Research Article

Big Data Aspect-Based Opinion Mining Using the SLDA and HME-LDA Models

Table 1

The description of related symbols in the SLDA model.

SymbolDescription

The total number of comments in the corpus. The unit of corpus is the sentence
The number of topics
The number of words in the corpus
The -th word in the -th comment in the corpus
The topic of -th comment. The value is
An indicator variable. The value is . It is used to indicate the opinion target words and the sentiment opinion words.
An indicator variable. The value is . It is used to indicate positive and negative sentiment opinion words.
The opinion target, the sentiment opinion word, the positive sentiment word, the negative sentiment word
The distribution of the opinion target generated by a priori Dirichlet distribution with the parameter
The distribution of positive comment words generated by a priori Dirichlet distribution with parameters
The distribution of negative comment words generated by a priori Dirichlet distribution with parameters
The distribution of sentence topic terms generated by a priori Dirichlet distribution with parameter