##Source Dataset
DBpedia_PageLinks_Cleaned Dataset (3.9) is used to compute Hubs and Authority(HITS) scores. More details about DBpedia_PageLinks_Cleaned Dataset and how it is created can be found here.
##Implementation
JUNG — the Java Universal Network/Graph Framework is used to compute HITS score. JUNG is a software library that provides a common and extendible language for the modeling, analysis, and visualization of data that can be represented as a graph or network.
You can get the soucre code at JUNG HITS Implementation
Parameters used while computing HITS
No of iterations: 100 //Number of iterations used before terminating
Tolerance: 0 //Minimum change from one step to the next
Alpha: 0.15 //the probability of a hub giving some authority to all vertices, and of an authority increasing the score of all hubs (not just those connected via links)
##Citation
If you are using this dataset please cite as:
{dbpedia-graphmeasures,
Author = {Harald Sack, Magnus Knuth, Dinesh Reddy},
Title = {DBpedia GraphMeasures},
Location = {http://semanticmultimedia.org/node/6},
Resource type = {dataset},
Publisher = {Hasso Plattner Institute},
Publication date = {July 2014},
}
##Details of the datasets
Details | English | German |
---|---|---|
Number of Triples(resources) | 4984633 | 1689764 |
File Memory | 71 MB | 24.2 MB |
Format | Turtle | Turtle |
##Schema
Top 5 resources with high HITS scores from DBpedia_page_links_cleaned_English Dataset
<http://dbpedia.org/resource/List_of_University_of_Pennsylvania_people> <http://dbpedia.org/ontology/wikiHITS> "0.005060736032883985"^^<http://www.w3.org/2001/XMLSchema#float> .
<http://dbpedia.org/resource/List_of_primate_cities> <http://dbpedia.org/ontology/wikiHITS> "0.004795846442805017"^^<http://www.w3.org/2001/XMLSchema#float> .
<http://dbpedia.org/resource/Demonym> <http://dbpedia.org/ontology/wikiHITS> "0.0045679803080603465"^^<http://www.w3.org/2001/XMLSchema#float> .
<http://dbpedia.org/resource/History_of_Western_civilization> <http://dbpedia.org/ontology/wikiHITS> "0.00451331484186086"^^<http://www.w3.org/2001/XMLSchema#float> .
<http://dbpedia.org/resource/List_of_Irish_exonyms> <http://dbpedia.org/ontology/wikiHITS> "0.004389936643258905"^^<http://www.w3.org/2001/XMLSchema#float> .
Top 5 resources with high HITS scores from DBpedia_page_links_cleaned_German Dataset
<http://de.dbpedia.org/resource/1974> <http://dbpedia.org/ontology/wikiHITS> "0.005532562545603328"^^<http://www.w3.org/2001/XMLSchema#float> .
<http://de.dbpedia.org/resource/1981> <http://dbpedia.org/ontology/wikiHITS> "0.0055152634545923345"^^<http://www.w3.org/2001/XMLSchema#float> .
<http://de.dbpedia.org/resource/1946> <http://dbpedia.org/ontology/wikiHITS> "0.0053877619872892205"^^<http://www.w3.org/2001/XMLSchema#float> .
<http://de.dbpedia.org/resource/2006> <http://dbpedia.org/ontology/wikiHITS> "0.0052940707715464575"^^<http://www.w3.org/2001/XMLSchema#float> .
<http://de.dbpedia.org/resource/1945> <http://dbpedia.org/ontology/wikiHITS> "0.005256885176742795"^^<http://www.w3.org/2001/XMLSchema#float> .