Hello Codeforces!!

In this blog, I want to present to you a beginner-friendly video lecture series on dynamic programming on trees/an editorial for the CSES tree algorithms section.

CSES is a brilliant problemset for people wanting to get started at competitive programming and get good at it.

My aim till now has been to make the explanations intuitive, crisp and clear. I feel even a beginner will be able to benefit from these video lectures.

So let's get started.

Link to the problems

## Subordinates

Explanation : https://youtu.be/fGznXJ-LTbI

AC code : https://github.com/kartik8800/CSES/blob/master/Subordinates

## Tree Matching

Somehow I feel some other nice approaches are also possible, please do share.

Explanation : https://youtu.be/RuNAYVTn9qM

AC code : https://github.com/kartik8800/CSES/blob/master/Tree%20Matching

## Tree Diameter

Explanation : https://youtu.be/qNObsKl0GGY

AC code : https://github.com/kartik8800/CSES/blob/master/Tree%20Diameter

## Tree Distances I

This problem uses the rerooting technique, we evaluate the answer for every node assuming it to be the root of the tree. If we do this naively this will be O(N^2) time but if we do this using something known as the reroorting technique and propogate partial answers of parent node with respect to the child nodes we can optimize our solution to O(N) overall time complexity.

I feel Tree Distances II is easier compared to Tree Distances I and would recommend to try it first.

Explanation : https://youtu.be/N7e4CTfimkU

AC code : https://github.com/kartik8800/CSES/blob/master/Tree%20Distances%201

## Tree Distances II

This problem also uses the rerooting technique.

Explanation : https://youtu.be/nGhE4Ekmzbc

AC code : https://github.com/kartik8800/CSES/blob/master/Tree%20Distances%202

## Distance in Tree

This problem also uses the rerooting technique.

Problem link: https://codeforces.com/contest/161/problem/D

Explanation : https://youtu.be/SOhZqL6HPjQ

## Company Queries I

This problem uses a technique(the technique itself uses DP) known as Binary lifting. I will be adding a detailed lecture on binary lifting with code.

Explanation : https://youtu.be/FAfSArGC8KY

## Company Queries II

This problems requires us to know a technique to calculate LCA of two nodes in a tree in O(logN) time. Evaluation of LCA in O(logN) can be done using binary lifting. I will add a more detailed video soon.

LCA using binary Search: https://youtu.be/qPxS_rY0OJw

LCA slightly different from standard algorithm: https://youtu.be/s9zZOVsF_eo

## Distance Queries

Problem Statement : what is the distance between nodes a and b?

Short explanation : Let LCA(a,b) be node x, what is distance between a and x?

Preprocess the levels of all the nodes in the tree.

lvl[i] : level of node i in the tree.

Ans to query distance(a,b) = (lvl[a] — lvl[x]) + (lvl[b] — lvl[x]) where x is the LCA(a,x).

Again finding LCA of two nodes can be done in O(logN) time and levels of all nodes can be found in O(N) time preprocessing.

Explanation: https://youtu.be/i9ctLWyVSsA

## Appleman and tree

problem statement: https://codeforces.com/problemset/problem/461/B

solution video: https://youtu.be/gj0zp--fBL8

## Binary Tree Cameras Leetcode

problem statement: https://leetcode.com/problems/binary-tree-cameras/

solution video: https://www.youtube.com/watch?v=VBxiavZYfoA

I am also planning to add video lecture series on more topics which might be helpful to beginners as well intermediates. I will be open to feedback and suggestions.

I hope people find this helpful :)

**UPD**: added detailed explanation for binary lifting and video solution to Company Queries I.

**UPD**: added detailed explanation for LCA techniques.

**UPD**: added solution to distance queries(CSES) and Distance in Tree(CF, VKCup,Problem D).

**UPD**: added solution to appleman and tree from codeforces.

**UPD**: added solution to binary tree cameras from leetcode.

Very usefull!! Thanks!

Nice I was looking for some tutorials and I found this!!

Auto comment: topic has been updated by kartik8800 (previous revision, new revision, compare).Your Range Queries CSES Editorials, now these. You are surely doing a great help to all of us. Thanks a lot :)

Thankyou for the positive words :)

I'm also making a series on dynamic programming on my channel, do check that out too.

surely your content will help many just keep uploading content .Channel will surely grow with time once it has a quality content.

Kartik Bro(I am your friend from Telegram, I praised your handwriting :) )

Here is my editorial series for Graph Series: https://codeforces.com/blog/entry/82746#comment-697257

Tree Distances I can be solved without rerooting. The idea is to calculate the two longest paths that go only downward from each node, and then to start another dp to consider also the paths that go upward, being careful not to choose the same node twice on the same path. Submission

Thankyou for sharing. It would be great if you could elaborate a little more on:

start another dp to consider also the paths that go upwardI have trouble understanding what exactly will this dp state represent?

CP Handbook, p. 137

got it, thankyou.

Sorry, I can't view your submission. Can you post a new link?

Submission

Getting TLE on TC-6 on CSES( https://cses.fi/problemset/task/1132 ), according to me the code is working in O(n). Can anyone find why it is throwing TLE?

Checkout thumbnail for my new video on Binary lifting.

PS: will upload by tonight.

UPD : check it out here: https://youtu.be/FAfSArGC8KY

for Tree Distances II, a good article , https://leetcode.com/articles/sum-of-distances-in-tree/

looks somewhat like the reroorting technique only, not sure though didn't read it thoroughly.

My video solution is similar to this I guess.

Yah it is similar, I saw it after commenting.

All hail _LeMur_ the God of DP on trees.

orz

Auto comment: topic has been updated by kartik8800 (previous revision, new revision, compare).Is tree distance 1 can be solved like this — find the maximum of (distance between node and diameter end point1,distance between node and diameter end point2).

Yes it looks alright to me.

nice Algorithm. I think the proof will be similar to tree diameter BFS approach proof.

Did you try and Implement your idea?

Yes, it's working but I prefer rerooting technique as rerooting is used in many questions.

Hi5, same here.

I try to avoid Algorithms which I cannot prove mathematically.

still i did like your approach:)

Thanks.

Interested people may also checkout detailed video explanations for the DP section of CSES.

Introduction to Dynamic Programming

Carry on brother!!

I think "tree distances I" can be solved in an easier way by using the diameter of the tree. I guess the maximum distance for each node is max of distance between the node and the two ends of diameter. This passed for me.

Yes we have discussed this approach here: https://codeforces.com/blog/entry/79857?#comment-658637

Auto comment: topic has been updated by kartik8800 (previous revision, new revision, compare).Auto comment: topic has been updated by kartik8800 (previous revision, new revision, compare).It was a great series man! Thank you so much .

Can any one help me with this dp on trees Problem ?

Auto comment: topic has been updated by kartik8800 (previous revision, new revision, compare).Here is a another clean approach for Tree Distances II which I also like that!

Auto comment: topic has been updated by kartik8800 (previous revision, new revision, compare).Hey kartik8800! Here's a simpler approach for Tree Matching | CSES.

`DFS(node, parent_node)`

for tree and check if`node`

and`parent_node`

can be a pair when backtracking. If so, mark them as taken.CodeRun on Ideone

Hello Everyone, I was trying to solve CSES Company Queries 1 and 2 both but I am getting TLE in some tc can anyone help me to eliminate these ? _spiralJava_ _ryan18_ here are the github links of the codes , Please help

https://github.com/iamshakkib/DSA/blob/main/tree/CSESCompanyQueries1.java

https://github.com/iamshakkib/DSA/blob/main/tree/CompanyQueries2.java