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|complexity-theory|reference-request|satisfiability|
Let $B$ be a boolean formula consisting of the usual AND, OR, and NOT operators and some variables. I would like to count the number of satisfying assignments for $B$. That is, I want to find the number of different assignments of truth values to the variables of $B$ for which $B$ assumes a true value. For example, th...
Is there a sometimes-efficient algorithm to compute the number of satisfying assignments for a boolean formula?
In the case of SAT, the naive idea would be to use a local search. This method gives no guarantees ofcourse, but might very well find multiple assignments. If you restrict your attention to $2$-SAT or $3$-SAT, you can do better. There are algorithms that run in $O(1.3247^n)$ and $O(1.6894^n)$ for these problems resp...
You can try to use pushdown automata. Given a pushdown automaton for the original language, we construct one for the cyclic shift. The new automaton operates in two stages, corresponding to the $y$ and the $x$ part of the word $yx$ (where $xy$ is in the original language). In the first stage, whenever the automaton wou...
C's strings cannot contain character 0 and its library functions are unsuitable for dealing with data Filenames on Unix systems cannot contain character 0 or character 47 (the slash). In the original implementation of Unix, filenames were limited to 14 characters. Later versions only relaxed this distinction; th...
Let $B$ be a boolean formula consisting of the usual AND, OR, and NOT operators and some variables. I would like to count the number of satisfying assignments for $B$. That is, I want to find the number of different assignments of truth values to the variables of $B$ for which $B$ assumes a true value. For example, th...
Is there a sometimes-efficient algorithm to solve #SAT?
The problem you are interested in is known as #SAT, or model counting. In a sense, it is the classical #P-complete problem. Model counting is hard, even for $2$-SAT! Not surprisingly, the exact methods can only handle instances with around hundreds of variables. Approximate methods exist too, and they might be able to ...
The problem you are interested in is known as #SAT, or model counting. In a sense, it is the classical #P-complete problem. Model counting is hard, even for $2$-SAT! Not surprisingly, the exact methods can only handle instances with around hundreds of variables. Approximate methods exist too, and they might be able to ...
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This is my first question here. I was studying binomial heaps and it time analysis. Can there be any inputs that cause DELETE-MIN, DECREASE-KEY,and DELETE to run in Big-omega(log n) time for a binomial heap rather than Big-O(logn) Thanks
Inputs for Binomial Heaps
|algorithms|
The general case is indeed a bit complicated. However, in the case of **4 disks** you can simplify it a lot; you do not really need to know any fancy math. You only need to know how to store **4 bits** redundantly, and then you already know everything; just repeat the same scheme for each group of 4 bits that you ne...
I was studying binomial heaps and its time analysis. Are there any inputs that cause DELETE-MIN, DECREASE-KEY, and DELETE to run in $\Omega(\log n)$ time for a binomial heap rather than $O(\log n)$?
Input that causes an operation on a binomial heap to run in $\Omega(\log n)$ time?
|algorithms|time-complexity|
Easy proof for context-free languages being closed under cyclic shift
I would like to know in which classification is the R programming language. It has elements of the imperative paradigm and object oriented paradigm (some things like that even a number is an object and they can be freely mixed). I am not quite sure if it has functional programming characteristics. So it can be consider...
What would be the classification of R according to paradigms?
I ended up figuring it out, thanks all for the help. ![enter image description here][1] [1]: https://i.stack.imgur.com/KtfsA.png
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EDIT: this seems to be an interesting problem, and I had a little research about it. I suggest you read the following: 1. Darell Raymond. Partial order databases, PhD Thesis, University of Waterloo. I suggest you read this paper: Daskalakis, Constantinos, et al. "Sorting and selection in posets." SIAM Journal ...
[This paper][1] shows that for each priority queue implementation satisfying some technical condition (which holds for binomial heaps) there is a sequence of operations consisting of $n$ INSERTs, $n$ DELETEs and $n$ FIND-MINs that takes time $\Omega(n\log n)$. Since INSERTs are amortized $O(1)$ in binomial heaps, the D...
this is my first question! My CS Theory Professor said that when proving that a language is not regular by the Pumping Lemma, that there are some 'tricks' for solving languages more complicated that something like L = {an bn: n is an integer}. Although I know that these come with practice, I wondered if this community...
What are some good hints for proving nonregular with pumping lemma?
|proof-techniques|pumping-lemma|
this is my first question! My CS Theory Professor said that when proving that a language is not regular by the Pumping Lemma, that there are some 'tricks' for solving languages more complicated that something like $L = \{a^{n} b^{n}\mid n \in\mathbb{N}\}$. Although I know that these come with practice, I wondered if t...
