# Tagged Questions

Streaming reads the data once, in sequence.

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### Find pth percentile of a stream of numbers

I want to find the pth percentile of a stream of integers, exactly (not approximately). If we know the number of integers which will be coming in the stream and the numbers can fit into the memory ...
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### What data structure is best suited for nested values and count of values?

I have incoming stream of data which has following values. Country, City, State Along with maximum number of unique values to store (e.g. 50,22,12). I need to design a system which will keep count of ...
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### Optimal data structure for a time-windowed streaming graph in order to compute fast statistics

I apologize if this is the wrong place or too trivial a question for this community. What is the best data structure to store a time-windowed streaming graph in order to compute fast statistics over ...
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### What is the correct way to determine the width and depth of a count-min sketch?

The width (number of registers) and depth (number of hash functions) of a Count-Min sketch determine the accuracy of counts retrieved. I've found two different methods for calculating the width ($w$) ...
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### Find the 10 top most occurring strings in a huge array of objects

Find the 10 top most occurring strings in a huge array of Strings. Since the array is huge, it is not possible to load it in memory completely. My idea is to parse the arrays one by one and put the ...
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### How does hashing achieve sketching?

Given a sequence $x \in \{ 1,2,3...,\vert \Sigma \vert \}^*$ one wants to create a sketch of it say $s(x)$ of size $\frac{2c}{3}k (ln^2 k)$ bits. And that seems to be achieved as follows, pick at ...
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### Is every linear-time algorithm a streaming algorithm?

Over at this question about inversion counting, I found a paper that proves a lower bound on space complexity for all (exact) streaming algorithms. I have claimed that this bound extends to all linear ...
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### Counting with constant space bounded TMs

The problem, coming from an interview question, is: You have a stream of incoming numbers in range 0 to 60000 and you have a function which will take a number from that range and return the ...
### Choosing an element from a set satisfying a predicate uniformly at random in $O(1)$ space
We are given a set of objects, say integers, $S$. In addition, we are given a predicate $P$, for example $P(i): \Leftrightarrow i \geq 0$. We don't know in advance how many elements of $S$ satisfy the ...
Consider an array $X$ of $n$ cells, each containing a number from $\{1,..., n\}$. There is at least one duplicate number, i.e., a number that appears at least twice. I want output some duplicate ...