Automatic data mining platform in telecommunications industry

Abstract

The invention relates to an automatic data mining platform in the telecommunications industry, which comprises a data preparation module, a service model and mathematical model mapping module, an automatic modeling and evaluating module, and a model releasing and deploying module, wherein the data preparation module extracts high-quality data which can be directly used for modeling from one or more data sources, and builds an analysis type data set and a data mart; the service model and the mathematical model mapping module select corresponding mathematical models according to the demands of service models to be built; the automatic modeling and evaluating module builds service models according to the high-quality data extracted by the data preparation module and the corresponding mathematical models, and selects the optimal service model after evaluating the performance of the built models; and the model releasing and deploying module releases and deploys the service model. Compared with the prior art, the invention builds the automatic data mining platform used in the telecommunications industry, so that service personnel and decision supporting personnel can build good data mining models by means of the platform.

Description

technical field [0001] The invention relates to data mining technology, in particular to an automatic data mining platform for telecommunication industry. Background technique [0002] Data mining is to solve problems by analyzing the data already in the database. Data mining is defined as the process of discovering patterns in data. This process must be automated or (usually) semi-automated. The rules that are mined should imply advantages in some respects, especially economic ones. [0003] Many techniques can be used for data mining. Most of the technologies and methods in the fields of machine learning, pattern recognition, and artificial intelligence can be applied to data mining after improvement. The commonly used methods are decision tree, rough set, neural network, genetic algorithm, concept tree and so on. [0004] The data mining platform is a platform that integrates the entire process of data mining, including data source connection, data preprocessing tool...

AI Technical Summary

Problems solved by technology

[0005] The data mining platform mentioned above is a general data mining platform and does not involve specific business fields. Data mining personnel in various industries must master general data mining tools and have a deep understanding of algorithms in order to establish better business models. This increases the human and financial costs of data mining

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