominal2 unique values
0 missing
2253nominal2 unique values
0 missing
2252nominal2 unique values
0 missing
2251nominal2 unique values
0 missing
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0 missing
2249nominal2 unique values
0 missing
2248nominal2 unique values
0 missing
2247nominal2 unique values
0 missing
2246nominal2 unique values
0 missing
2245nominal2 unique values
0 missing
2244nominal2 unique values
0 missing
2243nominal2 unique values
0 missing
2242nominal2 unique values
0 missing
2241nominal2 unique values
0 missing
2240nominal2 unique values
0 missing
2239nominal2 unique values
0 missing
2238nominal2 unique values
0 missing
2237nominal2 unique values
0 missing
2236nominal2 unique values
0 missing
2235nominal2 unique values
0 missing
2234nominal2 unique values
0 missing
2233nominal2 unique values
0 missing
2232nominal2 unique values
0 missing
2231nominal2 unique values
0 missing
2230nominal2 unique values
0 missing
2229nominal2 unique values
0 missing
2228nominal2 unique values
0 missing
2227nominal2 unique values
0 missing
2226nominal2 unique values
0 missing
2225nominal2 unique values
0 missing
2224nominal2 unique values
0 missing
2223nominal2 unique values
0 missing
2222nominal2 unique values
0 missing
2221nominal2 unique values
0 missing
2220nominal2 unique values
0 missing
2219nominal2 unique values
0 missing
2218nominal2 unique values
0 missing
2217nominal2 unique values
0 missing
2216nominal2 unique values
0 missing
2215nominal2 unique values
0 missing
2214nominal2 unique values
0 missing
2213nominal2 unique values
0 missing
2212nominal2 unique values
0 missing
2211nominal2 unique values
0 missing
2210nominal2 unique values
0 missing
2209nominal2 unique values
0 missing
2208nominal2 unique values
0 missing
2207nominal2 unique values
0 missing
2206nominal2 unique values
0 missing
2205nominal2 unique values
0 missing
2204nominal2 unique values
0 missing
2203nominal2 unique values
0 missing
2202nominal2 unique values
0 missing
2201nominal2 unique values
0 missing
2200nominal2 unique values
0 missing
2199nominal2 unique values
0 missing
2198nominal2 unique values
0 missing
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0 missing
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2190nominal2 unique values
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2189nominal2 unique values
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2188nominal2 unique values
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2185nominal2 unique values
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0 missing
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0 missing
2180nominal2 unique values
0 missing
2179nominal2 unique values
0 missing
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0 missing
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0 missing
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0 missing
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0 missing
2173nominal2 unique values
0 missing
2172nominal2 unique values
0 missing
2171nominal2 unique values
0 missing
2170nominal2 unique values
0 missing
2169nominal2 unique values
0 missing
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0 missing
2167nominal2 unique values
0 missing
2166nominal2 unique values
0 missing
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0 missing
2164nominal2 unique values
0 missing
2163nominal2 unique values
0 missing
2162nominal2 unique values
0 missing
2161nominal2 unique values
0 missing
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0 missing
2159nominal2 unique values
0 missing
2158nominal2 unique values
0 missing
2157nominal2 unique values
0 missing
2156nominal2 unique values
0 missing
2155nominal2 unique values
0 missing
2154nominal2 unique values
0 missing
2153nominal2 unique values
0 missing
2152nominal2 unique values
0 missing
2151nominal2 unique values
0 missing
2150nominal2 unique values
0 missing
2149nominal2 unique values
0 missing
2148nominal2 unique values
0 missing
2147nominal2 unique values
0 missing
2146nominal2 unique values
0 missing
2145nominal2 unique values
0 missing
2144nominal2 unique values
0 missing
2143nominal2 unique values
0 missing
2142nominal2 unique values
0 missing
2141nominal2 unique values
0 missing
2140nominal2 unique values
0 missing
2139nominal2 unique values
0 missing
2138nominal2 unique values
0 missing
2137nominal2 unique values
0 missing
2136nominal2 unique values
0 missing
2135nominal2 unique values
0 missing
2134nominal1 unique values
0 missing
2133nominal2 unique values
0 missing
2132nominal2 unique values
0 missing
2131nominal2 unique values
0 missing
2130nominal2 unique values
0 missing
2129nominal2 unique values
0 missing
2128nominal2 unique values
0 missing
2127nominal2 unique values
0 missing
