From d343f45f9a652b2351a01ca765280326904f0a46 Mon Sep 17 00:00:00 2001
From: rossy0213 <bieshan0213+github@gmail.com>
Date: Tue, 21 May 2024 01:12:49 +0900
Subject: [PATCH] add: Longest Increasing Subsequence

---
 LongestIncreasingSubsequence/step1.md | 27 +++++++++++
 LongestIncreasingSubsequence/step2.md | 30 ++++++++++++
 LongestIncreasingSubsequence/step3.md | 70 +++++++++++++++++++++++++++
 3 files changed, 127 insertions(+)
 create mode 100644 LongestIncreasingSubsequence/step1.md
 create mode 100644 LongestIncreasingSubsequence/step2.md
 create mode 100644 LongestIncreasingSubsequence/step3.md

diff --git a/LongestIncreasingSubsequence/step1.md b/LongestIncreasingSubsequence/step1.md
new file mode 100644
index 0000000..c515ac6
--- /dev/null
+++ b/LongestIncreasingSubsequence/step1.md
@@ -0,0 +1,27 @@
+```java
+// Create a memory to store the maxLength for each element
+// In each step, check if there is a smaller number in the past 
+// If yes, then count up, then compare with the max number we already have
+// Time complexity: O(N**2)
+// Space complexity: O(N) memory of the dp.
+// Time spend: 08:30
+class Solution {
+    public int lengthOfLIS(int[] nums) {
+        int[] dp = new int[nums.length];
+        dp[0] = 1;
+        int maxLength = 1;
+
+        for (int i = 1; i < nums.length; i++) {
+            dp[i] = 1;
+            for (int j = 0; j < i; j++) {
+                if (nums[j] < nums[i]) {
+                    dp[i] = Math.max(dp[i], dp[j] + 1);
+                }
+            }
+            maxLength = Math.max(maxLength, dp[i]);
+        }
+
+        return maxLength;
+    }
+}
+```
\ No newline at end of file
diff --git a/LongestIncreasingSubsequence/step2.md b/LongestIncreasingSubsequence/step2.md
new file mode 100644
index 0000000..339736f
--- /dev/null
+++ b/LongestIncreasingSubsequence/step2.md
@@ -0,0 +1,30 @@
+```java
+// After checking the solutions tab...What's an elegant solution
+// Time complexity: O(NlogN)
+// Time spend: 07:30
+class Solution {
+    public int lengthOfLIS(int[] nums) {
+        int[] tails = new int[nums.length];
+        int maxLength = 0;
+
+        for (int num : nums) {
+            int l = 0;
+            int r = maxLength;
+            while (l != r) {
+                int mid = l + (r - l) / 2;
+                if (tails[mid] < num) {
+                    l = mid + 1;
+                    continue;
+                }
+                r = mid;
+            }
+            tails[l] = num;
+            if (l == maxLength) {
+                maxLength++;
+            }
+        }
+
+        return maxLength;
+    }
+}
+```
\ No newline at end of file
diff --git a/LongestIncreasingSubsequence/step3.md b/LongestIncreasingSubsequence/step3.md
new file mode 100644
index 0000000..984ca57
--- /dev/null
+++ b/LongestIncreasingSubsequence/step3.md
@@ -0,0 +1,70 @@
+```java
+// Time spend: 04:20
+class Solution {
+    public int lengthOfLIS(int[] nums) {
+        List<Integer> increasingNums = new ArrayList<>();
+        increasingNums.add(nums[0]);
+
+        for (int i = 1; i < nums.length; i++) {
+            if (nums[i] > increasingNums.get(increasingNums.size() - 1)) {
+                increasingNums.add(nums[i]);
+                continue;
+            }
+            int low = Collections.binarySearch(increasingNums, nums[i]);
+            if (low < 0) {
+                // bit否定?
+                low = -(low + 1);
+            }
+            increasingNums.set(low, nums[i]);
+        }
+
+        return increasingNums.size();
+    }
+}
+```
+
+```java
+// Time spend: 03:30
+class Solution {
+    public int lengthOfLIS(int[] nums) {
+        List<Integer> increasingNums = new ArrayList<>();
+        increasingNums.add(nums[0]);
+
+        for (int i = 1; i < nums.length; i++) {
+            if (nums[i] > increasingNums.get(increasingNums.size() - 1)) {
+                increasingNums.add(nums[i]);
+                continue;
+            }
+            int index = Collections.binarySearch(increasingNums, nums[i]);
+            if (index < 0) {
+                increasingNums.set(-(index + 1), nums[i]);
+            }
+        }
+
+        return increasingNums.size();
+    }
+}
+```
+
+```java
+// Time spend: 02:20
+class Solution {
+    public int lengthOfLIS(int[] nums) {
+        List<Integer> increasingNums = new ArrayList<>();
+        increasingNums.add(nums[0]);
+
+        for (int i = 0; i < nums.length; i++) {
+            if (nums[i] > increasingNums.get(increasingNums.size() - 1)) {
+                increasingNums.add(nums[i]);
+                continue;
+            }
+            int index = Collections.binarySearch(increasingNums, nums[i]);
+            if (index < 0) {
+                increasingNums.set(-index-1, nums[i]);
+            }
+        }
+
+        return increasingNums.size();
+    }
+}
+```
\ No newline at end of file