Questions tagged [lower-bounds]
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221
questions
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1answer
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Lower bound on worst-case time complexity of all sorting algorithms neglecting reading input and accessing elements time
We know that the worst-case time complexity of any comparison sorting algorithm is $\Omega(n\log n)$. Is there a lower bound on the worst-case running time of sorting algorithms of any type? Not just ...
5
votes
5answers
851 views
Prove a lower bound
Prove: $n^{5}-3n^{4}+\log\left(n^{10}\right)∈\ Ω\left(n^{5}\right)$.
I always get stuck in these types of questions, where there is a $"-(xy^{z})"$ in the expression.
Whenever I see the solutions for ...
0
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1answer
32 views
Prove that the following algorithm is $\Theta(n^3)$ by induction
I have the following algorithm runtime:
$T(1) = b $ for some positive constant.
Otherwise, $T(n)=8T(\frac n 2) + 100n^2$
I am trying to prove that it is $\Theta(n^3)$ by induction.
I proved that it is ...
2
votes
1answer
25 views
$\log n$ lower bound for space complexity
I am currently reading Arora and Barak's Computational complexity. In Chapter 4 (Space complexity), they say the following:
Since the TM's work tapes are separated from its input tape, it makes sense ...
1
vote
1answer
37 views
Communication complexity of equality gap problem
I'm interested to know what is the biggest known $0\le \epsilon\le 1$ such that the $gap-EQUALITY$ problem that is defined by:
$$f_\text{GEQ}(x,y)=\cases{1&$x=y$\\0 & $x$ and $y$ differ in at ...
0
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3answers
39 views
Is it possible to prove that this algorithm is big Omega $n^2logn$ time complexity?
Considering the following recursive algorithm:
$ T(n)= T(\frac{n}{2})+c_1(\frac {n}{2})^2+c_2n$.
I was able to prove that this algorithm is $O(n^2 logn)$
I was trying to understand whether it is a ...
0
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0answers
80 views
How to prove that the lower bound of the Huffman coding problem is $\Omega(n \log n)$?
how to prove that the lower bound of the Huffman coding problem is $\Omega(n \log n)$?
Here Huffman coding problem is Huffman encoding.
For example,
...
2
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0answers
66 views
Prove lower bound on boolean circuit
Given matrix $A \in \{0,1\}^{n \times m}$ with $n$ rows and $m = 2^n - 1$ columns. Where $j$-th column is binary decomposition of $j$ ($j = 1 \dots 2^n - 1$). For example, if $n = 3$:
$ A = \begin{...
2
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0answers
76 views
Number of planar graphs with linear edges, given a fixed embedding
Suppose we are given a set of $n$ points on the plane. How many different planar graphs can we form on those $n$ vertices, assuming that each edge must form a straight line between the two vertices ...
3
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1answer
54 views
Number of planar graphs, given an embedding
I want to find an upper bound on the number of planar graphs with $n$ vertices, assuming that we are given some embedding for those vertices beforehand. In particular, Im interested in either showing ...
2
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2answers
50 views
Showing asymptotic lower bound on log of recurrence
I'm trying to prove a lower bound on some computational problem, but in order to do it, I need an $\Omega(n\log(n))$ lower bound on $\log(T(n))$, where $T(n)$ is a recurrence defined as follows:
$T(1) ...
1
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1answer
72 views
Information-theoretic lower bound for succinct string dictionary of the Unicode Name property
Background
The literature on succinct data structures refers often to the “information-theoretic lower bound” of encoding data, i.e., the minimum number of bits needed to store the data – a concept ...
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0answers
14 views
Finding upper bound on number of I/Os needed to generate all permutations of some input in external memory
The general approach outlined in this paper in its proof of the lower bound on the average number of I/Os needed to obtain a given permutation of some input in external memory is as follows. Note that ...
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0answers
32 views
Techniques to prove lower bounds on randomized algorithms
I am interested in proving lower bounds for AM-like languages. The usual techniques for lower bounds in non-probabilistic machines don't work for probabilistic machines.
Intuitively, when I think ...
1
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1answer
34 views
“Equality” problem in distributed computation
I recently started learning about distributed computation on graphs (not to be confused with parallel computation with threads).
I have seen as a side note in a few lower bound proofs, a reference ...
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0answers
20 views
How many strings for CLOSEST STRING lower bound to apply
In the CLOSEST STRING problem, one is given (bit-)strings $s_1, \dots, s_t$, each of length $L$ and an integer $d$. The question to be answered is whether there exists a string $s$ that has hamming ...
1
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1answer
165 views
CLRS Question 8-6 Lower bound on merging sorted lists
I'm doing the CLRS Problems and there's a part I'm having trouble following.
