Questions tagged [dynamic-programming]

Questions about problems that can be solved by combining recursively obtained solutions of subproblems.

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Dynamic programming algorithm with an O(n) performance that will give the optimal solution

I am currently learning the dynamic substructure and optimal solution for the coin change-making, and one of the questions given from my teacher is to describe an overall O(n) dynamic programming ...
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22 views

Dynamic programming solution to Matrix chain multplication order - time complexity

I am unable to understand why the dynamic programming solution to Matrix chain multiplication order problem is O(n^3). Can someone please help understand the reasoning? To me, it looks like the ...
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60 views

How to solve this dynamic programming puzzle on matrix?

We are given 4 integers N,M ,Q and Z. Initially,the matrix has all zeroes in it. We have to perform Q operations on the matrix. In each operation, any cell of the matrix can be selected(same cell ...
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28 views

Can anyone provide proof of second equation of rod cutting problem in CLRS section 15.1

While going through ROD CUTTING problem of DP from CLRS, I noticed the optimal structure of the rod cutting problem is : 𝑟𝑗=max{𝑝𝑛,𝑟1+𝑟𝑘−1,𝑟2+𝑟𝑗−2,...,𝑟𝑗−1+𝑟1} In overhead approach, ...
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49 views

Counting number of apples in an apple tree with given number of layers

This problem comes from a competitive programming question, and it seems to require dynamic programming. There are several layers of apples arranged in a formation with each apple having a value ...
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23 views

What does 'recursion with no explicit stages' mean in relation to dynamic programming?

I have the following excerpt from one of my assignments, essentially asking me to build on a previous formulation. However, while I can think of improvements, I have no idea if they fit the 'no ...
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50 views

Job scheduling with minimum makespan

You are given n jobs, m workstations and an n × m two-dimensional task matrix T of the time each job will spend at each workstation. Each job becomes available at a specified time and may be processed ...
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2answers
121 views

Given matrix, count paths visiting each number exactly once

We are given matrix of size at most $21$ by $21$, each number of the matrix is either $-1$, which means empty element, or integer between $1$ and $21$. Each integer may occure several more times in ...
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22 views

Analysis Or Review Of Article “Table Design In Dynamic Programming”

I was wondering if anyone could point to some sort of review to this paper "Table Design In Dynamic Programming" by Peter Steffen and Robert Giegerich? https://dl.acm.org/citation.cfm?id=1182768 Has ...
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238 views

Implementing a job-scheduling problem with multiple dependencies and variable tasks (time frames) using dynamic programming

I'm writing a "Chores Scheduler" in Python. It has to be implemented using dynamic programming and has to take in two types of chores, as below: Regular chores with a start time and end time (a real-...
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39 views

Two-dimensional Range Minimum Query under a constraint

So, I have trouble understanding and solving the following question: You are given a 2D array. Design an algorithm that, given two coordinates (each with two indexes ofc), returns the minimum in the ...
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75 views

Dynamic Programming solution for finding shortest distance to travel between points

So consider a person located at point $c$ (let's say $c=140$). Given a set of other points, for example, $P = \{100, 50, 190\}$. The cost of traveling to a point $P_i$ is then $|c-P_i|$. Points can be ...
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34 views

Is there any optimization technique for DP with $f[i][j] = \min_{z<j}{f[i-1][z] + G[i][j-z]}$ where G[i] is increasing and positive?

Given a dynamic programming formula like $f[i][j] = \min_{z<j}{f[i-1][z] + G[i][j-z]}$ where $G[i][j]$ is positive and increasing along $j$ for all $i$s. Is there any optimization to make it ...
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36 views

findining the smallest sum of squared lengths of the intervals I_{k}

Given a set S = { $x_{1}$, $x_{2}$, . . . , $x_{n}$} where $x_{i} \in Z$ . and a K and it is $Z^{+}$ . The goal is to find k intervals $I_{1}, I_{2}, . . . , I_{k}$ so that each $x_{i}$ is in one ...
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68 views

Multi Knapsack each with different constraints

It seems that there's no end to knapsack variations… here's the one I bumped into (at work): There are: N items, each with the usual value and weight properties. M bins, each with an upper ...
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162 views

Intuition behind Floyd-Warshall being faster

I know the Floyd-Warshall, and I also clearly understand the proof of running time of $O(V^3)$ of F-W algorithm. However, consider this algorithm: Let $dp[i][j][n]$ denote the shortest path from $...
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49 views

What will be an O(n) solution for this?

