Questions dealing with recursive algorithms. Their analysis often involves recurrence relations, which have their own tag.

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Generating Functions, Recursive Polynomials

At the CMFT international conference in Turkey (2009), the following open problem was given: Show that $$p_n(x):=\sum_{k=0}^n \frac{(n-k)^k}{k!}x^{n-k}$$ has only real simple zeros for every $n$. ...
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110 views

Is there a simplification for the coefficients generated with the Mandelbrot iteration rule?

The Mandelbrot Set is obtained using the equation $z_n=z_{n-1}^2+c$ for some constant $c \in \mathbb{C}$ with $z_0=0$. Therefore, $z_1=c$, $z_2=c^2+c$, $z_3=c^4+2c^3+c^2+c$, etc. I have a function ...
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537 views

When do floors and ceilings matter while solving recurrences?

I came across places where floors and ceilings are neglected while solving recurrences. Example from CLRS (chapter 4, pg.83) where floor is neglected: Here (pg.2, exercise 4.1–1) is an example ...
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183 views

Fractional iteration of the Newton-approximation-formula: how to resolve one unknown parameter?

For my own exercising I tried to find a closed form expression for the Newton-approximation algorithm, beginning with the simple example for getting the squareroot of some given $ \small z^2 $ by ...
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72 views

Algorithm for Converting Rational Into Surreal Number

I'm writing a library in Haskell that represents the class of surreal numbers, which like many things can be read about here. I've run into a problem in converting between other classes of numbers ...
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41 views

What's the next “recursion” here?

Plotting a single 3d helix is x = cos(t); y = sin(t); z = t; From this equation: x = [R + a cos(\omega t)] cos t y = [R + a cos(\omega t)] sin t z = h t + a sin(omega t) Comes the awesome ...
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93 views

What is this method of dividing a plane called?

I have an idea of a method for recursively dividing a plane, and as I'd like to do more research about this algorithm and the set of points that it produces, I'd like to know what it's formally known ...
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257 views

Question about recursive defined functions.

This question is about counting functions. With counting functions $F$ I mean functions from the positive integers to the positive integers that are strictly nondecreasing and can grow no faster than ...
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26 views

Solving this recurrence relation representing constant-power loads on a resistive cable

Given the following: $$\begin{align} v_n&=v_{n-1}-r\sum_{i=n}^m \frac p{v_i}\\ v_0&=V \end{align}$$ where: $$\begin{align} m\ge n\ge 0\;&:\;m,\,n\in\mathbb {N_0}\\ ...
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69 views

How to find a enclosed envelope with maximum points among a cloud of spheres? [ Concave Hull ]

I have a questions regarding the selection of the outer points (i.e. sphere center), among a collection of many spheres in 2D/3D space. The outer points is that when all of these points are ...
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43 views

Recurrence relationship of Hamiltonian backtracking

I'm struggling to understand how to express the recurrence relation in terms of N of a backtracking algorithm to find out if a Hamiltonian path exists. Where N is the number of vectors. After finding ...
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96 views

How can we find the elements?

I want to describe an algorithm with time complexity $O(m)$ that, given a set $M$ with $m$ numbers and a positive integer $p \leq m$, returns the $p$ closest numbers to the median element of the set ...
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98 views

Building Minimum warehouses

A big international retailer is setting up shop in India and plans to open stores in N towns (3 ≤ N ≤ 1000), denoted by 1, 2, . . . , N. There are direct routes connecting M pairs among these towns. ...
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57 views

Proof relating to Euclidean Algorithm

The question is as follows: (1): Let m and n be positive integers with n < m and let r be the remainder when m is divided by n. Prove that $$r < \frac m2$$ (2): The Euclidean Algorithm for ...
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43 views

Verify that this recurrence relation is in O(log n)

For the recurrence $T(n)=2*\lceil\frac{n+1}{2}\rceil+c$ is in $\Theta(lg n)$ My attempt at a solution (mostly just wanting to verify its correct). Lower Bound: $T(n)=2*\lceil\frac{n+1}{2}\rceil+c$ ...
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34 views

Recursive and Recusively enumerable

{1^n | n finite integer and >1}, is this language recursive? I'm not sure how to prove that a language is recursive, I only know that there should be a TM that accepts any finite input and then ...
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182 views

Algorithm for reversion of power series?

