| Foreword |
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ix | |
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xi | |
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xvii | |
| Preface |
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xix | |
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On Mining Scientific Datasets |
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1 | (22) |
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Understanding High Dimensional and Large Data Sets: Some Mathematical Challenges and Opportunities |
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23 | (12) |
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Data Mining at the Interface of Computer Science and Statistics |
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35 | (28) |
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Mining Large Image Collections |
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63 | (22) |
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Mining Astronomical Databases |
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85 | (10) |
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Searching for Bent-Double Galaxies in the First Survey |
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95 | (20) |
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A Dataspace Infrastructure for Astronomical Data |
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115 | (10) |
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Data Mining Applications in Bioinformatics |
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125 | (16) |
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Mining Residue Contacts in Proteins |
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141 | (24) |
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Kdd Services at the Goddard Earth Sciences Distributed Archive Center |
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165 | (18) |
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Data Mining in Integrated Data Access and Data Analysis Systems |
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183 | (18) |
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Spatial Data Mining for Classification, Visualisation and Interpretation with Artmap Neural Network |
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201 | (22) |
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Real Time Feature Extraction for the Analysis of Turbulent Flows |
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223 | (16) |
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Data Mining for Turbulent Flows |
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239 | (18) |
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Evita-Efficient Visualization and Interrogation of Tera-Scale Data |
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257 | (24) |
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Towards Ubiquious Mining Distributed Data |
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281 | (26) |
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Decomposable Algorithms for Data Mining |
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307 | (12) |
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HDDI: Hierarchical Distributed Dynamic Indexing |
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319 | (16) |
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Parallel Algorithms for Clustering High-Dimensional Large-Scale Datasets |
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335 | (22) |
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Efficient Clustering of Very Large Document Collections |
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357 | (26) |
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A Scalable Hierarchical Algorithm for Unsupervised Clustering |
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383 | (18) |
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High-Performance Singular Value Decomposition |
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401 | (24) |
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Mining High-Dimensional Scientific Data Sets Using Singular Value Decomposition |
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425 | (14) |
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Spatial Dependence in Data Mining |
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439 | (22) |
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Sparc: Spatial Association Rule-Based Classification |
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461 | (26) |
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What's Spatial About Spatial Data Mining: Three Case Studies |
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487 | (28) |
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Predicting Failures in Event Sequences |
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515 | (26) |
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Efficient Algorithms for Mining Long Patterns in Scientific Data Sets |
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541 | (26) |
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Probabilistic Estimation in Data Mining |
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567 | (24) |
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Classification Using Association Rules: Weaknesses and Enhancements |
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591 | |
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