Geographic Data Mining and Knowledge Discovery Second Edition
Buku ini diteribitkan tahun 2009 oleh CRC Press, Taylor & Francis Group, LLC. USA adalah buku edisi Kedua.
Judul: Geographic Data Mining and Knowledge Discovery Second Edition
Oleh: Harvey J. Miller, et al (Editor)
Penerbit: CRC Press, Taylor & Francis Group, LLC. USA
Tahun: 2009
Jumlah Halaman: 461 hal.
Editor:
Harvey J. Miller
Jiawei Han
Lingkup Pembahasan:
Buku ini terdiri atas 5 Modul Utama, mencakup Modul I Konsep Dasar, Modul II Teknologi Informasi, Modul III Aplikasi Bisnis, Modul IV Proses Pengembangan, dan Modul V Tantangan Manajemen.
Daftar Isi:
Acknowledgments vii
About the Editors ix
List of Contributors xi
Chapter 1 Geographic Data Mining and Knowledge Discovery: An Overview 1
Harvey J. Miller and Jiawei Han
Chapter 2 Spatio-Temporal Data Mining Paradigms and Methodologies 27
John F. Roddick and Brian G. Lees
Chapter 3 Fundamentals of Spatial Data Warehousing for Geographic Knowledge
Discovery 45
Yvan Bédard and Jiawei Han
Chapter 4 Analysis of Spatial Data with Map Cubes: Highway Traffic Data 69
Chang-Tien Lu, Arnold P. Boedihardjo, and Shashi Shekhar
Chapter 5 Data Quality Issues and Geographic Knowledge Discovery 99
Marc Gervais, Yvan Bédard, Marie-Andree Levesque, Eveline Bernier, and Rodolphe Devillers
Chapter 6 Spatial Classification and Prediction Models for Geospatial Data Mining 117
Shashi Shekhar, Ranga Raju Vatsavai, and Sanjay Chawla
Chapter 7 An Overview of Clustering Methods in Geographic Data Analysis 149
Jiawei Han, Jae-Gil Lee, and Micheline Kamber
Chapter 8 Computing Medoids in Large Spatial Datasets 189
Kyriakos Mouratidis, Dimitris Papadias, and Spiros Papadimitriou
Chapter 9 Looking for a Relationship? Try GWR 227
A. Stewart Fotheringham, Martin Charlton, and Urška Demšar
Chapter 10 Leveraging the Power of Spatial Data Mining to Enhance the Applicability of GIS
Technology 255
Donato Malerba, Antonietta Lanza, and Annalisa Appice
Chapter 11 Visual Exploration and Explanation in Geography Analysis with Light 291
Mark Gahegan
Chapter 12 Multivariate Spatial Clustering and Geovisualization 325
Diansheng Guo
Chapter 13 Toward Knowledge Discovery about Geographic Dynamics in Spatiotemporal
Databases 347
May Yuan
Chapter 14 The Role of a Multitier Ontological Framework in Reasoning to Discover Meaningful Patterns of Sustainable Mobility 367
Monica Wachowicz, Jose Macedo, Chiara Renso, and Arend Ligtenberg
Chapter 15 Periodic Pattern Discovery from Trajectories of Moving Objects 389
Huiping Cao, Nikos Mamoulis, and David W. Cheung
Chapter 16 Decentralized Spatial Data Mining for Geosensor Networks 409
Patrick Laube and Matt Duckham
Chapter 17 Beyond Exploratory Visualization of Space–Time Paths 431
Menno-Jan Kraak and Otto Huisman
Berminat?
Email: zanetapm@gmail.com
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