Question: When utilizing traditional data mining techniques ( such as Association Rule Mining, Sequential Pattern Mining, clustering, and classification ) for various event detection applications, several
When utilizing traditional data mining techniques such as Association Rule Mining, Sequential Pattern Mining, clustering, and classification for various event detection applications, several significant limitations become evident. These limitations include the following:
Those techniques are designed mainly to focus on some data types, including IoT data.
Those techniques are typically assumed centralized and are computationally expensive.
Detection of various events such as damage, cracks, explosives, fire, etc.is not tough with those techniques.
Those techniques are designed mainly to focus on transactional data.
Data patterns with those techniques are straightforward.
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