Exploratory Data Mining and Data Cleaning

Many current books on data mining and analysis focus on the last stage of the analysis process (getting the results) and spend little time on the data exploration and data cleaning processes. The true challenge in data mining is creating a set that contains relevant and accurate information and determining the appropriate analysis techniques.