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root / _FullBNT / BNT / graph / trees.txt @ 8:b5b38998ef3b
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% make undirected adjacency matrix of graph/tree |
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% e.g., |
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% 1 |
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% / \ |
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% 2 3 |
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T = zeros(3,3); |
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T(1,2) = 1; T(2,1)=1; |
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T(1,3)=1; T(3,1) = 1; |
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root = 1; |
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[T, preorder, postorder] = mk_rooted_tree(T, root); |
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% bottom up message passing leaves to root |
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for n=postorder(:)' |
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for p = parents(T, n) |
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% p is parent of n |
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end |
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end |
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% top down, root to leaves |
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for n=preorder(:)' |
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for c= children(T,n) |
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% c is child of n |
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end |
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end |
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%%%%%%%%%%%%% |
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function ps = parents(adj_mat, i) |
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% PARENTS Return the list of parents of node i |
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% ps = parents(adj_mat, i) |
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ps = find(adj_mat(:,i))'; |
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%%%%%%%%%%%% |
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function cs = children(adj_mat, i, t) |
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% CHILDREN Return the indices of a node's children in sorted order |
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% c = children(adj_mat, i, t) |
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% |
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% t is an optional argument: if present, dag is assumed to be a 2-slice DBN |
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if nargin < 3 |
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cs = find(adj_mat(i,:)); |
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else |
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if t==1 |
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cs = find(adj_mat(i,:)); |
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else |
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ss = length(adj_mat)/2; |
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j = i+ss; |
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cs = find(adj_mat(j,:)) + (t-2)*ss; |
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end |
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end |
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%%%%%%%%%%% |
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function [T, pre, post, cycle] = mk_rooted_tree(G, root) |
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% MK_ROOTED_TREE Make a directed, rooted tree out of an undirected tree. |
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% [T, pre, post, cycle] = mk_rooted_tree(G, root) |
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n = length(G); |
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T = sparse(n,n); % not the same as T = sparse(n) ! |
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directed = 0; |
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[d, pre, post, cycle, f, pred] = dfs(G, root, directed); |
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for i=1:length(pred) |
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if pred(i)>0 |
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T(pred(i),i)=1; |
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end |
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end |
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%%%%%%%%%%% |
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function [d, pre, post, cycle, f, pred] = dfs(adj_mat, start, directed) |
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% DFS Perform a depth-first search of the graph starting from 'start'. |
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% [d, pre, post, cycle, f, pred] = dfs(adj_mat, start, directed) |
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% |
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% Input: |
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% adj_mat(i,j)=1 iff i is connected to j. |
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% start is the root vertex of the dfs tree; if [], all nodes are searched |
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% directed = 1 if the graph is directed |
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% |
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% Output: |
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% d(i) is the time at which node i is first discovered. |
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% pre is a list of the nodes in the order in which they are first encountered (opened). |
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% post is a list of the nodes in the order in which they are last encountered (closed). |
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% 'cycle' is true iff a (directed) cycle is found. |
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% f(i) is the time at which node i is finished. |
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% pred(i) is the predecessor of i in the dfs tree. |
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% |
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% If the graph is a tree, preorder is parents before children, |
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% and postorder is children before parents. |
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% For a DAG, topological order = reverse(postorder). |
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% |
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% See Cormen, Leiserson and Rivest, "An intro. to algorithms" 1994, p478. |
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n = length(adj_mat); |
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global white gray black color |
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white = 0; gray = 1; black = 2; |
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color = white*ones(1,n); |
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global time_stamp |
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time_stamp = 0; |
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global d f |
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d = zeros(1,n); |
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f = zeros(1,n); |
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global pred |
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pred = zeros(1,n); |
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global cycle |
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cycle = 0; |
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global pre post |
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pre = []; |
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post = []; |
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if ~isempty(start) |
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dfs_visit(start, adj_mat, directed); |
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else |
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for u=1:n |
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if color(u)==white |
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dfs_visit(u, adj_mat, directed); |
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end |
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end |
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end |
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%%%%%%%%%% |
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function dfs_visit(u, adj_mat, directed) |
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global white gray black color time_stamp d f pred cycle pre post |
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pre = [pre u]; |
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color(u) = gray; |
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time_stamp = time_stamp + 1; |
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d(u) = time_stamp; |
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if directed |
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ns = children(adj_mat, u); |
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else |
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ns = neighbors(adj_mat, u); |
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ns = mysetdiff(ns, pred(u)); % don't go back to visit the guy who called you! |
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end |
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for v=ns(:)' |
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%fprintf('u=%d, v=%d, color(v)=%d\n', u, v, color(v))
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switch color(v) |
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case white, % not visited v before (tree edge) |
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pred(v)=u; |
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dfs_visit(v, adj_mat, directed); |
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case gray, % back edge - v has been visited, but is still open |
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cycle = 1; |
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%fprintf('cycle: back edge from v=%d to u=%d\n', v, u);
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case black, % v has been visited, but is closed |
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% no-op |
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end |
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end |
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color(u) = black; |
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post = [post u]; |
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time_stamp = time_stamp + 1; |
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f(u) = time_stamp; |
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