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As is often the case with NP-reductions, it makes sense to look for [similar](https://en.wikipedia.org/wiki/List_of_NP-complete_problems#Compression_and_representation) problems. In particular, it is hard to encode global conditions such has "have seen some nodes" into PCP (with polynomially many tiles). Therefore, a s...
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Assume $L$ is a regular language over an ordered alphabet. Is the language built by taking every word in $L$ and sorting it always a regular language?
Are regular languages closed under sort?
|regular-languages|
No. Counterexample: assuming $a < b$, we have $(ab)^\ast \xrightarrow{\;\;\text{sorted}\;\;} \{ a^n b^n \;|\; n \geqslant 0 \}$, which cannot be expressed by a regular language, by the [pumping lemma for regular languages](http://en.wikipedia.org/wiki/Pumping_lemma_for_regular_languages).
$\newcommand\ldotd{\mathinner{..}}$Given that the occurrence of each number except a particular number in $A[1\ldotd n]$ is an odd number. Try to find the number whose occurrence is an even number. There is an $\Theta(n\log n)$ algorithm: we sort $A[1\ldotd n]$ into $B[1\ldotd n]$, and break $B[1\ldotd n]$ into many...
Determining the particular number in $O(n)$ time (worst case)
|algorithms|search-algorithms|
|formal-languages|regular-languages|
$\newcommand\ldotd{\mathinner{..}}$Given that the occurrence of each number except a particular number in $A[1\ldotd n]$ is an odd number. Try to find the number whose occurrence is an even number. There is an $\Theta(n\log n)$ algorithm: we sort $A[1\ldotd n]$ into $B[1\ldotd n]$, and break $B[1\ldotd n]$ into many...
Informally, the problem is similar to Sicilian reasoning. Any given agent can only act if * it got the original message, * it knows that everybody else got the message, * it knows that everybody else knows it got the message, and so on. In your model, there is no tool to break this dilemma: all communication...
I am looking for a reference text on applied graph theory and graph algorithms. Is there a standard text used in most computer science programs? If not, what are the most respected texts in the field? I have Cormen et al.
|algorithms|graphs|reference-request|education|books|
Another detail that may help your intuition is that an Euler cycle exists if and only if each vertex has even degree. A similar theorem exists for Euler paths. This follows from a fairly straightforward proof--basically, every time you visit a vertex, you must then leave it, so each "visit" takes two from the degree ...
In general, you can decide equivalence of regular expression and finite automaton using standard algorithms: * Construct an NFA from the regular expression, * Determinise and minimise both automata, * Check for equality (up to isomorphism). These algorithms and proof that the minimal DFA of any regular langu...
I just came across an exercise which is to find a regular expression for the following automata, such that the regular expression and the automata generate the same language. ![NFA][2] One solution presents the following expression: $\qquad \displaystyle r_A = a^+b^+(c\mid ca^*b^+)^*$ However, can this be t...
Here is an idea for an algorithm; just count all occurrences! 1. Find $m = \max A$. -- time $\Theta(n)$ 2. "Allocate" array $C[0..m]$. -- time $O(1)$¹ 3. Iterate over $A$ and increase $C[x]$ by one whenever you find $A[\_]=x$. If $C[x]$ was $0$, add $x$ to a linear list $L$. -- time $\Theta(n)$ 4. Iterate ove...
I had written a [compiler compiler](https://github.com/shabbyX/shCompiler) a few years ago and I'm now cleaning it up, improving it, and turning it into C. I came across a terminology problem however that I remember in the past I couldn't solve it either. Imagine an LL(k) stack. In this stack, you may have termin...
How to call something that can be either a terminal or a nonterminal?
|terminology|formal-grammars|compilers|
In a recent CACM article [1], the authors present an implementation for *staged functions*. They use the term as if it was well-known, and none of the references looks like an obvious introduction. They give a short explanation (emphasis mine and reference number changed; it's 22 in the original) > In the context...
What are staged functions (conceptually)?
|terminology|programming-languages|
I had written a [compiler compiler](https://github.com/shabbyX/shCompiler) a few years ago and I'm now cleaning it up, improving it, and turning it into C. I came across a terminology problem however that I remember in the past I couldn't solve it either. Imagine an LL(k) stack. In this stack, you may have termin...
