1 research outputs found
An Introduction to a New Text Classification and Visualization for Natural Language Processing Using Topological Data Analysis
Topological Data Analysis (TDA) is a novel new and fast growing field of data
science providing a set of new topological and geometric tools to derive
relevant features out of complex high-dimensional data. In this paper we apply
two of best methods in topological data analysis, "Persistent Homology" and
"Mapper", in order to classify persian poems which has been composed by two of
the best Iranian poets namely "Ferdowsi" and "Hafez". This article has two main
parts, in the first part we explain the mathematics behind these two methods
which is easy to understand for general audience and in the second part we
describe our models and the results of applying TDA tools to NLP