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The Model
There are tens of thousands of words used in the reviews, so it is inefficient to fit a model all the words used. Instead, dimensionality reduction can be performed with Singular Value Decomposition (SVD). As I illustrate in a more detailed blog post, the SVD can be used to find latent relationships between features. The principal components are a combination of the words, and we can limit what components are being used by setting eigenvalues to zero. I limited my model to 500 components.
Next, I used K-Means clustering to find clusters of review components. A cluster is a grouping of reviews in the latent feature vector-space, where reviews with similarly weighted features will be near each other. This means a single cluster should actually represent a topic, and the specific topic can be figured out by looking at the words that are most heavily weighted. For example, clusters with the following words were found, leading to the suggested topics:
speaker, bass, sound, volume, portable, audio, high, quality, music... = Speakers
Products
Reviewers
It can be seen that people who wrote more reviews had a lower rate of low-quality reviews (although, as shown below, this is not the rule). There are 13 reviewers that have 100% low-quality, all of which wrote a total of only 5 reviews.
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