Proceedings of the Sixth SIAM International Conference on Data Mining

Front Cover
Joydeep Ghosh
SIAM, Apr 1, 2006 - Computers - 646 pages
 

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Contents

On the Necessary and Sufficient Conditions of a Meaningful Distance Function for High Dimensional
12
Transform Regression and the Kolmogorov Superposition Theorem
35
Deriving Private Information from Randomly Perturbed Ratings
59
Automated Knowledge Discovery from Simulators
82
Mining Control Flow Abnormality for Logic Error Isolation
106
An Efficient Method for Generating
130
KMeans Clustering over a Large Dynamic Network
153
Contents
154
Algorithm and Analysis
407
Mining Frequent Closed ltemsets Out of Core
419
Local L2Thresholding Based Data Mining in PeertoPeer Systems
430
Collaborative information Extraction and Mining from Multiple Web Documents
442
Collaborative Document Clustering
453
Cluster Description Formats Problems and Algorithms
464
Bayesian KMeans as a MaximizationExpectation Algorithm
474
Cone Cluster Labeling for Support Vector Clustering
484

Exploring Prototypes for Classification
176
A Semantic Approach for Mining Hidden Links from Complementary and Noninteractive
200
Mining Frequent Agreement Subtrees in Phylogenetic Databases
222
Trend Relational Analysis and GreyFuzzy Clustering Method
234
The Connected kCenter Problem
246
Weighted Clustering Ensembles
258
Clustering in the Presence of BridgeNodes
270
A TopDown Row Enumeration
282
Mining Frequent Patterns by Differential Refinement of Clustered Bitmaps
294
Discovery of Coevolvlng Spatial Event Sets
306
Efficient Algorithms for Sequence Segmentation
316
DensityBased Clustering over an Evolving Data Stream with Noise
328
A Random Walks Method for Text Classification
340
Efficient Mining of Temporally Annotated Sequences
348
A Framework for Local Supervised Dimensionality Reduction of High Dimensional Data
360
Segmentation and Dimensionality Reduction
372
Probabilistic Multistate SplitMerge Algorithm for Coupling Parameter Estimates
384
item Sets That Compress
395
A New PrivacyPreserving Distributed kClustering Algorithm
494
Detecting the Change of Clustering Structure in Categorical Data Streams
504
Transductive Denoising and Dimensionality Reduction Using Total Bregmon Regression
514
Fast Optimal Bandwidth Selection for Kernel Density Estimation
524
On Approximate Solutions to Support Vector Machines
534
inference of Node Replacement Recursive Graph Grammars
544
Health Monitoring of a Shaft Transmission System via Hybrid Models of PCR and
554
A Systematic CrossComparison of Sequence Classifiers
564
GraphBased Methods f0r orbit Classification
574
Profiling Protein Families from Partially Aligned Sequences
584
A Novel Framework for Incorporating Labeled Examples into Anomaly Detection
594
Using Compression to identity Classes of lnauthentic Texts
604
Spatial Weighted Outlier Detection
614
Mining Weighted Interesting Patterns with a Strong Weight andor Support Affinity
624
Finding Sequential Patterns from Massive Number of Spatiotemporal Events
634
Author index
645
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