What are the different between LSI and long tail keywords?

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LSI (Latent Semantic Indexing) is the a portion of Google's calculation that will crease words into a grid for investigations, with the end goal of recognizing semantically related terms.
Long tail keywords are keyword phrases. These keywords usually have less number of searches and are used to rank your website faster in search results.