| L.M.R.J Lobo, Vijay Athavale Finding the Best Solutions to Problems using Innovative Algorithms Offered by Data Mining |
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| Abstract. Association Rule Mining along with Data mining with its rich algorithms of Classification, Clustering, Numeric prediction have been applied to solve variety of problems. These combinations generate excellent results of estimations and predictions. Researchers have applied the icing of optimisation techniques like Genetic Algorithms to these results to increase the value of sub-optimised results generated in many scenarios. These techniques also have kept in mind that results generated are relevant to a user and are supported by a cost-effective environment. A variation in the traditional result generating approaches and hybridization of them with an adequate pruning in search spaces has delivered outcomes that are astonishing. The present paper presents a qualitative review on how best solutions could be achieve with taking a twist in the search mechanism using synonyms instead of an original word, using a hybridization of algorithms to generate quality results or to use a variation in Genetic Algorithms to generate best results. |
| Keywords: Data Mining, Synonyms, Apriori Algorithm, Genetic Algorithm, Best Rules, Variations |
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| DOI: https://doi.org/10.54381/itta2024.29 |