From b53b78285d636f9972a4a2f4690bcd88f99cdf35 Mon Sep 17 00:00:00 2001
From: marina <138340846+bt3gl-cryptographer@users.noreply.github.com>
Date: Wed, 2 Aug 2023 13:40:47 -0700
Subject: [PATCH] Update README.md
---
heaps/README.md | 27 +++++++++++++++++++++++++++
1 file changed, 27 insertions(+)
diff --git a/heaps/README.md b/heaps/README.md
index 61b2495..ada487c 100644
--- a/heaps/README.md
+++ b/heaps/README.md
@@ -245,3 +245,30 @@ class MaxHeap:
- using the heap to sort the input array
* heapsort traditionally uses a max-heap to sort the array, although a min-heap also works.
* this is not a stable sort.
+
+
+
+----
+
+### top k elements problem (`O(klog(N) + N)`)
+
+
+
+1. construct a max (min) heap and add all elements into it (`O(N)`)
+2. traverse and delete the top element, storing the value into a resulting array
+3. repeat 2. until all k elements are removed (`O(k * log(N))`)
+
+
+
+----
+
+### the kth-element problem
+
+
+
+1. construct a max (min) heap and add all elements into it (`O(N)`)
+2. traverse and delete the top element
+3. repeat 2. until k-th largest (smallest) is found (`O(k * log(N))`)
+
+
+