Given a function $f(x)$ of the form: $$f(x) = x/(a_0x^0+a_1x^1+a_2x^2+a_3x^3+a_4x^4+a_5x^5+...a_nx^n)$$ Let $A$ be an arbitrary (any) infinite lower triangular matrix with ones in the diagonal: $$A ...
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85 views

Interesting Recursive Continued Fraction Limit

I was messing around with recursive functions the other day and came up with something that could be interesting: Definition of $\bar{\Xi}(n)$:\ Let $\Xi ...
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61 views

Difference Sets

suppose we have a set $$P=\{p_1,p_2,...,p_K\}$$ where $$1\leq p_k\leq N , k=1,...,K \qquad \& \quad p_k \in \mathbb{N} $$ and $p_k$'s are distinct. We calculate the differences as: $$d=p_i-p_j\mod ...
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150 views

Subtrees of a tree

I have a given tree with n nodes. The task is to find the number of subtrees of the given tree with outgoing edges to its complement less than or equal to a given number K. for example: If ...
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135 views

Recursive Sequence from Finite Sequences

I'm searching for the name of these kind of sequences: Suppose you start off with a finite sequence containing one term: S0 = {3} To get the next sequence you ...
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106 views

Is there a closed form for this recurrence?

Given $$ E_{n,k} = \begin{cases} 0 & \text{ if } n \leq k \\ n & \text{ if } k = 0 \\ \sum_{i=0}^{n-1} \dfrac{1}{n} \cdot E_{i,k-1} & \text{ otherwise } \end{cases} $$ I wonder is there ...
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78 views

A question on algorithm complexity

It is well-known that the evaluating the Discrete Fourier Transform definition directly has a complexity $O(N^{2})$ for a signal with bandwidth $N$. How to see or show that the fast Fourier transform ...
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198 views

Who invented the breadth-first permutation algorithm?

My initial problem was solved here. It is about enumerating all n-tuples of a permutation in a specific order. The solution algorithm is very simple and I'm sure has been used before. However, I did ...
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77 views

Proving that an effective procedure is correct

I will start with definitions, theorems, and a few solved exercises which I am taking as theorems now. My actual question will be last, if you want to scroll ahead to see it. Definitions: (1) The ...
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200 views

google page rank algorithm with range of values

According to the wikipedia article, the iterative google page rank algorithm is defined as follows: Can this be modified to include a range of values, not just binary, and would it look something ...
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134 views

Help on Generating function - Analysis of Median of three - Quick Select

I am trying to find out the average case analysis of median of 3 - quick select. The recurrence relation is \begin{equation} C_{n,j} = 1 + \sum_{k=1}^{j-1}\pi_{n,k}C_{n-k,j-k} + \sum_{k=j+1}^{n} ...
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196 views

How to solve the recursive relation in Kalman filter?

I was wondering how to solve the Kalman filter's recursive equation (also see the appendix at the end of this post) for the estimated state $\hat{\textbf{x}}_{n|n}$ at time $n$, over discrete times ...
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15 views

Sources and sinks for parabolic PDE algorithm

I am given a very basic fortran program (View here) and asked 1st to investigate its accuracy and stability, for various values of $ \Delta t $ and lattice spacings. The program is an implementation ...
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53 views

Coppersmith-Winograd algorithm

I'm interested in algorithms to compute matrix multiplications. Is the Coppersmith-Winograd algorithm similar to the Strassen algorithm ? I have two other questions: 1) Are the multiplications done ...
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How to state a recurrence that expresses the worst case for good pivots?

The Problem Consider the randomized quicksort algorithm which has expected worst case running time of $\theta(nlogn)$ . With probability $\frac12$ the pivot selected will be between $\frac{n}{4}$ and ...
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26 views

Runtime of recursive algorithm - Master's Theorem

I wrote a computer program that solves a question, and I am interested in knowing what is the runtime. My aim is for $O(\log n)$, and I'd like someone more experienced (and smarter?) to review my ...
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Recursion tree T(n) = T(n/3) + T(2n/3) + cn

I have a task: Explain that by using recursion tree that solution for: $T(n)=T(\frac n3)+T(\frac 2n3)+cn$ Where c is constance, is $\Omega(n\lg n)$ My solution: 1. Recursion tree for $T(n)=T(\frac ...
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algorithm related to dyadic decomposition

Starting from an integer $n >0$, iterate the two operations of substracting one and dividing by $2$ (when the number is even) until $1$ is reached. Thus when the number is odd we can only substract ...
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38 views

Using FFT to compute DFT of a polynomial

i currently studying about FFT and DFT and we were given simple question: Use the recursive FFT to compute the DFT of this polynomial of '3' degree: $$-1\:+\:4x\:+\:3x^2$$. So, i go to this ...
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26 views

Closest pair algorithm in high dimension?

