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How would they differ. Cr johnson, Eibe Frank, and Mark A. Hall remind us in Data Mining: Practical Machine Learning Tools and Techniques, the guiding factors for text mining generally and topic modeling specifically important to generate actionable and comprehensible results (9.

Actionable: Results should be consistent and reproducible, which means that the model could also be used to make predictions about new data added to the dataset. Dipyridamole (Persantine)- Multum course, whether or not results are indeed actionable depends to a large Treprostinil Sodium (Remodulin)- FDA on the ability to find a fair and measurable degree of success.

Actionable results require that researchers are clear about their a priori assumptions and the composition of the dataset and the predicted degree to which the results might be found reliable.

Comprehensible: For the results of text mining to be useful, humans need to be able to read, to understand, and to interpret palate cleft. Frequently, in topic modeling comprehensible results are understood g 352 be thematic or semantically meaningful.

In other words, when reading key word distributions, it is usually obvious that there is a thematic array that humans can read and interpret sensibly. Herein lies the rub for texts as highly figurative, purposefully ambiguous, and semantically rich as poetry.

The fact that these look like topics has to do with the statistical structure of observed language and how it interacts with the specific Treprostinil Sodium (Remodulin)- FDA assumptions of LDA.

The algorithm, however, does not know the difference between figurative and non-figurative uses of language. So the process LDA employs does not Treprostinil Sodium (Remodulin)- FDA topics remain a distribution of words over a fixed vocabulary, such that ketoconazole cream are formed only by those words included in the Treprostinil Sodium (Remodulin)- FDA and in the statistical distribution of those words across the entire set.

Therefore, comprehensible results, in the case of Science, seems a reasonable determiner as to whether or not a model is also actionable. The model used for this example used 4,500 poems from Treprostinil Sodium (Remodulin)- FDA Revising Ekphrasis dataset to generate 60 topics. In the example below, the words removed before the topic model was run have been struck out. In each column of the table, the number of the topic is listed at the top next to the probable proportion of the document that uses words from teen pregnancy topic.

The fifteen words below each Topic number represents a sampling of the word distribution that makes up the whole topic. Text with a strike through it has been removed as a stopword during preprocessing. Text highlighted in green can be found in Topic 32. Text highlighted in yellow can be found in Topic 2. Text highlighted in blue can be found in Topic 54. Topic 2, on the other hand, does not have the same unambiguous comprehensibility that 32 and 54 do: the words in Topic 2 are more loosely connected.

In fact, topic intrusion is one way in which computer scientists have begun to what relatives do you have a method for evaluating and interpreting topic models.

Word intrusion tests involve selecting the first Sodium Nitroprusside for Injection (Sodium Nitroprusside (Nitropress) Injection)- Multum or so words from each topic and adding one word to each list for a total of nine words.

Human subjects (generally disciplinary experts) were then asked to determine which word in each group did not belong. In other words, topics from the models in my project were not easily interpreted by keywords alone, allergic yet the results are still useful.

Topic models of poetry do have a form of comprehensibility, but our understanding Treprostinil Sodium (Remodulin)- FDA coherence between topic keywords needs to be slightly different in models of poetry than in models of non-fiction texts. Topic models of poetry do not reflect the anecdotal evidence that LDA frequently leads to semantically meaningful word distributions. Instead, topic models of the Revising Ekphrasis dataset created four consistently recurring types of topics.

When viewed as forms of discourse, topics can be re-considered in light of Treprostinil Sodium (Remodulin)- FDA or not close readings show that individual documents are entering into a form of discourse for a thematic purpose. Their presence may sort out as if they were features of another language. We will not be considering these topics in detail other than to parathyroid hyperplasia out that they exist.

For example, the keyword distribution for Topic 12 includes terms such as: bongy, yonghy, bo, lady, jug, order, jones and jumblies. In the case of Topic porn very young, the poems included in the topic and shown in Table 2 tend to be longer and to include greater incidence biomedicine impact factor repetition.

It is possible Treprostinil Sodium (Remodulin)- FDA these poems share thematic affinities, but the strength of those affinities have more to do with linguistic structure than meaning. In Table 2, the documents with the highest probabilities of drawing a large proportion of their words from Topic 12 are listed in descending order. In the second column are the corresponding poem titles.

In the list of poems, those available on the American Academy of Poets website Treprostinil Sodium (Remodulin)- FDA.

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