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0 missing
2125nominal2 unique values
0 missing
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0 missing
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0 missing
2122nominal2 unique values
0 missing
2121nominal2 unique values
0 missing
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0 missing
2119nominal2 unique values
0 missing
2118nominal2 unique values
0 missing
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0 missing
2116nominal2 unique values
0 missing
2115nominal2 unique values
0 missing
2114nominal2 unique values
0 missing
2113nominal2 unique values
0 missing
2112nominal2 unique values
0 missing
2111nominal1 unique values
0 missing
2110nominal2 unique values
0 missing
2109nominal2 unique values
0 missing
2108nominal2 unique values
0 missing
2107nominal2 unique values
0 missing
2106nominal2 unique values
0 missing
2105nominal2 unique values
0 missing
2104nominal2 unique values
0 missing
2103nominal2 unique values
0 missing
2102nominal2 unique values
0 missing
1876nominal2 unique values
0 missing
1950nominal2 unique values
0 missing
1949nominal2 unique values
0 missing
1948nominal2 unique values
0 missing
1947nominal2 unique values
0 missing
1946nominal2 unique values
0 missing
1945nominal2 unique values
0 missing
1944nominal2 unique values
0 missing
1943nominal2 unique values
0 missing
1942nominal2 unique values
0 missing
1941nominal2 unique values
0 missing
1940nominal2 unique values
0 missing
1939nominal2 unique values
0 missing
1938nominal2 unique values
0 missing
1937nominal2 unique values
0 missing
1936nominal2 unique values
0 missing
1935nominal2 unique values
0 missing
1934nominal2 unique values
0 missing
1933nominal2 unique values
0 missing
1932nominal2 unique values
0 missing
1931nominal2 unique values
0 missing
1930nominal2 unique values
0 missing
1929nominal2 unique values
0 missing
1928nominal2 unique values
0 missing
1927nominal2 unique values
0 missing
1926nominal2 unique values
0 missing
1925nominal2 unique values
0 missing
1924nominal2 unique values
0 missing
1923nominal2 unique values
0 missing
1922nominal2 unique values
0 missing
1921nominal2 unique values
0 missing
1920nominal2 unique values
0 missing
1919nominal2 unique values
0 missing
1918nominal2 unique values
0 missing
1917nominal2 unique values
0 missing
1916nominal2 unique values
0 missing
1915nominal2 unique values
0 missing
1914nominal2 unique values
0 missing
1913nominal2 unique values
0 missing
1912nominal2 unique values
0 missing
1911nominal2 unique values
0 missing
1910nominal2 unique values
0 missing
1909nominal2 unique values
0 missing
1908nominal2 unique values
0 missing
1907nominal2 unique values
0 missing
1906nominal2 unique values
0 missing
1905nominal2 unique values
0 missing
1904nominal2 unique values
0 missing
1903nominal2 unique values
0 missing
1902nominal2 unique values
0 missing
1901nominal2 unique values
0 missing
1900nominal2 unique values
0 missing
1899nominal2 unique values
0 missing
1898nominal2 unique values
0 missing
1897nominal2 unique values
0 missing
1896nominal2 unique values
0 missing
1895nominal2 unique values
0 missing
1894nominal2 unique values
0 missing
1893nominal2 unique values
0 missing
1892nominal2 unique values
0 missing
1891nominal2 unique values
0 missing
1890nominal2 unique values
0 missing
1889nominal2 unique values
0 missing
1888nominal2 unique values
0 missing
1887nominal2 unique values
0 missing
1886nominal2 unique values
0 missing
1885nominal2 unique values
0 missing
1884nominal2 unique values
0 missing
1883nominal2 unique values
0 missing
1882nominal2 unique values
0 missing
1881nominal2 unique values
0 missing
1880nominal2 unique values
0 missing
1879nominal2 unique values
0 missing
1878nominal2 unique values
0 missing
1877nominal2 unique values
0 missing
1820nominal2 unique values
0 missing
1838nominal2 unique values
0 missing
1837nominal2 unique values
0 missing
1836nominal2 unique values
0 missing
1835nominal2 unique values
0 missing
1834nominal2 unique values
0 missing
1833nominal2 unique values
0 missing
1832nominal2 unique values
0 missing
1831nominal2 unique values
0 missing
1830nominal2 unique values
0 missing
1829nominal2 unique values
0 missing
1828nominal2 unique values
0 missing
1827nominal2 unique values
0 missing
1826nominal2 unique values
0 missing
1825nominal2 unique values
0 missing
1824nominal2 unique values
0 missing
1823nominal2 unique values
0 missing
1822nominal2 unique values
0 missing
1821nominal2 unique values
0 missing
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0 missing
1807nominal2 unique values
0 missing
1808nominal2 unique values
0 missing
1806nominal2 unique values
0 missing
1810nominal2 unique values
0 missing

107 properties

2886305
Number of instances (rows) of the dataset.
