Research Article

The New and Computationally Efficient MIL-SOM Algorithm: Potential Benefits for Visualization and Analysis of a Large-Scale High-Dimensional Clinically Acquired Geographic Data

Table 1

Description of experimental datasets.

DatasetsNumber of input dimensionsNumber of recordsDescription of input dimensions

Childhood asthma610335X and Y coordinates;
case control value;
residence distance (500 m)
of a patient to a highway,
to a pollution source (1000 m),
to a sampling site of measured particulate
matter concentrations (1000 m).
Adult asthma64910Unknown organized spatial
patterns and is noisy
Randomly generated710000Age of housing units is given in percentile
intervals beginning with pre-1939
units up to the year 2000 (9 dimensions);
median year; elevated blood lead levels for
Elevated blood lead levels152506, 246911997, 2000, and 2003; X and Y coordinates