„… Chapter 4Decentralised Co-occurrence GraphManagementThis chapter introduces the decentralised …” „… management of the co-occurrence graph in order touse the computing power of many machines for all necessary …” „… directory exists holding information about all nodes of the co-occurrence graph as wellas the IP address of …”

„… [20].Co-occurrence graphs are the great, well-approved tools for information analysis. However,the …” „… structure of co-occurrence graphs obtained from processing a (big) set of texts may alsobe used to build the …” „… use of cooperatively built and exploited co-occurrence graph-likestructures. This system shall work in …”

„… examinedby the semantic relationship between documents.2 State of the Art 272.5 Co-occurrence Graphs and …” „… Text-representing Cen-troids2.5.1 Co-occurrence GraphsMost of the later considerations in the book are based on the …” „… use of co-occurrence graphs, andso-called text-representing centroids are defined using them. Usually …”

„… , outdated orfake information from the co-occurrence graph. Likewise, it seems to be just a small step …” „… (co-occurrence) graph-based methods will contribute in the future to a significantstep forward in the area of …” „… Herwig Unger. Mod-eling a hierarchical abstraction process on top of co-occurrence graphs. In 2019 …”

„… construct the clustering in co-occurrence graphs. Each dataset consists of 100 documents (20 documents per …” „… Natural Language Processing53Dynamic Clustering for Segregationof Co-occurrence Graphs …” „… : Clustering in co-occurrence graphs – similar to knowledgein the humans’ brain – are increasing while reading …”

„… ) =1sig(wa, wb)(1)If any path (assuming the co-occurrence graph is connected) between two termswa and …” „… centroid terms, in order to determine the topi-cal relatedness of documents over a co-occurrence graph G …” „… app-lied to all of the documents. Then the co-occurrence graph G has been build onsentence based …”

„… information sources’ URLs100 G. Ph. Roßrucker(term-link-map), as well as a well-developed co-occurrence graph …” „… achieved by measuringdistances between words and centroid terms on the co-occurrence graph: choo-sing the …” „… term-link-map allows creating links to alternative sources for thesame topic, the co-occurrence graph allows …”

„… described in this contribution. The experimentalresults obtained using co-occurrence graphs of varying sizes …” „… programrepresented in the condensed structure of a co-occurrence graph and a definedmetrics on it.Any two words wi …” „… connected (sub-)component of the co-occurrence graph, such that pairwise distances d(wa, wb) < ∞ are …”

„… and co-occurrence graphs arethe basic means to obtain more detailed information about text documents …” „… : A co-occurrence graph for the word ‘shower’10 M. M. Kubek and H. UngerTwo words wi and wj are called …” „… co-occurrencesare word pairs that appear as immediate neighbours or together in a sentence.A co-occurrence graph G …”

„… descriptiveterms found in preferably large co-occurrence graphs to represent queriesand whole texts alike) of local …” „… Content Computeunit, which needs to access the term co-occurrence graph databases (e.g.constructed and …” „… co-occurrence graph data of1. each web document offered by the local WWW server,2. the local term cluster which …”

„… preferably large co-occurrence graphs as aknowledge base. Last but not least, the derived measure diversity …” „… make use of personal co-occurrence graphs. Therefore, centroids may be obtained reflecting the …” „… so-called co-occurrence graphs. Different co-occurrence graphs for each individualmay therefore reflect the …”

„… presented herein, co-occurrences and co-occurrence graphs are the basic means to obtain more detailed …” „… decision is that co-occurrence graphs are able to accumulate a certain knowledge obtained from a few …” „… appear as immediate neighbours or together in a sentence. A co-occurrence graph G = (W, E)may be obtained …”

„… co-occurrence graph used for this purpose can be either obtained from the existing sub-cluster i or j or be a …” „… within the next circulation of the random walker. In addition, the co-occurrence graph of all nodes newly …” „… activities of the agents in the systems. 4.2 Hierarchies of Co-occurrence Graphs Any decision making bases on …”