Checklist to Solve Algorithm Problems


logn
- bisection
- divide and conquer

X. Quick select to find kth O(n) - compare with heap nlog(k)


X. DP
- find sub-problems and relation
- dp: [i, j]; or dp[len-1] just start/or end
X. BFS
- Model it as a graph
X. DFS

X. Divide and Conquer
- find subproblems and relations
X. Bisection/Binary search
O(nlogn) - logn*n(merge sort) or n*logn(3 sum) binary search/bisection

X. Merge sort
X. Slide Window
X. Two pointers

Data Structures
X. Trie
- use trie so no need to scan every candidate(O(n))
X. Binary search tree
X. ordered stack/stack
X. Union Find
Data structures
X. augmented tree
X. bst
TreeSet, TreeMap
X. heap, map

X. Bit trick
- O(32n) - loop and check every bit
- bit trie, use xor

X. Interval
- First sort these intervals somehow
- Think as different events - start, end
- sort interval + greedy
- merge interval

X. Game theory

Palindrome
-- Scan from center

Graph - O(V+E)
- topological sort
- Eulerian path/circuit

Save space
- reuse input
- rolling array for dp

Common tricks
check last loop
whether we need do extra things after loop
Use char[] to avoid string concatenation

Backtrack
- Don't forget to clear state

Binary tree
- usually expected runtime for tree is O(n)

ask
- sorted?
- can we change input, use extra space



Labels

adsense (5) Algorithm (69) Algorithm Series (35) Android (7) ANT (6) bat (8) Big Data (7) Blogger (14) Bugs (6) Cache (5) Chrome (19) Code Example (29) Code Quality (7) Coding Skills (5) Database (7) Debug (16) Design (5) Dev Tips (63) Eclipse (32) Git (5) Google (33) Guava (7) How to (9) Http Client (8) IDE (7) Interview (88) J2EE (13) J2SE (49) Java (186) JavaScript (27) JSON (7) Learning code (9) Lesson Learned (6) Linux (26) Lucene-Solr (112) Mac (10) Maven (8) Network (9) Nutch2 (18) Performance (9) PowerShell (11) Problem Solving (11) Programmer Skills (6) regex (5) Scala (6) Security (9) Soft Skills (38) Spring (22) System Design (11) Testing (7) Text Mining (14) Tips (17) Tools (24) Troubleshooting (29) UIMA (9) Web Development (19) Windows (21) xml (5)