2D case is clear. But with dimensions higher than 2 I should choose a special partitioning hyperplane for the divide and conquer algorithm to get O(n log n). I am confused because to choose this ...
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59 views

Help me generalize what this divisor transform does.

I have an algorithm which takes as input the series expansion of: $$\frac{-(1 + ax(-2 + x + ax))}{-1 + ax} \tag 1$$ or expressed differently: ...
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76 views

Trace and transpose of a Matrix

I have a recurrence relation as follows $ \left\{ \begin{array}{ll} R_0=H & \mbox{if } n = 0 \\ R_1 =sR_0 \hspace{.1cm} A & \mbox{if }n=1\\ R_{n+2} =\frac{s}{n+2}\{ R_{n+1} ...
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30 views

Solution of ODE with initial values

Given data in the problem ${\psi'(t)}_{3 \times 3}=A_{3 \times 3}\psi(t)_{3 \times 3}, \psi(0)_{3 \times 3}=R^{cl}_{3 \times 3} \\ \phi'(t)_{3 \times 3}=t\hspace{.1cm}B_{3 \times 3} \phi(t)_{3 ...
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Finding the explicit form of the recursive function $P_{1(n)}=\left\lceil\frac12P_{1(n-1)}\right\rceil+\left\lfloor\frac12P_{2(n-1)}\right\rfloor$

I'm trying to find the explicit form of the recursive function $$P_{1(n)}=\left\lceil\frac12P_{1(n-1)}\right\rceil+\left\lfloor\frac12P_{2(n-1)}\right\rfloor\;.$$ First, let me explain what this ...
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42 views

Recurrence Derivative

I have a recurrence relation as follows $ \left\{ \begin{array}{ll} R_0=H & \mbox{if } n = 0 \\ R_1(s)=sR_0 \hspace{.1cm} A & \mbox{if }n=1\\ R_{n+2}(s)=\frac{s}{n+2}\{ ...
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Need help checking my recurrence for a simple algorithm

All I'm writing to get a second opinion on the algorithm shown in this link. I'm pretty sure its supposed to be $T(n)=2T(n/2)+n$ but I can't see where I'm supposed to get the +n from. So far I'm ...
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70 views

Using a Recursion Tree to solve the recurrence $T(n) = \sqrt n T(\frac{n}{2}) + 10n$?

I am attempting to solve the above recurence by giving tight $\Theta$ bounds. Assume that the logs here are all base 2! To solve a recursion tree as far as I understand, I need two things. The ...
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Algorithms recurrence equation using unwinding / substitution

This is homework for introduction to Algorithms this is what I have below. (25 pts) Use the direct unwinding to prove that the recurrence equation T(n)= 2T(n/2)+ nlogn has a lower bound of ...
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35 views

Divisible 4 for every different number?

My formula is for ABC 3 digits number; 100A + x*B + y*C. What should coefficient of B and C be for everytime different result for different number? (Result number ) mod 4 has to be zero. For ...
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54 views

Solving the recursion $F(n)=K_0F(n-1)/(n-1)+K_1F(n-2)/(n-2)$

Please help me in solving the recursion $F(n)=K_0\frac{F(n-1)}{n-1}+K_1\frac{F(n-2)}{n-2}$, preferably using power series for the values of $F(n)$ in terms of $n$. Here $K_1$ and $K_2$ are ...
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52 views

“Building blocks” for computable functions

In an (otherwise very enlightening) answer to another question of mine the question came up What functions are allowed as building blocks for computable functions? I was astonished that there ...
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54 views

Chaining recursive functions

$T(0,r) = k$ $T(n,r) = k + T(n-1,r) + T(n-1,r+1)$ $T(n,0) = k + T(n-1,0) + T(n-1,1)$ $T(n,1) = k + T(n-1,1) + T(n-1,2)$ $T(n,2) = k + T(n-1,2)$ $T(n,3) = k$ Compact: $T(n,0) = k' + T(n-1,0) + ...
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Solving a Recurrence Relation With Summation and Tau Function

How can I solve the following: $$ T(n) = \sum_{i = 1}^{d(n) - 2}T(v_i) + \sum_{i = d(n) - 1}^{n - 1}c + c' $$ Where $d(n)$ is the Tau function, and v is the set of values dividing n. e.g. $d(18) = ...