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Always notice that you apply the *reverse direction* of the implication stated in the lemma when proving non-regularity. That is for any $k\in \mathbf{N}$ you pick a word $w\in L$ (depended on $k$) that has length at least $k$ and there is no way to split the word into three parts, such that pumping the middle parts in...
|algorithms|data-structures|lower-bounds|heaps|
Disclaimer: This is not a full-fledged answer, but - in my opinion - nevertheless relevant in the context of this question. I once heard the following definition of what a *scripting language* as at some conference. Namely, if its main purpose is to orchestrate components that exist in their own rights outside of th...
For the $n$-th prime number $p_n$ the *[primorial][1]* $p_n\#$ is defined as the product of the first $n$ primes. <blockquote> What is the complexity of testing if a given number $n$ is a primorial?<br> Is it related in some way to the FACTORING problem?<br> </blockquote> [1]: http://en.wikipedia.org/wiki/...
Complexity of testing if a number is a primorial
|complexity-theory|reference-request|
My CS Theory Professor said that when proving that a language is not regular by the Pumping Lemma, that there are some 'tricks' for solving languages more complicated that something like $L = \{a^{n} b^{n}\mid n \in\mathbb{N}\}$. Although I know that these come with practice, I wondered if this community would have s...
What are some good hints for proving non-regularity with the pumping lemma?
|formal-languages|proof-techniques|pumping-lemma|
The term can at least be traced back to a publication by Carriero, Gelernter and Leichter from 1986: [Distributed Datastructures in Linda][1][Lin86]. The paper attributes the term to *Rob Bjornson* (which I believe to be [this guy][2]), but only cites personal communication as their mean of learning the term. [Lin86] a...
This is simpler than factoring. You can simply multiply all prime numbers up to the point where you (a) reach $p_n$ or (b) get a product which is larger than $p_n$. In the first case, you answer `yes` otherwise you answer `no`. The reason it is simpler is that the prime factorization is trivial, whereas in the FAC...
I am studying primitive recursive functions and there's something that I don't quite understand: let's take the function that computes $x+y$, then, in order to show that $f(x,y)=x+y$ is primitive recursive, my lecture notes give the following equations: \begin{cases} f(x,0)=x \\ f(x,y+1) = f(x,y)+1 \end...
Clarifications on primitive recursive function definition
|computability|
|computability|terminology|recursion|
|computer-architecture|
The interesting question is: what is the alternative? The only other method I know is testing/benchmarking. We program the algorithms, let them run on (a representative sample of) the finite input set and compare the results. There are a couple of problems with that. * The results are not general in terms of machin...
|formal-grammars|context-free|ambiguity|
i don't think there is a fixed method of derivations to make a grammar unambiguous. you have to try by trail and error method by adding new non-terminals to the grammar without changing the definition of that grammar.
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The first equation is what you would normally write down as a mathematician if you were to define addition in terms of successor. The second equation is the same thing, except it is written in a precise manner so as to make it obvious that this indeed is a definition by primitive recursion. You have to pay close attent...
As this thread title gives away I need to prove $x^y$ to be a primitive recursive function. So mathematically speaking, I think the following are the recursion equations, well aware that I am assigning to $0^0$ the value $1$, which shouldn't be, since it is an "indeterminate" form. \begin{cases} x^0=1 \\ x...
Show $x^y$ is a primitive recursive function
|computability|recursion|check-my-proof|
Here's (an attempt at) a polynomial-time algorithm for LMC on arbitrary binary DAGs $G$. This answers Question #3. (Sorry for the messy write-up ahead of time. :)) To begin, throw out "forever" any vertex not reachable from $s$. We don't care about these, since they're not part of any $s$-$t$ path. Next, defi...
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As I wrote in the comments, you haven't actually proved anything. If you want to prove that $x^y$ is p.r., you need to write it in the scheme form, and then you need to prove that indeed $x^y = f(y,x)$ for your defined $f$ for all $x$ and $y$ (by double induction). Consider the following definition of $f(y,x) = x^y...
Here's a hint: Consider Vertex Cover, which is NP-complete. If $G = (V,E)$ has a vertex cover of size $k$, then you can remove $k$ vertices from $G$ to obtain $G'$ such that $G'$ is an edgeless graph on $n-k$ vertices.
I have two graphs G1=(V1,E1) and G2=(V2,E2) and I have to find the minimum number of nodes to delete in order for the two graphs to become identical. I have to show that this problem in NP-complete. Can somebody help me with this problem? It is school homework and I don't know how to solve it.
How to prove a problem is NP-complete?
|np|
|complexity-theory|np-complete|reductions|
Here's a hint: Consider Vertex Cover, which is NP-complete. If $G = (V,E)$ has a vertex cover of size $k$, then you can remove $k$ vertices from $G$ to obtain $G'$ such that $G'$ is an edgeless graph on $n-k$ vertices. Edit: The correct reduction (by using Vertex Cover) shows the problem to be NP-hard. Given the...
