Del 0 - Advanced Information and Knowledge Processing

Advanced Techniques in Knowledge Discovery and Data Mining

Inbunden, Engelska, 2005

1 429 kr

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This book presents research on some of the most recent advances in data mining and knowledge discovery, providing theory as well as its applications on practical real world applications. The methodologies discussed encompass tools like Bayesian networks, and major facets of computational intelligence paradigms. Contributions from top class researchers include: - Recent trends in data mining and knowledge discovery - Advanced data mining techniques in semi-conductor manufacturing - Clustering and visualization in retail markets baskets - Segmentation of continuous data - Instance selection using evolutionary algorithms - Cooperative co-evolution for data mining of Bayesian networks - Knowledge discovery and data mining in medicine - Satellite image classification - Knowledge discovery using rough sets This book presents both practical detail and some of the most up-to-date theory in the field, useful for postgraduates and those who wish to develop applications using advanced data mining and knowledge discovery techniques.

Produktinformation

Utgivningsdatum2005-07-01
Mått155 x 235 x 19 mm
Vikt508 g
FormatInbunden
SpråkEngelska
SerieAdvanced Information and Knowledge Processing
Antal sidor256
Upplaga2005
FörlagSpringer London Ltd
ISBN9781852338671

Tillhör följande kategorier

Tillämpad datateknik inom Data och IT
Programmeringsböcker inom Data och IT
Artificiell intelligens inom Data och IT
Referensverk och tvärvetenskap inom Samhälle och politik
Databaser inom Data och IT

Trends in Data Mining and Knowledge Discovery.- Advanced Methods for the Analysis of Semiconductor Manufacturing Process Data.- Clustering and Visualization of Retail Market Baskets.- Segmentation of Continuous Data Streams Based on a Change Detection Methodology.- Instance Selection Using Evolutionary Algorithms: An Experimental Study.- Using Cooperative Coevolution for Data Mining of Bayesian Networks.- Knowledge Discovery and Data Mining in Medicine.- Satellite Image Classification Using Cascaded Architecture of Neural Fuzzy Network.- Discovery of Positive and Negative Rules from Medical Databases Based on Rough Sets.

From the reviews: "This book presents research on some of the recent advances in the field of DMKD, and provides a glimpse into some real-world applications. ... book starts with a preface by the editors, including background information as well as an overview of the book's contents. ... The overall layout and the length of the volume ... appear to be satisfactory. ... postgraduate students and the faculty members in the business intelligence or DMKD fields would find this volume to be a useful addition to their libraries." (C. S. Arora, Computing Reviews, April, 2006)