Questions tagged [dynamic-programming]

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

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Selecting elements from two array to get the target sum

Let $A$ and $B$ are two arrays of size $n$ with positive integer values and let $k$ be any positive integer. Design an algorithm to solve the following problem. For each index $i$ ($1\leq i \leq n$)...
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27 views

Is dynamic programming restricted to optimization problems?

The usual criteria used to decide if a problem can be solved using dynamic programming is (1) if it has optimal sub-problems and (2) if it has overlapping sub-problems. Does the word "optimal" mean ...
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68 views

Find the 'best' longest common subsequence

I am writing a program that computes and displays diffs. I implemented Meyers algorithm that computes the LCS between 2 subsequences (seq1 and ...
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Do branch - bound and dynamic programming give same solutions for a tsp problem interms of path and cost? , also same number of solutions?

Do branch - bound and dynamic programming give same solutions for a tsp problem interms of path and cost? , also same number of solutions?
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1answer
43 views

Find $n'th$ perfect number , where perfect number is a positive integer whose sum of digits is $10$

For example $46$ is a perfect number , since $4+6=10$ . If $n=1$ , answer is $19$. If $n=2$ , answer is $28$. If $n=3$ , answer is $37$ and so on .We need to make a program which takes $n$ and ...
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34 views

Weighted Activity Selection Problem with allowing shifting starting time

I have some activities with weights, and I would like to select non overlapping activities by maximizing the total weight. This is known problem and solution exists. In my case, I am allowed to ...
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12 views

Dancing Links use in tiling problems

I'm using Knuth's Dancing Links (dlx) algorithm to solve for solutions to tiling a 2xN rectangle using 3 different pieces of one, two, or three squares. It's working correctly in its basic form but ...
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27 views

Minimum changes to obtain an alternating sequence [duplicate]

I've been studying dynamic programming lately and came across a problem that is, I believe (might be wrong, though), a modification of the classic longest alternating subsequence (LAS) problem. But ...
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1answer
36 views

You have K amoebas and one amoeba can divide into A,B,C amoebas after one instruction then find the minimum no. of instruction to have N amoebas

. You have developed an artificial amoeba, and you can control exactly how it divides. Each individual amoeba can be instructed to divide into A, B, or C amoebas. That is, if you instruct an amoeba to ...
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1answer
17 views

Determining whether a change in an memoized algorithm will improve the performance

I have an algorithm that constructs an optimal binary tree using dynamic programming. After introducing what I thought would be an optimization, the algorithm became over 2 times slover. Question: Is ...
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19 views

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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35 views

Finding a non negative combination of integers that adds up to a certain number [duplicate]

I have a set of positive numbers: ${n_1,n_2,...n_k}$ s.t. $n_1>n_2>\dots >n_k$. I want to find an array of non-negative integers $c_1,c_2,\dots,c_k$ such that $$n_1c_1 + n_2c_2 + \dots + ...
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1answer
38 views

Queries on knapsack

Given items with weights $w_{1}, w_{2}, \dots, w_{n}$ and queries of form $(l, r, w)$ asking for possibility to find a subset of items $w_{l}, w_{l + 1}, \dots, w_{r}$ with total weight $w$, how to ...
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79 views

Making an array increasing by modifying elements

I am trying to solve a problem on codeforces. Given an integer array $a_1,\ldots,a_n$, our goal is to find the minimal number of instructions, each of which increments or decrements a single entry, ...
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1answer
27 views

How to solve Assigment problem on SPOJ? [closed]

Problem Link - Assign .This problem is known as assignment problem. I read few solutions Here is one and they are trying to solve it using Bit-masking and DP .I tried and thought hard to ...
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2answers
78 views

Multiple choice knapsack dynamic programming

Giving a the following: A list of a store items $T=\{t_1, t_2,...,t_n\}$. A list of prices of each item $P=\{p_1, p_2,...,p_n\}$. A list of quantities of each item $Q=\{q_1, q_2,...,q_n\}$...
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1answer
49 views

Converting a greedy algorithm to a dynamic programming algorithm

Suppose I have a greedy approach to solve a certain problem. Say, I wish to solve the problem of coloring a particular graph. Now, my naive approach would be: First, find a maximum indpendent set of ...
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1answer
61 views

How to compute total number of subsequences of length k from a word of length N?

A subsequence of a word is obtained by dropping some letters from it. The letters that are dropped need not be consecutive. For instance, ba, bna and banaa are all subsequences of the word banana. We ...
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21 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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2answers
33 views

Minimum words in a string given a dictionary

The question is: Given a dictionary consisting of a set of words and a string: find the minimum number of words the string can be split into. If the string can not be decomposed into a list of words ...
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1answer
26 views

Grokking pseudo-code for solution to gas station problem

I'm trying to grok the pseudo-code for the gas station problem (which I think we should start calling the charging station problem but that's a different story) given as Fill-Row in Fig. 1 in To Fill ...
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42 views

Forbidden Sequence Dynamic Programming

Given a finite set $\Omega$, I have the following problem. Say there is a list of forbidden subsequences $F \subset \Omega \cup \Omega^2 \cup \Omega^3 \dots \Omega^\infty$, while we do not know the ...
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How does the asterisk (*) work in the wildcard matching problem?

