The recurrence for lcs is:
L[i,j] = max(L[i-1,j], L[i,j-1]) if a[i] != a[j]
Can you tell me why it is i-1 or j-1? Why isn't L[i,j] = L[i-1,j-1] correct?
You are considering the case where a[i] != a[j], which means that the letters you are currently comparing of the two sequences A and B are different. Therefore, the length of the longest common subsequence is one of two things :
the longest common subsequence of the current substring of A minus its first character and B, i.e. L[i-1,j] ;
the longest common subsequence of A and the current substring of B minus its first character, i.e. L[i,j-1].
If L[i-1,j-1] were correct, it would mean that the current characters in both A and B do not count, they don’t get a "chance" to be part of the subsequence.
See for example this explanation (note that it works forward in the sequences instead of backward).
Related
Given an integer n such that (1<=n<=10^18)
We need to calculate f(1)+f(2)+f(3)+f(4)+....+f(n).
f(x) is given as :-
Say, x = 1112222333,
then f(x)=1002000300.
Whenever we see a contiguous subsequence of same numbers, we replace it with the first number and zeroes all behind it.
Formally, f(x) = Sum over all (first element of the contiguous subsequence * 10^i ), where i is the index of first element from left of a particular contiguous subsequence.
f(x)=1*10^9 + 2*10^6 + 3*10^2 = 1002000300.
In, x=1112222333,
Element at index '9':-1
and so on...
We follow zero based indexing :-)
For, x=1234.
Element at index-'0':-4,element at index -'1':3,element at index '2':-2,element at index 3:-1
How to calculate f(1)+f(2)+f(3)+....+f(n)?
I want to generate an algorithm which calculates this sum efficiently.
There is nothing to calculate.
Multiplying each position in the array od numbers will yeild thebsame number.
So all you want to do is end up with 0s on a repeated number
IE lets populate some static values in an array in psuedo code
$As[1]='0'
$As[2]='00'
$As[3]='000'
...etc
$As[18]='000000000000000000'```
these are the "results" of 10^index
Given a value n of `1234`
```1&000 + 2&00 +3 & 0 + 4```
Results in `1234`
So, if you are putting this on a chip, then probably your most efficient method is to do a bitwise XOR between each register and the next up the line as a single operation
Then you will have 0s in all the spots you care about, and just retrive the values in the registers with a 1
In code, I think it would be most efficient to do the following
```$n = arbitrary value 11223334
$x=$n*10
$zeros=($x-$n)/10```
Okay yeah we can just do bit shifting to get a value like 100200300400 etc.
To approach this problem, it could help to begin with one digit numbers and see what sum you get.
I mean like this:
Let's say, we define , then we have:
F(1)= 45 # =10*9/2 by Euler's sum formula
F(2)= F(1)*9 + F(1)*100 # F(1)*9 is the part that comes from the last digit
# because for each of the 10 possible digits in the
# first position, we have 9 digits in the last
# because both can't be equal and so one out of ten
# becomse zero. F(1)*100 comes from the leading digit
# which is multiplied by 100 (10 because we add the
# second digit and another factor of 10 because we
# get the digit ten times in that position)
If you now continue with this scheme, for k>=1 in general you get
F(k+1)= F(k)*100+10^(k-1)*45*9
The rest is probably straightforward.
Can you tell me, which Hackerrank task this is? I guess one of the Project Euler tasks right?
Assume that, I have a character set like this:
['a','b','c','x','y','z']
I want to build a regular expression which matches a certain number of these characters (for example 3).
Here are some examples of it:
ab - no match
xy - no match
abt - no match
aaa - no match
abc - match
yaz - match
yazx - match
ytaz - match
Can this be accomplished with a regular expression?
A simple solution would be a pattern like this:
(.*[abcxyz]){3}
This will match zero or more of any character, followed by one of a, b, c, x, y, or z, all of which must appear at least 3 times in the subject string.
To match only strings that contain different letters, you could use a negative lookahead ((?!…)) and a backreference (\N):
(.*([abcxyz])(?!.*\2)){3}
This will match zero or more of any character, followed by one of a, b, c, x, y, or z, as long as another instance of that character does not appear later in the string (i.e. it will match the last instance of that character in the string), all of which must appear at least 3 times in the subject string.
Of course, you can change the {3} to anything you like, but note that will not work if you need to specify a maximum number of times these characters can appear in your string, only the minimum.
This question already has answers here:
Closed 10 years ago.
Possible Duplicate:
Finding three elements in an array whose sum is closest to an given number
How can I write an Objective C code to check if the sum of any three numbers in an array/list matches a given number?
step 1: sort, O(nlgn)
step 2: iterate every number, say A,(this costs O(n)), then check whether the sum of any two numbers equals to the given number minus A(this is a classic problem which costs O(n))
total complexity: O(n^2)
Here is another way
X,Y,Z are indices of array and P is given Number .
