Questions tagged [fast-fourier-transform]

Fast Fourier transformation computes discrete Fourier transformation efficiently. It is used in many areas including fast polynomial multiplication, signal processing and computing sequence convolutions efficiently.

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Efficient Fast Fourier Transform to calculate the expected value

Suppose two people A and B draw a list of cards with difference scores n = {0, 1, 2, ..., n - 1}. Let $i \in$n such that $i \in [0, n - 1].$ Let $a_i$ be the probability that the person A draws a card ...
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Multipoint evaluation of a given polynomial

You are given a polynomial of degree n. We have to find the value of the polynomial at n different points in O(n(log(n))^2). The answer should be modulo 998244353. I have read various blogs on it and ...
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157 views

Given an array $a$, we have to find product of $a_{j}$-$a_{i}$ modulo $998244353$ over all $i$ and $j$ given $j>i$

Given an array $a$, we have to find product of $a_{j}$-$a_{i}$ modulo $998244353$ over all $i$ and $j$ given $j>i$. For eg. Let the array be $1,2,3$ then my answer will be calculated as- $(2-1)$.$(...
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Butterfly diagram from Cooley-Tukey algorithm

I am trying to understand the logic of this algorithm so I can implement my own but I am not understanding this diagram I see appearing many times in a fair few articles on the topic. I am teaching ...
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How to compute the first n coefficients using number theoretic transform (NTT)?

I need to find the first $n$ coefficients of $$\prod_{i = 1}^{i = q}(1 + x^{a_i})^{b_i}$$ modulo a NTT favourable prime. Can someone suggest an algorithm with worst-case complexity $O(n\log n)$ or $O(...
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Understanding the recursive fast Fourier Transform Algorithm from CLRS

Consider the following recursive fast Fourier transform algorithm from CLRS: I believe that I understand this algorithm correctly: you split the input coefficients into the odd and even terms, ...
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Optimization of modular exponentiation using fft [duplicate]

My math/cs professor said it is trivial to optimize a modular exponentiation ($a^b \bmod c$) problem using fft, yet I am not able to understand how to do this. I found 3 papers on this ([1], [2], ...
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Optimization of modular exponentiation using fft

My math prof said it is trivial to optimize a modular exponentiation (a^b mod c) problem for large values using fft, but I can't figure out how to do this. I looked it up and found a few papers on it (...
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121 views

Multiplying bivariate polynomials using FFT

Consider two bivariate polynomials of degree at most $n-1$ in each variable: $$ F(x,y) = \sum_{i,j=0}^{n-1} f_{i,j} x^i y^j \quad \text{and} \quad G(x,y) = \sum_{i,j=0}^{n-1} g_{i,j} x^i y^j. $$ ...
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Polynomial multiplications and counting

I came across the following problem. Given a set of $n$ positive integers $A$ and an integer $k$. Let $S$ be the set of integers that are the sum of $k$ distinct integers in $A$. Mathematically ...