ICDM
2005
IEEE
13 years 10 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
13 years 10 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
13 years 10 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
13 years 10 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
13 years 10 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
13 years 10 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
13 years 10 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
13 years 10 months ago
2005
IEEE
ICDM
2005
IEEE
13 years 10 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
13 years 10 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...