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Contents
Contents
Basics
Basics of data management in the NDA
Basic data types
Naming of the data items
User's reference
Basic operations for managing the name space
Managing directories
Listing names in the name space
Removing name entries
Renaming name entries
Copying data frames
Attaching data frames
Returning contents of the data frames and fields
Getting the lenght of the name entry
Setting the contents of the data field
Creating a data field as a number series
Representing the fields of the data frame by a string field
Selecting fields to a data
Selecting classes to a classified data frame
Selecting items to frames
Handling classified data frames
Conversion for time
Matrices
Matrix structure
Matrix commands
Data reorganization
Transpose of a data frame
Joining data frames
Indexing through a joining operation
Finding unique data records
Finding unique indexes from classes
Finding the indexes of the classified data from another classified data
Merging a grouping and a classified data
Picking data records based on a classified data
Binarizing a classification to a data
Sorting a data
Classifying a data by the BMU classifier
Classifying data records to sequencies
Concatenating sequencies
Overlapping sequential data sets
Set operations for classes
Basic computing operations
Preprocessing data
The basic preprocessing
Whitening preprocessor command
Equalization values within records
Treatment for missing data
Field evaluator
Expressions
Field calculator
Record selector
Classification by fields
Select classes by evaluating a boolean expression
Record evaluator
Class evaluator
Field statistics
Basic statistics for fields
Histograms for fields
Comparison of two data frames
Class statistics
Basic statistics for classes
Class identifiers
Identifying classes by values
Computing the number of items in classes
Values for distributions in classes
Distances between data records and classes
Histograms for classes
Fuzzy sets
Creating a fuzzy structure
Creating fuzzy sets
Setting the membership functions of the fuzzy sets
Example sequence about fuzzy operations
Computing fuzzy membership values for a field
Calculating distance between data and groups
Group membership evaluation
Algorithms
The Tree-Structured Self-Organizing Map and related structures
Training a TS-SOM
Classifying data by a TS-SOM
Smoothing data in a TS-SOM
Creating a field for a TS-SOM layer
Storing the indexes of the neurons to a data frame
Getting and setting data in a TS-SOM layer
Computing a U-matrix
Spreading the groups of the core neurons
Mapping data records onto a TS-SOM
Generating data according to the grid of the TS-SOM
Backpropagation
The basic learning rule
The basic learning rule with a momentum term
Global adaptive training step length
The Matlab neural network toolbox style training
The Silva & Almeida training
The RPROP training
The Levenberg-Marquard training
Importing a new data to a trained network
Visualizing the MLP network
Classical scaling and Sammon's mapping
Data clustering
Hierarchical clustering
k-means clustering
Fuzzy c-means clustering
Image processing
File commands
Basic image commands
Filtering and thresholding
Histogramming
Fourier commands
Commands related to fuzzy-analysis
Graphics
Creating and initializing a graphic structure
Creating a graphic structure and connecting a data to it
Managing subgraphs
Setting a structure over subgraphs
Setting a layer
Setting the topology and son links of the TS-SOM
Creating trajectories
Connecting neurons
Creating contours
The U-matrix presentation
Axes in three dimensions
Scatterplotting in three dimensions
Setting graphics for a subgraph
Setting the places of neurons in 3D
Setting the shape of the neurons
Setting the size of the neurons
Setting the diameters of the neurons
The colors and the gray levels of the neurons
The visibility of the neurons
Graphical presentations inside subgraphs
Axes in subgraphs
Plotting data in subgraphs
Bars in subgraphs
Range plots in subgraphs
Line diagrams in subgraphs
Line diagrams based on the values of the field
Histograms in subgraphs
The curves of the functions
Field labels and values as text in subgraphs
Record labels in subgraphs
Colors and scaling
Graphics for groups in a SOM
Setting a viewpoint to a graphic image in 3D
Displaying an image in a window
Displaying graphics
Getting the settings of the graphic structure
Saving the settings of the graphic structure to a file
Graphic frames
Creating graphic frames
Adding a graphic structure to frames
Setting the places of the graphic structures in frames
Commands for working with a low level image
Generating a low level image from a graphic structure
Finding objects from a graphic structure
Executing macros according to a selection in a graphic structure
Generating a low level image for a graphic frame (tech.)
Updating a graphic structure
File I/O
Loading data structures from a file
Saving data structures to a file
PostScript printing
Running command files
Appendices
Quick reference
Basic operations for managing the name space
Data reorganization
File I/O
Graphics
Image processing
Basic computing operations
Algorithms
Commands for graphical user interfaces (Xview)
About this document ...
Erkki Hakkinen
Thu Sep 24 11:51:34 EET DST 1998