DFT-DISPLAY: Print diffusion trees, parameters, and hyperparameters. Dft-display can print a representation of the diffusion tree(s) underlying the training cases, the parameters for these diffusion trees, and the overall hyperparameters for the model. Usage: dft-display [ -b ] [ -h ] [ -p ] [ -l ] [ -t ] [ -n | -N ] [ -g[time] ] log-file [ index ] If no index is specified, the last record in the log file is shown. The -b option enables "bare" output for latent vectors, tree structure, and non-terminal nodes, in which headers are omitted, some values are printed to higher precision, and each line starts with the number of the tree it applies to. The other options enable display of certain information, as follows: -h Values of the overall hyperparameters -p Parameters for each diffusion tree -l Latent vectors for each training case (if stored) -t Structure of the diffusion trees underlying the training cases -n Non-terminal nodes of the trees -N Same as -n, but with node locations as well (if stored) -g Graphical display of the tree structures (picture done with text) More than one of these options can be specified (in any order, but this does not affect the display order), though specifying more than one is probably not useful if -b is specified. The default if none of these flags are specified is -h and -p. Currently, the only overall hyperparameters are the noise standard deviations for the variables (if they are real), along with the common noise standard deviation controlling these. The common noise standard deviation is displayed first, followed by a colon and then the noise standard deviations for each variable. One set of parameters for a diffusion tree are the standard deviations for each variable, along with the common standard deviation controlling these. These are displayed in the same format as noise standard deviations. The parameters of the divergence function are also displayed, labled as c0, c1, and c2. The latent vectors are displayed one per line if -l is specified, preceded by the number of the case, from 1 (and the number of the tree, if -b is specified). If no data model was specified, the latent vectors will equal the data vectors. Otherwise, they will be the values in terms of which the distribution of the observed data is defined. Note, however, that for real data, latent vectors may not be present in the log file, depending on which Markov chain operations were used (see dft-mc.doc). The structure of the diffusion trees is displayed with -t in a low-level format that is mostly useful for debugging, or for input to another program (using -b). The non-terminal nodes are displayed first, numbered -1, -2, etc., followed by the terminal nodes corresponding to training cases, numbered 1, 2, etc. One line is displayed for each node, which (after the tree number if -b is specified) shows the node number, the number of the parent node (0 for the root), and the divergence time for the node (1 for terminal nodes). The display of non-terminal nodes with -n or -N is also low-level, showing (after the tree number if -b is specifed) the node number (-1, -2, etc.), the indexes of the node's two children, the number of points under the node (ie, the number of terminal descendents), and the divergence time. For -N, this is followed by the node location. Pictures of the trees are displayed if -g is specified, in the format illustrated below: 5| 3| 2| 1 | | | 4 | | 2 | | 2| 3 | | 5 The numbers before "|" are the counts of observations in a sub-tree. The "5" in the top-left of the above display indicates that there are five observations altogether, the "3" and "2" in the next column are the numbers of observations in the two sub-trees of the root, and so forth. The numbers at the ends of lines are not counts, but rather are the indexes of the cases associated with the terminal nodes. If a time in the interval (0,1] is given immediately after -g, non-terminal nodes whose divergence times are later than this are shown as just a list of indexes of cases that are in the sub-tree headed by this node. For instance, if -g.7 were specified, the tree shown above might be displayed instead as follows: 5| 1 4 2 | | 2| 3 | | 5 Here, the first sub-tree of the root had a divergence time greater than 0.7, and is therefore shown just as the list "1 4 2", of cases within its sub-tree. The divergence time of the second child is less than or equal to 0.7, and so its children are shown separately. The lines in these diagrams can become arbitrarily long; no attempt is made to wrap them. Similar output in Postscript is produced by the dft-dendrogram program (see dft-dendrogram.doc). Copyright (c) 1995-2004 by Radford M. Neal