Click Here to Download: https://ouo.io/vWfj8c Understanding Complex Datasets Data Mining with Matrix Decompositions By: David Skillicorn Publisher: Chapman and Hall/CRC Print ISBN: 9781584888321, 1584888326 eText ISBN: 9781584888338, 1584888334 Edition: 1st Copyright year: 2007 Format: PDF Available from $ 23.18 USD SKU 9781584888338R90 Making obscure knowledge about matrix decompositions widely available, Understanding Complex Datasets: Data Mining with Matrix Decompositions discusses the most common matrix decompositions and shows how they can be used to analyze large datasets in a broad range of application areas. Without having to understand every mathematical detail, the book helps you determine which matrix is appropriate for your dataset and what the results mean. Explaining the effectiveness of matrices as data analysis tools, the book illustrates the ability of matrix decompositions to provide more powerful analyses and to produce cleaner data than more mainstream techniques. The author explores the deep connections between matrix decompositions and structures within graphs, relating the PageRank algorithm of Google's search engine to singular value decomposition. He also covers dimensionality reduction, collaborative filtering, clustering, and spectral analysis. With numerous figures and examples, the book shows how matrix decompositions can be used to find documents on the Internet, look for deeply buried mineral deposits without drilling, explore the structure of proteins, detect suspicious emails or cell phone calls, and more. Concentrating on data mining mechanics and applications, this resource helps you model large, complex datasets and investigate connections between standard data mining techniques and matrix decompositions. Additional ISBNs 9786611274764, 9781281274762, 9781466527225, 6611274766, 1281274763, 1466527226