The question is:
Part a) Given 2n numbers, compute the number of possible ways to divide them into two sorted lists, each ...
1
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1answer
33 views
Hardness of boolean functions
For a boolean function $f:\{0,1\}^n\longrightarrow\{0,1\}$, $H_{avg}(f)$ is a function from $\mathbb{N}\longrightarrow \mathbb{N}$, termed as the average case hardness, if $\forall$ circuit $C_n$ of ...
1
vote
1answer
97 views
Lower bound on algorithm solving certain recurrence
I have to find the lower bound of the following recursion:
$A_1 = C_1 = p_1$, $B_1 = D_1 = 1-p_1$, $F_k = A_k + B_k$. Evaluate $F_n$.
\begin{align}
A_{k+1} &= (A_k + 2C_k) p_{k+1} + (1-p_k) p_{k+1}...
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19 views
How to Show that an Algorithm Depends on all N inputs (and thus has a lower bound of Omega(n)) [duplicate]
In the algorithm detailed on this page: Fastest Algorithm for Computing Expected Value, I was wondering how to prove that the algorithm depends on all $n$ of the inputs it is fed (and thus has $\Omega(...
2
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0answers
40 views
Is there a super-linear lower bound on the time complexity of all solutions of NP complete problems?
$P \ne NP$ would imply that any polynomial is a lower bound on the time complexity of any NP complete problem.
Is some non-trivial lower bound known at all?
1
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1answer
82 views
Connection between Pseudo random generators and hardness
For a boolean function $f:\{0,1\}^n\longrightarrow\{0,1\}$ $H_{avg}(f)$ is defined as the largest $S(n)$ s.t. for all circuit $C_n$ of size $S(n)$, $\Pr_{x\in U_n}[C_n(x)=f(x)]<1/2+1/S(n)$. Here $...
1
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1answer
74 views
Existence of boolean function with exponential average case hardness
Show that for every large enough $n$, there is a boolean function $f\colon \{0,1\}^n\longrightarrow\{0,1\}$, whose average case hardness is exponential. The question is taken from Arora Barak ...
4
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3answers
78 views
What is the difference between saying there is no ϵ>0 such that a problem can be solved in $O(n^{2-\epsilon})$ time and $n^{2-o(1)}$ or $\Omega(n^2)$?
I have seen the formulations
there is no ϵ>0 such that a problem can be solved in $O(n^{2-\epsilon})$ time
a problem requires time $n^{2-o(1)}$
a problem requires time $\Omega(n^2)$
being used ...
3
votes
2answers
121 views
Information-theoretic limits for a weighing puzzle
Consider the following problem:
You are given $n$ coins with labels $1, \ldots, n$. You know that coins have weights $1, \ldots, n$, but you don't know whether the labels are correct (i.e. they can ...
1
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2answers
156 views
Why decision tree method for lower bound on finding a minimum doesn't work
(Motivated by this question. Also I suspect that my question is a bit too broad)
We know $\Omega(n \log n)$ lower bound for sorting: we can build a decision tree where each inner node is a comparison ...
3
votes
1answer
69 views
Counting circuits with constraints
Please forgive me if this question is trivial, I couldn’t come up with an answer (nor finding one).
In order to show that there are boolean functions $f : \{0,1\}^n \rightarrow \{0,1\}$ which can be ...
1
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1answer
36 views
Lower bound on comparison-based sorting
I have a question from one of the exercises in CLRS.
Show that there is no comparison sort whose running time is linear for at least half
of the $n!$ inputs of length $n$. What about a fraction of $1/...
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0answers
8 views
Lower bounds for orthogonal matrix multiplication
Is it possible, according to the current state of knowledge, that orthogonal matrices can be multiplied faster than arbitrary matrices?
More precisely, let $T(N)$ denote the worst-case time of the ...
1
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1answer
33 views
Communication Complexity for Product Distributions
In general for the (two-party) set disjointness problem for inputs of length n, we know that the parties need to communicate $\Omega(n)$. Surprisingly, today I discovered (if I understood correctly) ...
1
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2answers
31 views
Algebra for min/max bounds
I am trying to model some set operations which are only well-defined if one is a subset of the other. The way the sets are constructed, I'll have a series of constraints of the form $x \subseteq y$, ...
1
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1answer
31 views
Lower bound time complexity for obtaining an arbitrary entry in a hashtable
I just answered this question on StackOverflow, which asks for an efficient algorithm such that given a nonempty hashtable,
the algorithm should return a pointer to an arbitrary nonempty entry in the ...
