Podcast
Questions and Answers
What does the term 'parsing' refer to in the context of text analysis?
What does the term 'parsing' refer to in the context of text analysis?
- Representing documents and corpus using vectors
- Creating a structure for the unstructured/semi-structured text (correct)
- Counting the number of distinct terms in a document
- Measuring the relevance of search results
Why is text analysis considered a high-dimensionality problem?
Why is text analysis considered a high-dimensionality problem?
- The number of documents analyzed is high
- Text analysis requires advanced machine learning algorithms
- Every term in a document is represented as a dimension (correct)
- The methods used involve complex mathematical calculations
How is the quality of search results typically measured in text analysis?
How is the quality of search results typically measured in text analysis?
- Vector space model representation
- Regular expressions
- Term frequency and inverse document frequency
- Precision and recall (correct)
In text analysis, what does TF-IDF stand for?
In text analysis, what does TF-IDF stand for?
What is one of the main purposes of using regular expressions in parsing text?
What is one of the main purposes of using regular expressions in parsing text?
When analyzing textual features, why does every distinct term represent a dimension?
When analyzing textual features, why does every distinct term represent a dimension?
What is the primary purpose of using regular expressions (regex) in text analysis?
What is the primary purpose of using regular expressions (regex) in text analysis?
What is the purpose of the '$' symbol in a regular expression?
What is the purpose of the '$' symbol in a regular expression?
Which of the following is NOT a common step in converting text into a vector representation?
Which of the following is NOT a common step in converting text into a vector representation?
In the 'bag of words' model, how are words without repetition represented?
In the 'bag of words' model, how are words without repetition represented?
What is the purpose of the '*' wildcard in a regular expression?
What is the purpose of the '*' wildcard in a regular expression?
What is the main advantage of the 'vector space model' for representing text data?
What is the main advantage of the 'vector space model' for representing text data?
What does text pre-processing do to make the dataset more manageable?
What does text pre-processing do to make the dataset more manageable?
What is one of the techniques used to extract features from textual data?
What is one of the techniques used to extract features from textual data?
Which step involves dividing text data into smaller units like words and phrases?
Which step involves dividing text data into smaller units like words and phrases?
What is the purpose of stemming and lemmatization in text processing?
What is the purpose of stemming and lemmatization in text processing?
Why are stop words typically removed during text processing?
Why are stop words typically removed during text processing?
What type of modeling is topic modeling, based on the given text?
What type of modeling is topic modeling, based on the given text?