2401
Number of attributes (columns) of the dataset.
Number of distinct values of the target attribute (if it is nominal).
0
Number of missing values in the dataset.
0
Number of instances with at least one value missing.
1
Number of numeric attributes.
2400
Number of nominal attributes.
Average class difference between consecutive instances.
Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.DecisionStump -E "weka.attributeSelection.CfsSubsetEval -P 1 -E 1" -S "weka.attributeSelection.BestFirst -D 1 -N 5" -W
Error rate achieved by the landmarker weka.classifiers.trees.DecisionStump -E "weka.attributeSelection.CfsSubsetEval -P 1 -E 1" -S "weka.attributeSelection.BestFirst -D 1 -N 5" -W
Kappa coefficient achieved by the landmarker weka.classifiers.trees.DecisionStump -E "weka.attributeSelection.CfsSubsetEval -P 1 -E 1" -S "weka.attributeSelection.BestFirst -D 1 -N 5" -W
Area Under the ROC Curve achieved by the landmarker weka.classifiers.bayes.NaiveBayes -E "weka.attributeSelection.CfsSubsetEval -P 1 -E 1" -S "weka.attributeSelection.BestFirst -D 1 -N 5" -W
Error rate achieved by the landmarker weka.classifiers.bayes.NaiveBayes -E "weka.attributeSelection.CfsSubsetEval -P 1 -E 1" -S "weka.attributeSelection.BestFirst -D 1 -N 5" -W
Kappa coefficient achieved by the landmarker weka.classifiers.bayes.NaiveBayes -E "weka.attributeSelection.CfsSubsetEval -P 1 -E 1" -S "weka.attributeSelection.BestFirst -D 1 -N 5" -W
Area Under the ROC Curve achieved by the landmarker weka.classifiers.lazy.IBk -E "weka.attributeSelection.CfsSubsetEval -P 1 -E 1" -S "weka.attributeSelection.BestFirst -D 1 -N 5" -W
Error rate achieved by the landmarker weka.classifiers.lazy.IBk -E "weka.attributeSelection.CfsSubsetEval -P 1 -E 1" -S "weka.attributeSelection.BestFirst -D 1 -N 5" -W
Kappa coefficient achieved by the landmarker weka.classifiers.lazy.IBk -E "weka.attributeSelection.CfsSubsetEval -P 1 -E 1" -S "weka.attributeSelection.BestFirst -D 1 -N 5" -W
Entropy of the target attribute values.
Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.DecisionStump
Error rate achieved by the landmarker weka.classifiers.trees.DecisionStump
Kappa coefficient achieved by the landmarker weka.classifiers.trees.DecisionStump
0
Number of attributes divided by the number of instances.
Number of attributes needed to optimally describe the class (under the assumption of independence among attributes). Equals ClassEntropy divided by MeanMutualInformation.
Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.J48 -C .00001
Error rate achieved by the landmarker weka.classifiers.trees.J48 -C .00001
Kappa coefficient achieved by the landmarker weka.classifiers.trees.J48 -C .00001
Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.J48 -C .0001
Error rate achieved by the landmarker weka.classifiers.trees.J48 -C .0001
Kappa coefficient achieved by the landmarker weka.classifiers.trees.J48 -C .0001
Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.J48 -C .001
Error rate achieved by the landmarker weka.classifiers.trees.J48 -C .001
Kappa coefficient achieved by the landmarker weka.classifiers.trees.J48 -C .001
Percentage of instances belonging to the most frequent class.
Number of instances belonging to the most frequent class.
Maximum entropy among attributes.
-1.2
Maximum kurtosis among attributes of the numeric type.
1443152
Maximum of means among attributes of the numeric type.
Maximum mutual information between the nominal attributes and the target attribute.
2
The maximum number of distinct values among attributes of the nominal type.
0
Maximum skewness among attributes of the numeric type.
833204.63
Maximum standard deviation of attributes of the numeric type.
Average entropy of the attributes.
-1.2
Mean kurtosis among attributes of the numeric type.
1443152
Mean of means among attributes of the numeric type.
Average mutual information between the nominal attributes and the target attribute.
An estimate of the amount of irrelevant information in the attributes regarding the class. Equals (MeanAttributeEntropy - MeanMutualInformation) divided by MeanMutualInformation.
