Understanding Complex Datasets: Data Mining with Matrix Decompositions

David Skillicorn

9 évaluations par Goodreads

Langue : anglais

Edité par CRC Press LLC, 2007

1584888326 / 9781584888321

Série : Livre 2 sur 56 - Chapman & Hall/CRC Data Mining and Knowledge Discovery

Vendeur : World of Books Inc, Montgomery, IL, Etats-UnisWorld of Books Inc

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A propos de cet article

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.…

N° de réf. du vendeur CIN1584888326VG

Titre
Understanding Complex Datasets: Data Mining with Matrix Decompositions
Auteur
David Skillicorn
Éditeur
CRC Press LLC
Année de publication
2007
État de l'article
Very Good
Reliure
Hardback
Langue
anglais
ISBN à 10 chiffres
1584888326
ISBN à 13 chiffres
9781584888321
Série
Livre 2 sur 56: Chapman & Hall/CRC Data Mining and Knowledge Discovery

World of Books Inc

Montgomery, IL, Etats-Unis

Vendeur avec une évaluation de 4 étoiles

Vendeur AbeBooks depuis 23 mars 2026

Frais d'expédition à l'intérieur de ce pays : Etats-Unis

Article4 à 12 jours ouvrés3 à 6 jours ouvrés
Premier articleEUR 0,00EUR 9,78
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