Abstract
SHS investigation development is considered from the geographical and historical viewpoint. 3 stages are described. Within Stage 1 the work was carried out in the Department of the Institute of Chemical Physics in Chernogolovka where the scientific discovery had been made. At Stage 2 the interest to SHS arose in different cities and towns of the former USSR. Within Stage 3 SHS entered the international scene. Now SHS processes and products are being studied in more than 50 countries.
Abstract
In this chapter, we learn
about clustering and how document and text clustering can be performed. This
chapter explains the real-time applications of text clustering and the
differences between soft and hard clustering types. The clustering algorithms,
including KNN, hierarchical and Fuzzy clustering, were used . Fuzzy clustering
or soft clustering types can add better value performance-wise than the other two
clustering algorithms. Besides, we also presented how to conduct text
clustering in python using unsupervised machine learning techniques. To explain
this in detail, the IRIS dataset is considered famous in UCI Machine learning
Repository and well presented with python script.
Keywords:
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Authors:Bentham Science Books