[PDF][PDF] Hierarchical clustering of words and application to NLP tasks
A Ushioda - Fourth Workshop on Very Large Corpora, 1996 - aclanthology.org
… hierarchical clustering of words and clustering of multiword compounds. A large vocabulary
of English words (70,000 words) is clustered … from 5 million to 50 million words, using mutual …
of English words (70,000 words) is clustered … from 5 million to 50 million words, using mutual …
[PDF][PDF] Hierarchical clustering of word class distributions
G Chrupała - Proceedings of the NAACL-HLT Workshop on the …, 2012 - aclanthology.org
… each word type with a probability distribution over word … a hierarchical clustering of the word
types: we use an agglomerative clustering algorithm where the distance between clusters is …
types: we use an agglomerative clustering algorithm where the distance between clusters is …
Automatically labeling hierarchical clusters
P Treeratpituk, J Callan - … of the 2006 international conference on Digital …, 2006 - dl.acm.org
… This paper presents a simple trainable algorithm that selects a few 1-3 word labels to
describe each cluster in a document hierarchy. The algorithm dynamically decides how many …
describe each cluster in a document hierarchy. The algorithm dynamically decides how many …
Enhanced word clustering for hierarchical text classification
IS Dhillon, S Mallela, R Kumar - Proceedings of the eighth ACM SIGKDD …, 2002 - dl.acm.org
… This leads to an objective function for clustering that is … word clustering, ie, the clustering
that minimizes this objective function, we present a new divisive algorithm for clustering words. …
that minimizes this objective function, we present a new divisive algorithm for clustering words. …
Incremental hierarchical clustering of text documents
… We repeated the clustering exercise using 25 to 200 words at a step size of 25. To determine
the number of different topics present in this dataset one can look at the unique MeSH …
the number of different topics present in this dataset one can look at the unique MeSH …
Data clustering and analyzing techniques using hierarchical clustering method
W Hu, Q he Pan - Multimedia Tools and Applications, 2015 - Springer
… of words cluster will help us understand which words we will … to cluster RSS data using
hierarchical clustering method. Through clustering process analysis we describe the hierarchical …
hierarchical clustering method. Through clustering process analysis we describe the hierarchical …
[PDF][PDF] Hierarchical clustering of verbs
… Syntactic relations between words are validated in terms of semantic relations between
word classes using a set of semiautomatically acquired selectional rules Basili, (1992a). For …
word classes using a set of semiautomatically acquired selectional rules Basili, (1992a). For …
Hierarchical word clustering—Automatic thesaurus generation
… We cluster words into a synonym hierarchy using the TreeGCS hierarchical clustering neural
network that we have developed, described in [7], [6] and 3.2 GCS algorithm, 3.3 TreeGCS …
network that we have developed, described in [7], [6] and 3.2 GCS algorithm, 3.3 TreeGCS …
Compound key word generation from document databases using a hierarchical clustering ART model
A Munoz - Intelligent Data Analysis, 1997 - content.iospress.com
… automatic generation of compound key words using frequency of words in documents. The
… key words, single terms are first clustered into groups of semantically related words. We will …
… key words, single terms are first clustered into groups of semantically related words. We will …
Hierarchical document clustering using frequent itemsets
… of our clustering criterion is that each cluster is identified by some common words, called …
In this section, we explain how to construct a hierarchical cluster tree. The resulting tree has two …
In this section, we explain how to construct a hierarchical cluster tree. The resulting tree has two …
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