Lecture 9: Self Balancing Trees

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Presentation transcript:

Lecture 9: Self Balancing Trees CSE 373: Data Structures and Algorithms CSE 373 SP 18 - Kasey Champion

Warm Up CSE 373 SP 18 - Kasey Champion

Meet AVL Trees AVL Trees must satisfy the following properties: binary trees: all nodes must have between 0 and 2 children binary search tree: for all nodes, all keys in the left subtree must be smaller and all keys in the right subtree must be larger than the root node balanced: for all nodes, there can be no more than a difference of 1 in the height of the left subtree from the right. Math.abs(height(left subtree) – height(right subtree)) ≤ 1 AVL stands for Adelson-Velsky and Landis (the inventors of the data structure) CSE 373 SP 18 - Kasey Champion

Measuring Balance Measuring balance: For each node, compare the heights of its two sub trees Balanced when the difference in height between sub trees is no greater than 1 8 10 8 7 7 9 15 7 Balanced Balanced Balanced 12 18 Unbalanced CSE 373 SP 18 - Kasey Champion

Is this a valid AVL tree? 7 Is it… Binary BST Balanced? yes yes 4 10 3 5 9 12 2 6 8 11 13 14 CSE 373 SP 18 - Kasey Champion

Is this a valid AVL tree? 2 Minutes 6 Is it… Binary BST Balanced? yes 8 no Height = 0 Height = 2 1 4 7 12 3 5 10 13 9 11 CSE 373 SP 18 - Kasey Champion

Is this a valid AVL tree? 2 Minutes 8 Is it… Binary BST Balanced? yes no 6 11 yes 2 7 15 -1 5 9 9 > 8 CSE 373 SP 18 - Kasey Champion

Implementing an AVL tree dictionary Dictionary Operations: get() – same as BST containsKey() – same as BST put() - ??? remove() - ??? Add the node to keep BST, fix AVL property if necessary Replace the node to keep BST, fix AVL property if necessary Unbalanced! 1 2 2 1 3 3 CSE 373 SP 18 - Kasey Champion

Rotations! Balanced! Unbalanced! a b a Insert ‘c’ X b X b Z a Y Z Y Z CSE 373 SP 18 - Kasey Champion

Rotate Left parent’s right becomes child’s left, child’s left becomes its parent Balanced! Unbalanced! a b a Insert ‘c’ X b X b Z a Y Z Y Z X Y c c CSE 373 SP 18 - Kasey Champion

Rotate Right parent’s left becomes child’s right, child’s right becomes its parent 4 3 15 height put(16); 2 2 3 8 22 Unbalanced! 1 1 2 4 10 19 24 1 3 6 17 20 16 CSE 373 SP 18 - Kasey Champion

Rotate Right parent’s left becomes child’s right, child’s right becomes its parent 15 3 height put(16); 2 2 8 19 1 1 1 10 17 22 4 3 6 16 20 24 CSE 373 SP 18 - Kasey Champion

So much can go wrong Unbalanced! Unbalanced! Unbalanced! 3 1 1 3 3 1 Rotate Left Rotate Right 2 2 2 Parent’s right becomes child’s left Child’s left becomes its parent Parent’s left becomes child’s right Child’s right becomes its parent CSE 373 SP 18 - Kasey Champion

Two AVL Cases Kink Case Line Case Solve with 2 rotations 3 1 1 3 2 2 3 1 1 3 2 2 Rotate Right Parent’s left becomes child’s right Child’s right becomes its parent Rotate Left Parent’s right becomes child’s left Child’s left becomes its parent Right Kink Resolution Rotate subtree left Rotate root tree right Left Kink Resolution Rotate subtree right Rotate root tree left CSE 373 SP 18 - Kasey Champion

Double Rotations 1 Unbalanced! a a a Insert ‘c’ X e W d W e d Z Y e d CSE 373 SP 18 - Kasey Champion

Double Rotations 2 d Unbalanced! a e a W d Y X Z W Y e X Z c c CSE 373 SP 18 - Kasey Champion