Algorithms for Frequent Itemset Mining and Database Sanitization

Name: Algorithms for Frequent Itemset Mining and Database Sanitization
Brand: VDM Verlag Dr. Müller
SKU: 9783639199086
Price: 66.83 EUR
Availability: InStock

Data Mining

Autor: Yu-Chiang Li

Jazyk:

Väzba: Brožovaná

Vydavateľ: VDM Verlag Dr. Müller

Dostupnosť: U vydavateľa na objednávku

Odosielame za 17-27 dní

66.83 €

Data mining techniques have been widely applied in numerous areas and represent an important field o...

Informácie o knihe

Autor

Yu-Chiang Li

Jazyk

Angličtina

Väzba

Kniha - Brožovaná

Vydalo

2009

Stránok

164

EAN

9783639199086

Enbook ID

06827949

Vydavateľ

VDM Verlag Dr. Müller

Hmotnosť

261

Rozmery

150 x 220 x 10

Kompletný popis

Data mining techniques have been widely applied in numerous areas and represent an important field of research. In Chapter 1, the research motivation, objectives and contributions are introduced. Chapter 2 introduces background work on data mining, share mining, utility mining, and privacy-preserving data mining. Chapter 3 describes the proposed NFP-growth method for discovering frequent itemsets. Chapters 4 through 6 explain several novel fast algorithms for share mining --- including FSM, EFSM, SuFSM, ShFSM, and DCG --- to efficiently generate all share- frequent itemsets. Furthermore, Chapter 7 presents the Isolated Items Discarding Strategy (IIDS), which can be applied to any existing level-wise share mining or utility mining method to reduce candidates and to improve its performance. Next, Chapter 8 introduces the proposed Maximum Item Conflict First (MICF) algorithm, which has a low sanitization rate and achieves a low misses cost, for hiding all restrictive itemsets. At the end of Chapters 3 through 8, the experimental results and evaluates the performance of the proposed algorithms are provided. Finally, Chapter 9 draws a summary of the dissertation.

Mohlo by vás zaujímať

Zákazníci, ktorí si kúpili túto knihu, kúpili tiež

Najčastejšie vyhľadávané

Categories

Authors

Publishers

Produkty

Produkty

Najčastejšie vyhľadávané

Categories

Authors

Publishers

Produkty

Produkty

Algorithms for Frequent Itemset Mining and Database Sanitization

Data Mining

Informácie o knihe

Kompletný popis

Mohlo by vás zaujímať

Zákazníci, ktorí si kúpili túto knihu, kúpili tiež