If conditions is X+Y=P
then we sort the array
and then We pick each element and then search P-Y in remaining array .If searching is successful then fine are else return False .
So searching takes log(n) time(binary search) so for n elements it takes O(nlog(n)) time .
Now Our condition is X+Y+Z=P
We deduce it to X+Y=P-Z
Now Pick a number Z and calculate P-Z and let it be R .
Now the problem is deduce to X+Y=R .So time complexity is O(nlog(n))
Since R varies n times for n picks in array so complexity is O((N^2)log(n))) .
Here's a brute-force solution in Python, valuable only for its succinctness, not at all for its efficiency:
import itertools
def anyThreeEqualTo(list, value):
return any([sum(c) == value for c in itertools.combinations(list, 3)])
Another idea:
import itertools
def anyThreeEqualTo(list, value):
for c in itertools.combinations(list, 3)])
if sum(c) == value:
return True
return False
These solutions try each of the triplets in turn until one is found with the desired sum.
One of my friends was asked this question recently:
You have to count how many binary strings are possible of length "K".
Constraint: Every 0 has a 1 in its immediate left.
This question can be reworded:
How many binary sequences of length K are posible if there are no two consecutive 0s, but the first element should be 1 (else the constrains fails). Let us forget about the first element (we can do it bcause it is always fixed).
Then we got a very famous task that sounds like this: "What is the number of binary sequences of length K-1 that have no consecutive 0's." The explanation can be found, for example, here
Then the answer will be F(K+1) where F(K) is the K`th fibonacci number starting from (1 1 2 ...).
∑ From n=0 to ⌊K/2⌋ of (K-n)Cn; n is the number of zeros in the string
The idea is to group every 0 with a 1 and find the number of combinations of the string, for n zeros there will be n ones grouped to them so the string becomes (k-n) elements long. There can be no more than of K/2 zeros as there would not have enough ones to be to the immediate left of each zero.
E.g. 111111[10][10]1[10] for K = 13, n = 3
I need a simple way to randomly select a letter from the alphabet, weighted on the percentage I want it to come up. For example, I want the letter 'E' to come up in the random function 5.9% of the time, but I only want 'Z' to come up 0.3% of the time (and so on, based on the average occurrence of each letter in the alphabet). Any suggestions? The only way I see is to populate an array with, say, 10000 letters (590 'E's, 3 'Z's, and so on) and then randomly select an letter from that array, but it seems memory intensive and clumsy.
Not sure if this would work, but it seems like it might do the trick:
Take your list of letters and frequencies and sort them from
smallest frequency to largest.
Create a 26 element array where each element n contains the sum of all previous weights and the element n from the list of frequencies. Make note of the sum in the
last element of the array
Generate a random number between 0 and the sum you made note of above
Do a binary search of the array of sums until you reach the element where that number would fall
That's a little hard to follow, so it would be something like this:
if you have a 5 letter alphabet with these frequencies, a = 5%, b = 20%, c = 10%, d = 40%, e = 25%, sort them by frequency: a,c,b,e,d
Keep a running sum of the elements: 5, 15, 35, 60, 100
Generate a random number between 0 and 100. Say it came out 22.
Do a binary search for the element where 22 would fall. In this case it would be between element 2 and 3, which would be the letter "b" (rounding up is what you want here, I think)
You've already acknowledged the tradeoff between space and speed, so I won't get into that.
If you can calculate the frequency of each letter a priori, then you can pre-generate an array (or dynamically create and fill an array once) to scale up with your desired level of precision.
Since you used percentages with a single digit of precision after the decimal point, then consider an array of 1000 entries. Each index represents one tenth of one percent of frequency. So you'd have letter[0] to letter[82] equal to 'a', letter[83] to letter[97] equal to 'b', and so on up until letter[999] equal to 'z'. (Values according to Relative frequencies of letters in the English language)
Now generate a random number between 0 and 1 (using whatever favourite PRNG you have, assuming uniform distribution) and multiply the result by 1000. That gives you the index into your array, and your weighted-random letter.
Use the method explained here. Alas this is for Python but could be rewritten for C etc.
https://stackoverflow.com/a/4113400/129202
First you need to make a NSDicationary of the letters and their frequencies;
I'll explain it with an example:
let's say your dictionary is something like this:
{#"a": #0.2, #"b", #0.5, #"c": #0.3};
So the frequency of you letters covers the interval of [0, 1] this way:
a->[0, 0.2] + b->[0.2, 0.7] + c->[0.7, 1]
You generate a random number between 0 and 1. Then easily by checking that this random belongs to which interval and returning the corresponding letter you get what you want.
you seed the random function at the beginning of you program: srand48(time(0));
-(NSSting *)weightedRandomForDicLetters:(NSDictionary *)letterFreq
{
double randomNumber = drand48();
double endOfInterval = 0;
for (NSString *letter in dic){
endOfInterval += [[letterFreq objectForKey:letter] doubleValue];
if (randomNumber < endOfInterval) {
return letter;
}
}
}