CSC 172 DATA STRUCTURES SKIP LISTS Read Weiss 10.4.2 SKIP LISTS Dictionary Efficient Data Structure SKIP LISTS Dictionary Data Structure (insert delete lookup) Efficient O(lg n) SKIP LISTS Dictionary Data Structure (insert delete lookup) Efficient O(lg n) SKIP LISTS Dictionary Data Structure Efficient (with high probability) Randomized SKIP LISTS Dictionary Data Structure Efficient (with high probability) Randomized Easy to implement LISTS How much time does it take to search a sorted linked list? How can this be improved? EXAMPLE EXAMPLE What is this sequence? 14,23,28,34,42,50,59,66,72, 79,86,96,103,110 EXAMPLE What is this sequence? 14,23,34,42,50,59,66,72, 79,86,96,103,110 EXAMPLE What is this sequence? 14,23,34,42,50,59,66,72, 79,86,96,103,110,116,125 SKIP LISTS Use two lists L2 stores all element L1 stores some elements Links between shared elements Lookup on a skip list Lookup on a skip list 1)Take L1 until you go too far 2)Back up one 3)Transfer to L2 4)Take L2 until you find element (or go too far – not found – or insert) Lookup on a skip list How should we distribute the L1 list? What is the time cost of a search? Lookup on a skip list How should we distribute the L1 list? What is the time cost of a search? Minimize : L1.length + (L2.length/L1.length) NEXT STEP 2 linked lists 2(n^(1/2)) Can we improve this further? NEXT STEP 2 linked lists 2(n^(1/2)) Can we improve this further? 3 linked lists 3(n^(1/3)) k linked lists k(n^(1/k)) N linked lists ???? lg n linked lists lg n (n^(1/lg n)) BALLANCED SKIP LISTS Ideal as long as structure is maintained BALLANCED SKIP LISTS Ideal as long as structure is maintained Insertions and deletions mess up structure INSERTION ON SKIP LISTS Search to find location Must insert on bottom list Which other lists? FLIP A COIN If heads add to level above and flip again. If tails done. INSERTION ON SKIP LISTS FLIP A COIN If heads add to level above and flip again. If tails done. ½ of the elements go up one level ¼ of the elements go up 2 levels 1/8 of the elements go up 3 levels INSERTION ON SKIP LISTS EXAMPLE ANALYSIS Intuitively: Height of the structure is O(lg n) How many coin flips do we need to get lg n heads?