Suppose a given piece of work can be done at two processors. One at r and another at v. The job can run only at one processor at ...
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48 views

Extended stars and bars approach using dynamic programming

If we have an equation with N variables of the form x1 + x2 + x3 +...+ xN with sum S, and upper and lower bounds for each of the N variables, is it possible to find the number of integer solutions (...
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20 views

How can I solve it (modification of famous robot travelling problem)?

Imagine you have to solve this question (+ you have obstacles, i.e. walls), but you're allowed to move in any of 4 directions (not just 2: down and right). How can you solve it? I'm struggling to ...
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193 views

How to understand the Bellman Equation in plain English terms?

So on my course we're dealing with a more basic, simple varition of the Bellman Equation. V(S) = max a(R(s,a)+yV(s')) As far as I can tell... V(S) = Value of a state max a = Maximum over all ...
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758 views

Prove Recursive formula (Dynamic programming) N(C,i)

I've been asked to prove the correctness of the following recursive formula. The formula is trying to define, how many ways you can spend your money C on the i amount of beers. I did the following ...
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39 views

Q-Learning Error Bounds

I have searched a lot for this, but apparently there is no result on calculating any bound on the error $||Q-Q^*||$ when I stop Q-learning after say $N$ iterations ($Q$ is the vector of Q-values at ...
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37 views

Algorithm to check if exists a valid streaming sequence in O(n)?

Given n packets, each packet has b(i) bits and takes t(i) seconds to stream. We cannot send 2 packets at the same time. Given r > 0 and for each t > 0, the total number of bits we send from second 0 ...
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71 views

Activity planning problem

Given a sequence of N activity durations, the time P of pause between activities, and D, the length of a day (there are no breaks between days, only between activities in a day), what is the minimum ...
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30 views

Can dynamic programming have n OPTimal subproblems?

I want to develop an algorithm which finds the optimal sequence of multiplications to multiply n matrices. For example, if we have: M1 x M2 x M3 x M4 x M5 x Mn The algorithm should place the optimal ...
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40 views

The path with the highest sum of weights

Mr. Katsaros owns a rectangular olive grove divided into 5 rows and 4 columns. He notes down the amount of olives (pounds) possibly obtainable from each of 20 square sections. The picking starts from ...
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256 views

Levenshtein distance algorithm with bits

I need to write a function that gets an array of bytes at the input and 2 integers (minDist and maxDist). The calculation algorithm understands this field as a bit sequence starting from the LSB (...
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142 views

IPL2025 Algorithm problem ? largest sum of n positive number without choosing 3 consecutive number

This question is already asked: To find a subsequence having largest sum among n positive integers by not choosing 3 consecutive elements https://stackoverflow.com/questions/29249104/maximum-sum-in-...
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77 views

Dynamic Programming: Sum from two subset sums subtracted from each other

There are n values given. Is there a possibility to have two Arrays A and B each containing elements from the given values such that the sum of all elements of A ...
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85 views

What are the over-lapping sub-problems in the “Turkish Roulette” dynamic Programming challenge?

I came about this problem looking for interesting DP problems. I tried with no luck to find which could be the overlapping sub-problems to explore and solve and tabulate. But it is my belief there ...
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Does dynamic programming always add one item per sub-solution?

In the 0-1 knapsack problem, I am given a set of items with their weights and the weight that a knapsack can carry. The objective is to maximize the number of items I can carry subject to the fact ...
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350 views

Understanding Dynamic Programming through this example

I have trouble understanding The classic Mailbox Manufacturers Problem. You can read it here: https://open.kattis.com/problems/mailbox I have also found a solution text: http://www.ida.liu.se/projects/...
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185 views

Question regarding the Dynamic Programming solution for Rod Cutting Problem?

