ICDM
2005
IEEE
14 years 5 months ago
2005
IEEE
Bayesian Network (BN) is a powerful network model, which represents a set of variables in the domain and provides the probabilistic relationships among them. But BN can handle dis...
ICDM
2005
IEEE
14 years 5 months ago
2005
IEEE
The presence of autocorrelation provides a strong motivation for using relational learning and inference techniques. Autocorrelation is a statistical dependence between the values...
ICDM
2005
IEEE
14 years 5 months ago
2005
IEEE
Record linkage is the process of determining that two records refer to the same entity. A key subprocess is evaluating how well the individual fields, or attributes, of the recor...
ICDM
2005
IEEE
14 years 5 months ago
2005
IEEE
In many classification tasks training data have missing feature values that can be acquired at a cost. For building accurate predictive models, acquiring all missing values is of...
ICDM
2005
IEEE
14 years 5 months ago
2005
IEEE
This paper presents an application of PageRank for assigning documents with a corresponding geographical scope. We describe the technique in detail, together with its theoretical ...
ICDM
2005
IEEE
14 years 5 months ago
2005
IEEE
We introduce a robust and efficient framework called CLUMP (CLustering Using Multiple Prototypes) for unsupervised discovery of structure in data. CLUMP relies on finding multip...
ICDM
2005
IEEE
14 years 5 months ago
2005
IEEE
The most suitable method for the automated classification of protein structures remains an open problem in computational biology. In order to classify a protein structure with an...
ICDM
2005
IEEE
14 years 5 months ago
2005
IEEE
ICDM
2005
IEEE
14 years 5 months ago
2005
IEEE
Abstract— Support vector machines are very accurate classifiers and have been widely used in many applications. However, the training and to a lesser extent prediction time of s...
ICDM
2005
IEEE
14 years 5 months ago
2005
IEEE
An outlier is an observation that deviates so much from other observations as to arouse suspicion that it was generated by a different mechanism. Outlier detection has many applic...