Consider the following problem: Given two graphs $G_1 = (V_1, E_1)$ and $G_2 = (V_2, E_2)$ and some non-negative integer $k \in \mathbb{N}$, is it possible to delete at most $k$ vertices from $G_1$ to obtain $G_1'$ such that $G_1' \cong G_2$, i.e. the resulting graph is isomorphic to $G_2$. I have to show that this...
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I'm thinking about the optimal algorithm for the following problem: Input data: - a **text**, say it's an article about 5-50 pages. - a set of **ngrams** (ngram strings, n>2), of arbitrary length, could be more than 20k n-grams. The algorithm should output the following: - a dictionary of all ngrams tha...
Optimal algorihtm for finding all ngrams from a pre-defined set in a text
|time-complexity|strings|natural-language-processing|
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You could construct a DFA that recognizes the given set of ngrams. Some of the states signify that a certain ngram has just been read, so if you keep track of all the states the DFA is in, you know all occurrences of the ngrams in the text.
Just exhibit a TM accepting $0^n 1^n 2^n$, which isnt't context free (and thus there is no PDA accepting it).
I'm thinking about the optimal algorithm for the following problem: Input data: - a **text**, say it's an article about 5-50 pages. - a set of **ngrams** (ngram strings, n>2), of arbitrary length, could be more than 20k n-grams. The algorithm should output the following: - a dictionary of all ngrams tha...
Optimal algorithm for finding all ngrams from a pre-defined set in a text
|algorithms|time-complexity|strings|natural-language-processing|
What you want to solve is a [string matching](https://en.wikipedia.org/wiki/String_matching) problem. Wikipedia (and any textbook on the matter) contains a rich list of algorithms with their respective runtimes. Be aware that they give *worst-case* runtimes. Different algorithms behave differently on natural text; s...
Following up on Yuval, I would build a tree structure so that you can find the $n$-grams. Store the number of matches of each $n$-gram in the corresponding leaf. (It is similar to a DFA, but does not store links for 'missing' letters.) In general my method for looking at multiple strings with overlap would be **A...
Is it possible to use Warshall's algorithm (calculating the transitive closure) to determine if a directed graph is acyclic or not? I'm trying to achieve this but getting stuck on the reflexive property of the transitive closure!
Using transitive closure to determine acyclic property on directed graph
|graphs|
It is possible to use Warshall's algorithm for that also. If there is is a negative entry on the diagonal, then the graph contains a negative cycle. If both the shortest path from i to j and the shortest path from j to i is not infinite, then the graph contains a cycle. If there are no i and j with this property, then ...
After running Warshall's algorithm (let's call the input graph $G$ and the resulting graph $G'$), we can reason that if there were a cycle $c_1\rightarrow c_2\rightarrow\ldots\rightarrow c_n\rightarrow c_1$ in $G$, then for every old edge of this cycle $c_i\rightarrow c_{i+1}$ there has to be a new, antisense edge $c_{...
Let * $A = \mathrm{R}$ be the set of all languages that are recursive, * $B = \mathrm{RE} \setminus \mathrm{R}$ be the set of all languages that are recursively enumerable but not recursive and * $C = \overline{\mathrm{RE}}$ be the set of all languages that are not recursively enumerable. It is clear that f...
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It is possible to use Warshall's algorithm for that also. If there is is a negative entry on the diagonal, then the graph contains a negative cycle. If both the shortest path from i to j and the shortest path from j to i is not infinite, then the graph contains a cycle. If there are no i and j with this property, then ...
A T/F question: If a DFA *M* contains a self-loop on some state *q*, then *M* must accept an infinite language. The answer is F. I've read [this question][1], but I'm still wondering why *M* does not necessarily accept an infinite language. Isn't the language *b** infinite? Don't all self-loops look like *b**? Th...
DFA, finite and infinite languages
|regular-languages|finite-automata|
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the answer is False: consider a DFA that has no accepting states at all: any loop is not relevant, the language will always be the empty set. Another option - a loop on a *dead* state, etc. However, if it contains a loop on an "accepting path", then indeed the language must be infinite. (this is actually the...
I'm having difficulties understanding the solution to the following question: > Consider the following description of a LAN: > > The main Internet connection is connected to our gateway router. This > in turn is part of the backbone network on the 65.21.1.0/24 subnet. > The backbone also supports two further ro...
Simple routing table question
|computer-networks|
If the definition of Initial Algebra is: "An object is initial if there exists a unique morphism from the object to every object in the category" Why do we need such object, and could any one give an example ?
Initial Algebra example
|semantics|formal-methods|computer-algebra|
I'm not sure if this statement is correct, but my friend said so. The problem arose from this T/F question: Let $F=\{f: f$ be a primitive recursive function from $\mathbb{N}$ to $\mathbb{N}\}$, then $2^F$ (Power set of $F$) is uncountable. And its answer is True. The set of primitive recursive functions is count...