Question

In: Computer Science

How could a manufacturer use classification/clustering techniques to identify a new supplier for component parts?

How could a manufacturer use classification/clustering techniques to identify a new supplier for component parts?

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Expert Solution

A manufacturer use classification/clustering technique to identify a new supplier for component parts --

  • The clustering techniques is used in the implementation of protfolio analysis.
  • The primary objective of the clustering research is to use document clustering to build cluster of manufacturing suppliers and identify the concept form theme of each cluster.
  • Clustering techinique uses text mining methodology which can be-
  • The web based information search and retrieval be the best method, for example -- for supplier search scenario, a customer who belongs to medical industry and looking for precision machining services can use precision machining and medical equipment as search keyword in search engine.
  • In above example, in precision machine, a cluster can be charaterized by features like precision machining, inspection, medical industry.
  • This work is called as hybrid text mining techniques, which facilitates automatic clustering and characterization of the document which is available in the large manufacturing corpus.
  • The first process is to create manufacturing documents which can be used to test data.
  • Collect relevant websites and web nbased search on new keyword like contract manufacturing, machine services, casting services, miling, and turning.
  • This keyword based search will return set of web pages related to providers of contract manufacturing services.
  • The customer clustering is used to build profile of customers in which they make up the core of customer centric information system.
  • The different clustering method are used for grouping customer in different fields which includes -- telecommunication, restaurant, textile manufacturing, banking and hospital and tourism.

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