This is a wildcard matching problem. Given a pattern P containing letters and character * that can match an arbitrary string of characters (including an empty string), my task is to write a polynomial-...
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2answers
43 views

Find the minimal tank capacity to be able to travel from any city to any other

There are $n$ cities in the country. The car can go from any city $u$ to city $v$, On this road it spends $w_{u,v} > 0$ fuel. At the same $w_{u,v}$ can differ from $w_{v, u}$. The task is to find ...
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Seeking an algorithm for finding the partition of data on an interval that maximizes the minimum fitness among the blocks

In the paper "An algorithm for optimal partitioning of data on an interval" (link) the authors describe an algorithm for partitioning data on an interval to maximize a fitness function. The fitness ...
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58 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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2answers
97 views

number of permutation with k inversions

We are given two numbers N and K. N <= 10^9. K<=min{1000,(N*(N-1))/2} We need to find numbers of permutations of ( 1 to N ) such that inversions are exactly K. If N was <= 10^3. It would ...
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4answers
93 views

Divide $n$ gifts among three people so as to minimize the difference in the total cost of gifts between the most lucky and the most unlucky people

Divide $n$ gifts of different values among three people so as to minimize the difference in the total cost of the gifts for the most lucky and the most unlucky persons. The total value of $n$ gifts ...
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1answer
57 views

Dynamic programming and multiple optimal solutions

I have tried researching how I can handle multiple optimal solutions based using dynamic programming. The answer is found from this question is simply that you have to backtrack. What if this is not ...
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1answer
86 views

Algorithm to find longest path in a tree that is smaller than x

Suppose we have a weighted binary tree $G$ where the nodes are towns and edges are streets with edge weights being the travel time and we want to find out whether it is possible to travel from any ...
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1answer
72 views

DP for Weighted Interval Scheduling: why is sorting by finish time necessary?

Problem In the weighted interval scheduling problem, we want to find the maximum-weight subset of nonoverlapping jobs, given a set $J$ of jobs that have weights associated with them. Job $i \in J$ has ...
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2answers
47 views

Compute highest-scoring segmentation

I have the following problem: There is a "clean" sequence of sequences, say: clean = [ [1, 2], [3], [4, 5] ] And a "noisy" sequence which is not ...
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33 views

Dynamic Program for this Weighted Possion-Binomial Problem?

Setup: Suppose we have $n$ independent Bernoulli random variables, say $\boldsymbol{X} = \{X_1, ..., X_n\}$ each with prior $\mathbb{P}(X_j = 1) = p_j$, and weights between $-1$ and $1$, say $W = \{...
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1answer
38 views

Ford Fulkerson maximum flow for all vertices

Suppose we have a graph $G(E,V)$ with a source node $s$. Now for any $t\in V \setminus s$ I can find the maximum flow from $s$ to all possible $t$ by using the Ford Fulkerson algorithm $|V|-1$ times, ...
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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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46 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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1answer
80 views

Gas Station problem : Fixed path variation

Given a set of cities where you need a certain amount of fuel to travel from one city to another, each city has a different fuel price and you can only load K amount of fuel to the vehicle. The path ...
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0answers
25 views

Selecting objects to maximize value while under multiple constraints

I think it will be best to explain the problem first and then explain what I am thinking: I have a dataset similar to the following: ...
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72 views

How to approach backtracking when using immutable types (Python)? [closed]

In Python when we are building a recursive algorithm that uses backtracking a mutable type such as a list is great to use. It can be modified at each call in our recursion tree, then returned back to ...
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2answers
85 views

How can I solve this problem using dynamic programming?

I'm stuck in this problem and I would need some help: Given an array arr, in each step, 1, 2 or 5 units have to be incremented to all but one item of the array. ...
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2answers
108 views

How can we find a palindrome within a string?

The problem requires us to find the substring within a string which happens to be a palindrome. Multiple palindromes are also allowed. For example, in "LODHIHDAK" "DHIHD" is a palindrome. Comparing ...
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1answer
41 views

Winning strategy using Dynamic Programing

Let $G=(V,E)$ be a DAG and let $v_0\in V$. Alice and Bob are playing a game in which every player has his own turn and Bob is starting. In every turn $i$, the player is picking an edge $e=(v_i,x)$, ...
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1answer
72 views

Count the number of ways numbers 1,2,…,n can be divided into two sets of equal sum

count the number of ways numbers 1,2,…,n can be divided into two sets of equal sum. This is my recursive algorithm, what is wrong here?: ...
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1answer
82 views

Given price and number of pages of each book, What is the maximum number of pages you can buy?

You are in a book shop which sells n different books. You know the price and number of pages of each book. You have decided that the total price of your purchases will be at most x. What is the ...
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1answer
132 views

How to find Maximum perimeter of rectangle in a grid with obstacles? (Dynamic Programming)

Can someone tell me what am I doing wrong? Problem: https://codeforces.com/contest/22/problem/B Editorial: https://codeforces.com/blog/entry/507 ( I followed the DP solution O((n*m)^2) ) Eg: ...
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3answers
355 views

Selecting items from two arrays without duplicate indices to get maximum sum

Given two arrays both of length n, you have to choose exactly k values from the array 1 and n-k values from the other array, such that the sum of these values is maximum, with constraint that if you ...
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0answers
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Determining the DP subproblem given a problem

I'm reviewing DP and I was wondering the intuition behind determining the subproblems for some DP problems. For example, consider 2 similar problems. Given a set of 1, 2, and 3 steps you can take, ...
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28 views

count all possible paths of length n in an undirected graph with use of dynamic programming [duplicate]

Given is an infinitely large grid graph. Use dynamic programming to calculate the number of possible paths of a given length n from a given start node, so that fjor every path applies: a) no vertex ...
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1answer
55 views

How to solve this job scheduling programming problem?

I am trying to solve this question. The question is a variation of job scheduling. There are n processes given to you with their execution time Ti and individual ...
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2answers
846 views

Split array into contiguous subarrays of approximately same sums

My question is similar to this splitting question, but my objective function is different. Looking for an algorithm to split array of $n$ positive (integer) numbers into $N$ contiguous non-empty ...