As per the book "Introduction to Algorithms" , to solve the rod cutting problem for a given length n, we basically iterate over all possible lengths of the first part , and calculate the optimal ...
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1k views

What algorithm does OLA and UBER use for allotting taxis

More specifically : lets say i have 5 taxis , each available for booking at t=0; i have two days (48 hrs) with me how can I maximise their booking . I may not be able to clarify the question , this ...
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50 views

Tracking Solution with Multiple Matrices in Dynamic Programming

We recently figured out a Dynamic Programming solution to compare two trees using concepts of edit distance in strings. It goes something like this- $A[i', i, j', j] = \min \begin{cases} B[i', i-1, ...
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144 views

what is approach of solving MINUS on SPOJ?

Link: http://www.spoj.com/problems/MINUS/ I have an Idea, after doing n-1 operations one can see that there is just + and - coefficients before each number that matters. For eg. given sequence: 12 ...
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153 views

Finding the shortest tour of a Pyramidal traveling salesman problem

We have a directed graph $G=(V,A)$ with $V=\{1,2,...,n\}$ where for each $(i,j)$ the distance $l(i,j)\in A$ is known. We want to find a pyramidal tour that has minimal length and that includes all ...
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81 views

no of ways to fill a row (1xN grid) with a set of 1D bars with some constraints?

Given a row of length N, and a set of 1D bars having lengths A[1...M], how many ways I can fill the row? A is an integer array, the bars are having dimensions $\{1\times A_1,1\times A_1,1\times A_1,....
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260 views

Dynamic programming problem — Finding a suitable algorithm

Bob has $2$ cranes and $M$ available containers ($1 \leq C_i \leq M$) and he has to do $N$ transports from one container to another given an input list (the order of the transports must be respected). ...
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81 views

Figure out recursive function for this problem

I'm trying to solve this problem whole day. The result should be dynamic programming algorithm but the first thing I need is to find out recurrent function. There is N students (N is even) in class. ...
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40 views

Find cheapest path from 1st city to the $n$th city

The title may be a bit misleading, but this is essentially a DP problem. The problem is that we have $n$ cities labeled from $1, ... n$ and we are trying to find the cheapest way to travel from 1 to $...
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317 views

Proving a dynamic programming recurrence for coin exchange correct

Suppose I have $n$ kinds of coins $c_1, c_2, \dots, c_n$. I'm given: $S$, an amount of money I should construct with minimum number of coins. I came into the following formula: $$ T(n,S) = \begin{...
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221 views

Weighted Interval Scheduling with constraint

How do we solve the weighted interval scheduling problem if given a maximum weight? I understand the solution for the problem when we are simply interested in the maximum weight possible, but how do ...
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570 views

Dynamic programming for counting knapsack solutions

Suppose the usual dynamic programming algorithm for the knapsack problem. If we swap the max with an addition, does the modified algorithm compute all the solutions with benefit $\leq W$? I ...
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745 views

Dynamically weighted priority queue?

Elements are stored in a single dynamic data-structure $D$ Element ranks are computed by: $\forall i \in n\quad f(i,\ x_i+1) : x_i \in \mathbb{Z^+}$ The function $f$ is weighting based on the value of ...
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2answers
4k views

Dynamic programming: Knapsack with repetition, Find the number of redundant machines

I have just started to learn Dynamic Programming, and so far I have studied the few basic concepts; longest common subsequent problem, edit distance problem and the knapsack problem. I have attempted ...
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1answer
589 views

Knapsack problem with the restriction on the number of items

Suppose $X$ is a set of integers. I am interested in the algorithm which computes the number of ways to represent an integer $W$ as a sum of exactly $k$ elements from $X$. Is it possible to modify the ...
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1answer
2k views

Is there Any difference between dynamic programming vs branch-bound vs delayed column generation

I was reading about cutting stock problem https://en.wikipedia.org/wiki/Cutting_stock_problem , this is best solved using dynamic programming but wiki page mentions 2 other techniques names Branch-...
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Using floyd warshel to find the shortest path between two places

To resolve the following question I used travelling salesman algorithm and got results but I'm not sure if that is the correct way. Can someone please help with the below Butale are really weird ...
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Minimum perimeter of rectangle

Help me, please, to find the algorithm for this task: Given a set of points in plane, determine a rectangle with the smallest possible perimeter which contains all the points. The rectangle is not ...