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### BigO, Running Time, Invariants - Learning Resources

What are some good online resources that will help me better understand BigO notation, running time & invariants? I'm looking for lectures, interactive examples if possible.
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### Upper Bound on Runtime of Memoized DP Algorithms

I find it fairly easy to generate an upper bound for nearly any iterative solution (e.g. look at the limits on each loop, etc.), and can oftentimes create an upper bound for normal recursive functions....
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1 vote
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### How to connect the math of recurrence relations to daily programming concepts

What exactly are we doing from a CS perspective when we solve a recurrence relation and find a resulting formula for a sequence given a set of initial conditions? I just went through the "linear ...
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### What are elementary operations in time complexity definition?

Wikipedia gives us the following defintion of time complexity: "In computer science, the time complexity is the computational complexity that describes the amount of time it takes to run an ...
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### Finding growth of "inter-recursive" functions

consider following code int f(int x) { if(x<1) return 1; else return f(x-1)+g(x); } int g(int x) { if(x<2) return 1; else return f(x-1)+g(x/2); } ...
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### Finding integer square root for large integers [find asymptotic time complexity]

So I found this tasks in one book I am practicing from where it says: "Find a divide-and-conquer algorithm for finding square roots for large integers and along this, find its asymptotic time ...
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### Recurrence for quaternary search algorithm

I have to come up with the recurrence for the quaternary search algorithm. My initial thought is $T(n)=4T(\frac{n}{4})+c$ because the algorithm examines all four subproblems, and each is one quarter ...
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### Analysis of algorithms, 'big O' question

The main question is, how exactly is the big O analysis calculated on routines? Is there a specific formula that relates what each function in a program does to a big O calculation? Also, what about ...
1 vote
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### Memoized Palindrome Subsequence

I am trying to find the maximum palindrome sub-sequence and after going through some tutorials, I came up with a memoized version.But I am not sure about the runtime.I want to know if the following ...
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### Reasoning on Efficiency (2)

Two algorithms to solve a particular problem can have theur efficiency compared using the $O$ and $o$ notation. However, this is very crude method, and tells us no information on how more effective ...
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### How to find the big o running time if the recursion function have different cases of recursion with different fraction of n?

How to find the big o running time if the recursion function have different cases of recursion with different fraction of n? If I have a recursive function like this for example (This is just an ...
727 views

### What counts as an operation?

Apologies for the newbie question, but I am a bit confused about what exactly counts as a "simple operation" when working out the time complexity of an algorithm. In particular, why do we consider all ...
614 views

### Algorithm Time complexity analysis for algorithm having two different time complexities

I'm implementing an algorithm that analyze several properties on large set of integers, the time complexity is bound to $N$ (set length) and $M$ (bits to represent the numbers). I'm having some ...
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### Computational complexity of generating a random vector

I'm new to the concept of computational complexity and trying to understand the topic in depth. I went through some references mentioned by some old questions, however, I had this question and not ...
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Immediate Smaller Element Problem: Given an integer array arr of size $n$. For each element in the array, check whether the right adjacent element (on the next ...