The long forms "terminal symbol" and "nonterminal symbol" suggest that you are dealing first and foremost with "symbols"; "terminal" and "non-terminal" are qualifiying attributes that specify a symbol's role in the grammar. A symbol that can be either one of terminal and non-terminal is, almost by virtue of logics, jus...
Like with anything in CS, there is no "best something". There are always trade offs. But, perhaps this section of [Wikipedia's article on Fibonacci heap](http://en.wikipedia.org/wiki/Fibonacci_heap#Summary_of_running_times) could help you: [Fibonacci heap](http://en.wikipedia.org/wiki/Fibonacci_heap): Amortized $\ma...
I am currently researching for my diploma thesis in computer science with a topic in the area of distributed hash tables. Naturally, I came to the question were the term *distributed hash table* came from. (I know it is not rocket science to just derive it from *distributing a hash table*, but somebody somewhere must h...
Origins of the term "distributed hash table"
|distributed-systems|history|
|data-structures|terminology|distributed-systems|hash-tables|history|
An almost trivial solution - which uses however $\Theta(n)$ space - is to use a hash map. Recall that a hash map has amortized runtime $\mathcal{O}(1)$ for adding and looking up elements. Hence, we can use the following algorithm: 1. Allocate a hash map $H$. Iterate over $A$. For each element $i \in A$, increase ...
As is often the case with NP-reductions, it makes sense to look for [similar](https://en.wikipedia.org/wiki/List_of_NP-complete_problems#Compression_and_representation) problems. In particular, it is hard to encode global conditions such has "have seen some nodes" into PCP (with polynomially many tiles) which contraind...
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No. Counterexample: assuming $a < b$, we have $(ab)^\ast \xrightarrow{\;\;\text{sorted}\;\;} \{ a^n b^n \;|\; n \geqslant 0 \}$, which cannot be expressed by a regular expression, by the [pumping lemma for regular languages](http://en.wikipedia.org/wiki/Pumping_lemma_for_regular_languages).
There is always the free [Algorithmic Graph Theory](http://code.google.com/p/graphbook/) which covers graph algorithms, data structures, traversals, and several other topics. If it doesn't have what you're looking for, at least you're not out anything.
$\newcommand\ldotd{\mathinner{..}}$Given that the occurrence of each number except a particular number in $A[1\ldotd n]$ is an odd number. Try to find the number whose occurrence is an even number. There is an $\Theta(n\log n)$ algorithm: we sort $A[1\ldotd n]$ into $B[1\ldotd n]$, and break $B[1\ldotd n]$ into many...
Determining the particular number in $O(n)$ time and space (worst case)
Lets say I have node A that connects to 10 other nodes. 6 of those nodes have Characteristic 1 and the other 4 have Characteristic 2. How can I easily determining the probability of landing on a node with characteristic 1 randomly while traversing the graph?
Determining Probability from a Graph
|graphs|probability-theory|
Like with anything in CS, there is no "best something". There are always trade offs. But, perhaps this section of [Wikipedia's article on Fibonacci heap](http://en.wikipedia.org/wiki/Fibonacci_heap#Summary_of_running_times) could help you: [Fibonacci heap](http://en.wikipedia.org/wiki/Fibonacci_heap): Amortized $\ma...
Jean Louis Krivine introduced an abstract calculus which extends the "Krivine Machine" in a very non-trivial way (note that the Krivine machine already supports the call/cc instruction from lisp): He introduces a "quote" operator in [this article][1] defined in the following manner: if $\phi$ is a $\lambda$-term, no...
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Lets say I have node A that connects to 10 other nodes. 6 of those nodes have Property 1 and the other 4 have Property 2. How can I easily determining the probability of landing on a node with property 1 randomly while traversing the graph?
Lets say I have node A that connects to 10 other nodes. 6 of those nodes have Property 1 and the other 4 have Property 2. How can I easily determining the probability of landing on a node with property 1 randomly while traversing the graph? To clarify this problem, I'm trying to choose the most probable path. I h...
A soft heap is a subtle modification of a binomial queue. It supports insert, delete, meld and findmin. The *amortized* complexity of each operation is $O(1)$, except for insert which takes $\log (1/\epsilon)$ time. The novelty of the soft heap is in beating the logarithmic bound on the complexity of a heap in the comp...
