Uncertainty Handling and Quality Assessment in Data Mining by Michalis Vazirgiannis

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Summary

The recent explosive growth of our ability to generate and store data has created a need for new, scalable and efficient, tools for data analysis.

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Uncertainty Handling and Quality Assessment in Data Mining by Michalis Vazirgiannis

The recent explosive growth of our ability to generate and store data has created a need for new, scalable and efficient, tools for data analysis. The main focus of the discipline of knowledge discovery in databases is to address this need. Knowledge discovery in databases is the fusion of many areas that are concerned with different aspects of data handling and data analysis, including databases, machine learning, statistics, and algorithms. Each of these areas addresses a different part of the problem, and places different emphasis on different requirements. For example, database techniques are designed to efficiently handle relatively simple queries on large amounts of data stored in external (disk) storage. Machine learning techniques typically consider smaller data sets, and the emphasis is on the accuracy ofa relatively complicated analysis task such as classification. The analysis of large data sets requires the design of new tools that not only combine and generalize techniques from different areas, but also require the design and development ofaltogether new scalable techniques.
SKU Unavailable
ISBN 13 9781447111191
ISBN 10 1447111192
Title Uncertainty Handling and Quality Assessment in Data Mining
Author Michalis Vazirgiannis
Series Advanced Information And Knowledge Processing
Condition Unavailable
Binding Type Paperback
Publisher Springer London Ltd
Year published 2012-10-04
Number of pages 226
Cover note Book picture is for illustrative purposes only, actual binding, cover or edition may vary.