1.98
Average number of distinct values among the attributes of the nominal type.
0
Mean skewness among attributes of the numeric type.
833204.63
Mean standard deviation of attributes of the numeric type.
Minimal entropy among attributes.
-1.2
Minimum kurtosis among attributes of the numeric type.
1443152
Minimum of means among attributes of the numeric type.
Minimal mutual information between the nominal attributes and the target attribute.
1
The minimal number of distinct values among attributes of the nominal type.
0
Minimum skewness among attributes of the numeric type.
833204.63
Minimum standard deviation of attributes of the numeric type.
Percentage of instances belonging to the least frequent class.
Number of instances belonging to the least frequent class.
Area Under the ROC Curve achieved by the landmarker weka.classifiers.bayes.NaiveBayes
Error rate achieved by the landmarker weka.classifiers.bayes.NaiveBayes
Kappa coefficient achieved by the landmarker weka.classifiers.bayes.NaiveBayes
2400
Number of binary attributes.
99.96
Percentage of binary attributes.
0
Percentage of instances having missing values.
0
Percentage of missing values.
0.04
Percentage of numeric attributes.
99.96
Percentage of nominal attributes.
First quartile of entropy among attributes.
-1.2
First quartile of kurtosis among attributes of the numeric type.
1443152
First quartile of means among attributes of the numeric type.
First quartile of mutual information between the nominal attributes and the target attribute.
0
First quartile of skewness among attributes of the numeric type.
833204.63
First quartile of standard deviation of attributes of the numeric type.
Second quartile (Median) of entropy among attributes.
-1.2
Second quartile (Median) of kurtosis among attributes of the numeric type.
1443152
Second quartile (Median) of means among attributes of the numeric type.
Second quartile (Median) of mutual information between the nominal attributes and the target attribute.
0
Second quartile (Median) of skewness among attributes of the numeric type.
833204.63
Second quartile (Median) of standard deviation of attributes of the numeric type.
Third quartile of entropy among attributes.
-1.2
Third quartile of kurtosis among attributes of the numeric type.
1443152
Third quartile of means among attributes of the numeric type.
Third quartile of mutual information between the nominal attributes and the target attribute.
0
Third quartile of skewness among attributes of the numeric type.
833204.63
Third quartile of standard deviation of attributes of the numeric type.
Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.REPTree -L 1
Error rate achieved by the landmarker weka.classifiers.trees.REPTree -L 1
Kappa coefficient achieved by the landmarker weka.classifiers.trees.REPTree -L 1
Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.REPTree -L 2
Error rate achieved by the landmarker weka.classifiers.trees.REPTree -L 2
Kappa coefficient achieved by the landmarker weka.classifiers.trees.REPTree -L 2
Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.REPTree -L 3
Error rate achieved by the landmarker weka.classifiers.trees.REPTree -L 3
Kappa coefficient achieved by the landmarker weka.classifiers.trees.REPTree -L 3
Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.RandomTree -depth 1
Error rate achieved by the landmarker weka.classifiers.trees.RandomTree -depth 1
Kappa coefficient achieved by the landmarker weka.classifiers.trees.RandomTree -depth 1
Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.RandomTree -depth 2
Error rate achieved by the landmarker weka.classifiers.trees.RandomTree -depth 2
Kappa coefficient achieved by the landmarker weka.classifiers.trees.RandomTree -depth 2
Area Under the ROC Curve achieved by the landmarker weka.classifiers.trees.RandomTree -depth 3
Error rate achieved by the landmarker weka.classifiers.trees.RandomTree -depth 3
Kappa coefficient achieved by the landmarker weka.classifiers.trees.RandomTree -depth 3
0.15
Standard deviation of the number of distinct values among attributes of the nominal type.
Area Under the ROC Curve achieved by the landmarker weka.classifiers.lazy.IBk
Error rate achieved by the landmarker weka.classifiers.lazy.IBk
Kappa coefficient achieved by the landmarker weka.classifiers.lazy.IBk

11 tasks

0 runs - estimation_procedure: 50 times Clustering
0 runs - estimation_procedure: 50 times Clustering
0 runs - estimation_procedure: 50 times Clustering
0 runs - estimation_procedure: 50 times Clustering
0 runs - estimation_procedure: 50 times Clustering
0 runs - estimation_procedure: 50 times Clustering
0 runs - estimation_procedure: 50 times Clustering
0 runs - estimation_procedure: 50 times Clustering
0 runs - estimation_procedure: 50 times Clustering
0 runs - estimation_procedure: 50 times Clustering
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