Here is an idea for a simple algorithm; just count all occurrences! 1. Find $m = \max A$. -- time $\Theta(n)$ 2. "Allocate" array $C[0..m]$. -- time $O(1)$¹ 3. Iterate over $A$ and increase $C[x]$ by one whenever you find $A[\_]=x$. If $C[x]$ was $0$, add $x$ to a linear list $L$. -- time $\Theta(n)$ 4. Itera...
Let $f(n)$ be a time-constructable function. The simulation result for single-tape TMs states that we can simulate single-tape TMs on a single-tape TM for $f(n)$ steps in time $g(n)$ where $g(n)$ is an arbitrary function in $\omega(f(n)\lg f(n))$. Can we simulate a multi-tape TMs (number of tapes fixed) on a mu...
Simulation on multi-tape Turing machines
|complexity-theory|reference-request|turing-machines|machine-models|simulation|
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Lets say I have node A that connects to 10 other nodes. 6 of those nodes have Property 1 and the other 4 have Property 2. How can I easily determining the probability of landing on a node with property 1 randomly while traversing the graph? Abstract Example === To clarify this problem, I'm trying to choose the m...
You can show that it is optimal given an oracle that solves the decision problem (see other answers) in polynomial time by querying if there exists a shorter solution. If your goal is to construct an optimal solution given the oracle, proceed as follows. Find the minimum total weight via binary search (or if there ar...
Let $f(n)$ be a time-constructable function. The usual simulation result for single-tape TMs states that we can simulate single-tape TMs on a single-tape TM for $f(n)$ steps in time $g(n)$ where $g(n)$ is an arbitrary function in $\omega(f(n)\lg f(n))$. The same result works for multiple-tape TMs. Can we simulat...
Let $f(n)$ be a fixed time-constructable function. The usual simulation result for single-tape TMs states that we can simulate single-tape TMs on a single-tape TM for $f(n)$ steps in time $g(n)$ where $g(n)$ is an arbitrary function in $\omega(f(n)\lg f(n))$. The same result works for multiple-tape TMs. Can we s...
Universal simulation of Turing machines on a multiple-tape Turing machine
Let $f$ be a fixed time-constructable function. The classical universal simulation result for TMs (Hennie and Stearns, 1966) states that there is a two-tape TM $U$ such that given * the description of a TM $\langle M \rangle$, and * an input string $x$, runs for $g(|x|)$ steps and returns $M$'s answer on $x...
Universal simulation of Turing machines
We know that $\# \textbf{P}$ is closed under polynomial sums, i.e., sum of polynomially many $\# \textbf{P}$ functions is still in $\# \textbf{P}$. Functions in $\textbf{P}^{\# \textbf{P}}$ are those which make polynomially many (non-parallel) queries to an oracle for a $\# \textbf{P}$-Complete problem. So, the comp...
$\textbf{P}^{\# \textbf{P}}$ distinction between $\# \textbf{P}$-Complete
|complexity-theory|time-complexity|
distinction between $\textbf{P}^{\# \textbf{P}}$ and $\# \textbf{P}$-Complete
Let $M_{1}$ and $M_{2}$ be two (non-deterministic) turing machines accepting the language $L \subseteq \Sigma^{\ast}$. Is is right to claim that: $\#M_{1} \in \textbf{#C}$ *if and only if* $\#M_{2} \in \textbf{#C}$ ? where $\textbf{#C}$ is a counting complexity class, that is closed under reductions (such as $...
Counting certificates for a language
|complexity-theory|
Take the language to be $L=\Sigma^*$. $L$ can be solved trivially, so there is a polytime NTM that doesn't use any nondeterminism and solves $L$, call it $M$. The counting function for $M$ is $\#M(x)=1$ which is trivial. Take $N$ be the following polytime NTM: $N :=$ on input $x$, 1. nondeterministicly guess $...
Take the language to be $L=\Sigma^*$. $L$ can be solved trivially, so there is a polytime NTM that doesn't use any nondeterminism and solves $L$, call it $M$. The counting function for $M$ is $\#M(x)=1$ which is trivial. Take $N$ be the following polytime NTM: $N :=$ on input $x$, 1. nondeterministicly guess $...
