Lecture20-mst-prims

Lecture20-mst-prims - This work is licensed under a...

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CS 312: Algorithm Analysis Lecture #20: Minimal Spanning Trees; Prim’s Algorithm This work is licensed under a Creative Commons Attribution-Share Alike 3.0 Unported License. Slides by: Eric Ringger, with figures from Dasgupta et al.
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Announcements § Homework #13 due now § Project #4 - “Intelligent scissors” § Early: Monday § Due: Wednesday § Start early, finish early! § Clarification on SimpleScissors: When two or more directions have equal weight, ties should be broken as follows: Prefer pixels in clockwise order, starting with the pixel to the north (upwards in the image; lower y-coordinate).
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Objectives § More Greedy Algorithms § Analysis of Kruskal’s Algorithm § Requires Implementation of Disjoint Sets § Prim’s Algorithm for MST § Head-to-head analysis of Prim’s and Kruskal’s
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Greedy Algorithms § Which greedy algorithms have you seen so far? § Distinguish between “thoughtful” and “not- so-thoughtful” greedy algorithms § E.g., Intelligent scissors vs. Simple scissors
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Kruskal’s Algorithm Objective: Identify: - Important operations - Elements of a Greedy algorithm break if size(X) == |V|-1
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Data Structure For Disjoint Sets § makeset(x): create a singleton set containing just x § find(x): find the set to which x belongs § union(x, y): merge the sets containing x and y How would you implement a data structure providing these methods?
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Disjoint Sets as Shallow, Directed Trees {A,C,D,F,G,H} {B,E}
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Disjoint Set Operations
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Disjoint Set Operations
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Disjoint Set Operations Let’s try an example …
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Example Disjoint Set Ops
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Example (cont.)
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Example (cont.)
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Claim § For a given set S, no tree representing disjoint sets in this manner is every deeper than log |S| § If you have a counter-example, I want to see it!
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Analyze: Disjoint Set Operations
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Lemma Lemma : O(log|V|)=O(log|E|)
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Kruskal’s Algorithm break if size(X) == |V|-1
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§ Idea: § Intermediate set of edges X always forms a sub-tree § S is chosen to be the set of X’s vertices. § On each iteration, X grows by one edge
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