Sentence examples for resulting topic from inspiring English sources

For each document in the analysed corpus the resulting topic model will include a topic composition distribution which specifies the shares of each topic in a given document.

The number of topics T and the priors α and β are the only required input parameter for LDA, but they have a significant impact on the resulting topic assignments.

It can be argued that the choice of T is ultimately an arbitrary one driven by the research questions and the intended use of the resulting topic model; small topic numbers will result in semantically broad topics, with increasing topic numbers, those broader topics will be split in semantically more refined topics.

The resulting topic map is presented in Figure 8.

To understand the content of the resulting topic clusters, we found the 20 most frequent words used in each cluster.

Figure 4 shows that removing homicides from the subset of events does not fundamentally change the structure of the resulting topics.

Because the body of literature used in this study was obtained from (bio medical literature databases, we expected to see application-related themes to be strongly represented in the resulting topics.

The PMI evaluation for the coherence of the resulting topics yields 65%and70%0% on average.

In contrast to our work, the authors do not establish a method to derive a mapping of subgroups of genes to topics and don't provide a gene-topic score, but rather stop at the conclusion that the resulting topics reflect relevant literature topics and establish semantic coherence based on pre-specified Gene Ontology sets [ 9].

Meaningful reduction of dimensions is a key strategy for future work – for example, the topics resulting from topic modeling could be used as input dimensions for SOM training.

Table 6 Topic classification result Topic AP CR Transportation 0.821 1.0 Avoidance 0.724 0.875 Collision 0.857 0.894.