1
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1answer
48 views
Decision tree lower bound for finding two array elements summing to zero
I have to solve this exercise:
Given an unordered array $A[1], \ldots, A[n]$ of positive and negative integers,
determine if there are two indices $i \neq j$ such that
$A[i] + A[j] = 0$. ...
1
vote
1answer
22 views
Resolution exponential lower bound… alternative proofs?
I am reading the Resolution proof system exponential lower bound via Haken's bottleneck method for the Pigeonhole Principle as presented in Arora and Barak's Computational Complexity: A Modern ...
0
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1answer
116 views
1
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1answer
33 views
A Question related to the method of find lower bound : Trivial lower bounds
In Trivial lower bounds we just need to count the number of items in the input that needs to be processed and the number of items that need to be generated and the trivial lower bound time is then the ...
0
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2answers
326 views
Lower bound and worst case scenario
We know that the lower bound is the minimum amount of work needed to solve a problem. So for a given problem say x it has the best algorithm ( the most efficient algorithm to solve this problem ) say ...
3
votes
1answer
29 views
Why there is no polynomially large sequence of polynomial large weights that derandomize the isolation lemma?
I was studying the paper Derandomizing the Isolation Lemma and Lower Bounds for Circuit Size by Arvind and Mukhopadhyay and came across the following claim (Observation 1.2 on page 3):
"More ...
0
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2answers
91 views
Efficiently computing minimal elements over partially ordered sets
I have a list of sets that I would like to sort into a partial order based on the subset relation.
In fact, I do not require the complete ordering, only the minimal elements.
If I am not mistaken, ...
3
votes
1answer
57 views
Standard information-theoretic lower bound?
There should be a simple argument, but I'm struggling to see it.
Suppose Alice has a string $x \in \{0, 1\}^n$ and sends a message $s = s(x)$ to Bob. And suppose that given $s$, Bob can reconstruct ...
4
votes
1answer
175 views
An example where the algorithm of Hopcroft and Karp performs poorly?
I have been trying to construct an example, where Hopcroft and Karp's algorithm for the maximum matching problem performs poorly (say at least $\Omega(\log n)$ rounds). However, all the examples I ...
3
votes
2answers
179 views
Why is the lower bound for sorting strings Ω(d + nlogn)?
I'm taking an Advanced Algorithms course. I'm currently studying efficient algorithms for sorting strings. In this chapter, it is provided a lower bound for the time complexity of $\Omega(d + n\log{n})...
4
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1answer
69 views
Conditional lower bounds on the running time of the single source shortest path problem
Just out of curiosity, I was wondering whether there is a conditional lower-bound on the running time of an algorithm for the Single Source Shortest Path Problem (on directed or undirected graphs). I ...
2
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2answers
545 views
Find both lower and upper asymptotic bounds for $T(n) = 2T(\frac{n}{2})+n^4$
So far we have learned Recursion Tree, Substitution Method, and Master's Theorem.
I'm not sure how we can find lower AND upper bounds.
I know that using Master's Theorem, we get $T(n) = \Theta(n^4)$, ...
2
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0answers
88 views
Decision Tree for searching an element in an n*n matrix
I just learnt decision tree concept in class. I have a question for homework. It says to prove that for searching an element in n*n matrix the lower bound is logn and prove it using decision tree.
My ...
0
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0answers
26 views
Minimum amount of rectangles to create a 2-dimensional matrix
From this codegolf question.
Consider an $r$ by $c$ matrix of nonnegative integers, called $M$. You also have a zero matrix of the same dimensions, called $N$. A "move" consists of replacing a ...
1
vote
1answer
80 views
Lower bound for merging $m$ sorted arrays (decision tree leaves count - permutations)
I need some help understanding how to calculate the lower bound on the time complexity of merging $m$ sorted arrays of length $n$.
The bound should be $nm \lg(m)$. I need to prove this using a ...
2
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0answers
26 views
Useful conditions for proving super polynomial lower bound for some kind of recurrences
Given a recurrence of the form $\forall n,m.\ \ T(n,m)=\begin{cases}1,&,m=1\\\sum_i{T(n_i,m_i)}&,\text{else}\end{cases}$
Note: both $n_i$ and $m_i$ are dependent on $n,m$ so they should have ...
0
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0answers
51 views
Number of comparisons in array where each element appears n/k times [duplicate]
Given an array of $n$ elements with $k$ distinct elements, each appearing $n/k$ times, how can I show that the number of comparisons to the sort the array in the worst case is in $\Omega(n \log k)$?
3
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1answer
108 views
Lower Bound for Time Complexity of Pairing Problem
Given an array X and array Y both of length n, the pairing algorithm will return the elements of the arrays matched so that the smallest element in X will be matched with the smallest element of Y, ...
