Given a string s and a dictionary of words dict, add spaces in s to construct a sentence where each word is a valid dictionary word.
Return all such possible sentences.
For example, given
s = "catsanddog"
,
dict = ["cat", "cats", "and", "sand", "dog"]
.
A solution is ["cats and dog", "cat sand dog"]
.
[分析] 最能感受dp剪枝好处的例子:
s="aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa
aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa
aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaab",
dict = ["a","aa","aaa","aaaa","aaaaa","aaaaaa","aaaaaaa","aaaaaaaa",
"aaaaaaaaa","aaaaaaaaaa"]
//////////////////method 3//////////////////// //tag: dp + dfs/backtracking/recursion //dp[i] means s.substring(i, N) satisfy wordBreak //dp[i] |= s.substring(i, j) && dp[j], i < j <=N public List<String> wordBreak(String s, Set<String> dict) { ArrayList<String> result = new ArrayList<String>(); if (dict == null || dict.size() == 0 || s == null || s.length() == 0) return result; int N = s.length(); boolean[] dp = new boolean[N + 1]; dp[N] = true; for (int i = N - 1; i >= 0; i--) { StringBuilder sub = new StringBuilder(s.substring(i, N)); for (int j = N; j >= i; j--) { //dp[i]: s.sub(i, N), sub: s.sub(i, j), dp[j]: s.sub(j, N) dp[i] = dp[j] && dict.contains(sub.toString()); if (dp[i]) break; if (j > i) sub.deleteCharAt(sub.length() - 1); } } if (dp[0]) { StringBuilder item = new StringBuilder(); recur(s, dict, 0, dp, item, result); } return result; } // 使用dp[]进行剪枝, dfs/backtracking/recursion // item = s.sub(0, beg) public void recur(String s, Set<String> dict, int beg, boolean[] dp, StringBuilder item, ArrayList<String> result) { if (beg == s.length()) { item.deleteCharAt(item.length() - 1); result.add(item.toString()); return; } for (int i = beg + 1; i <= s.length(); i++) { String sub = s.substring(beg, i); if(dict.contains(sub)&& dp[i]) { int oldLength = item.length(); item.append(sub).append(' '); recur(s, dict, i, dp, item, result); item.delete(oldLength, item.length()); } } } /////////////////////method 2//////////////////// /* Time Limit Exceeded public List<String> wordBreak(String s, Set<String> dict) { ArrayList<String> result = new ArrayList<String>(); if (s == null || s.length() == 0) return result; int N = s.length(); boolean[] dp = new boolean[N + 1]; ArrayList<ArrayList<StringBuilder>> data = new ArrayList<ArrayList<StringBuilder>>(N + 1); dp[0] = true; ArrayList<StringBuilder> data0 = new ArrayList<StringBuilder>(); data0.add(new StringBuilder()); data.add(data0); for (int i = 1; i <= N; i++) { data.add(new ArrayList<StringBuilder>()); StringBuilder sub = new StringBuilder(s.substring(0, i)); for (int j = 0; j < i; j++) { if (dp[j] && dict.contains(sub.toString())) { dp[i] = true; for (StringBuilder sb : data.get(j)) { StringBuilder copy = new StringBuilder(sb.toString()); copy.append(sub.toString()).append(' '); data.get(i).add(copy); } } sub.deleteCharAt(0); } } for (StringBuilder sb : data.get(N)) { sb.deleteCharAt(sb.length() - 1); result.add(sb.toString()); } return result; } */ //////////////////method 1///////////////////// /* Time Limit Exceeded public List<String> wordBreak(String s, Set<String> dict) { ArrayList<String> result = new ArrayList<String>(); if(s == null || s.length() == 0) return result; recur(s, dict, 0, new StringBuilder(), result); return result; } // 太多冗余计算 public void recur(String s, Set<String>dict, int start, StringBuilder item, ArrayList<String> result) { if(start == s.length()) { item.deleteCharAt(item.length() - 1); result.add(item.toString()); return; } for (int i = start; i < s.length(); i++) { String sub = s.substring(start, i + 1); if (dict.contains(sub)) { int oldLength = item.length(); item.append(sub).append(' '); recur(s, dict, i + 1, item, result); int newLength = item.length(); item.delete(oldLength, newLength); } } } */ }