{"product_id":"exploratory-data-mining-and-data-cleaning-9780471268512","title":"Exploratory Data Mining and Data Cleaning","description":"\u003cp\u003eWritten for practitioners of data mining  data cleaning and database management. Presents a technical treatment of data quality including process  metrics  tools and algorithms. Focuses on developing an evolving modeling strategy through an iterative data exploration loop and incorporation of domain knowledge. Addresses methods of detecting  quantifying and correcting data quality issues that can have a significant impact on findings and decisions  using commercially available tools as well as new algorithmic approaches. Uses case studies to illustrate applications in real life scenarios. Highlights new approaches and methodologies  such as the DataSphere space partitioning and summary based analysis techniques. Exploratory Data Mining and Data Cleaning will serve as an important reference for serious data analysts who need to analyze large amounts of unfamiliar data  managers of operations databases  and students in undergraduate or graduate level courses dealing with large scale data analys is and data mining.\u003c\/p\u003e","brand":"My Store","offers":[{"title":"Default Title","offer_id":45646955774005,"sku":"ByrdShop_0471268518","price":95.11,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0627\/8139\/0901\/files\/9780471268512.jpg?v=1781683223","url":"https:\/\/atxbooks.com\/products\/exploratory-data-mining-and-data-cleaning-9780471268512","provider":"ATX Books","version":"1.0","type":"link"}