First they are different kind of problems. One is a class of decision problems, the other one is a class of function problems. So lets interpret the question as $\mathsf{FP^{\#P}}$ vs. $\mathsf{\#P\text{-}complete}$. Second, the kind of reductions used for completeness are not simple polynomial time Turing reduction...
> "Is it intuitive to see that finding a Hamiltonian path is not in P while finding Euler path is?" The assumptions in your question are not correct. Note that **we don't know** that $\mathrm{HamPath}$ is not in $\mathsf{P}$! Someone someday might find a very clever characterization of $\mathrm{HamPath}$ (similar...
I'm defining an intermediate language for a multi-backend code generator that I'm writing. I want to document the operational semantics for this intermediate language in a way that is readable both from within the source code and generated documentation (ocamldoc). The notation introduced used in "Types and Programmi...
Notation for operational semantics that can be used in code comments
|semantics|operational-semantics|
{"Voters":[{"Id":1967,"DisplayName":"RecursivelyIronic"}]}
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{"Voters":[{"Id":1967,"DisplayName":"RecursivelyIronic"}]}
In Sipser's textbook "Introduction to the Theory of Computation, Second Edition," he defines nondeterministic time complexity as follows: > Let $N$ be a nondeterministic Turing machine that is a decider. The **running time** of $N$ is the function $f : \mathbb{N} \rightarrow \mathbb{N}$, where $f(n)$ is the maximum...
Why does NTIME consider the length of the longest computation?
|time-complexity|nondeterminism|
First, it definitely won't result in a DAG, just a digraph. You need to get from A to B and B to A in order to satisfy your condition for nodes A and B, but that itself is a cycle. Lots of time BFS and DFS are equivalent in relation to a problem, so it doesn't matter which one you choose. Here, the real trick is not...
In [Knuth's original paper on $LR(k)$ grammars][1], he proved that the decision problem "Given a CFL $L$, is there a $k$ such that $L$ has an $LR(k)$ grammar?" is undecidable. Is there a similar result showing that it is undecidable whether a given CFL has an $LL(k)$ grammar for some choice of $k$? Or is this probl...
Determining whether a CFL is $LL(k)$ for any $k$?
|computability|formal-grammars|parsing|
As a hint, think about the intersections as nodes and the streets as directed edges connecting intersections. Then, try thinking about the following: find all clusters of nodes that are mutually reachable from one another (such nodes are said to be [strongly-connected][1]. Hope this helps! [1]: http://en.wik...
Ah, but you don't know that the machine will select the shortest accepting path. All nondeterminism gives you is that the machine will select <i>some</i> accepting path, if at least one exists. So in the worst case it selects the longest.
Because you don't know ahead of time whether or not any given input is a 'yes' instance &mdash; that is, whether there exists *any* accepting path &mdash; it makes sense for the sake of uniformity to bound the run-time independently of any particular feature of the computational paths. Thus, it makes sense to require t...
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There is a well known worst case $O(n)$ [selection algorithm](http://en.wikipedia.org/wiki/Selection_algorithm) to find the $k$'th largest element in an array of integers. It uses a [median-of-medians](http://en.wikipedia.org/wiki/Selection_algorithm#Properties_of_pivot) approach to find a good enough pivot, partition...
Bound on space for selection algorithm?
|algorithms|space-complexity|lower-bounds|
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|complexity-theory|time-complexity|nondeterminism|
|programming-languages|semantics|operational-semantics|
Maybe the following perspective helps: When you are trying to construct a Eulerian path, you can proceed almost greedily. You just start the path somewhere and the try to walk as long as possible. If you detect a circle, you will delete its edges (but record that this circle was constructed). By this you decompose t...
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The input format for the tool [OTT](http://www.cl.cam.ac.uk/~pes20/ott/) is based on ASCII and the rules look very much like type system/operational semantics rules. Maybe you could use that format. I'm sure that the parser for the input format is available as open source.
In [Knuth's original paper on $LR(k)$ grammars][1], he proved that the decision problem "Given a CFL $L$, is there a $k$ such that $L$ has an $LR(k)$ grammar?" is undecidable. Is there a similar result showing that it is undecidable whether a given CFL has an $LL(k)$ grammar for some choice of $k$? Or is this probl...
|formal-languages|computability|formal-grammars|context-free|parsing|