H Index
To solve this coding challenge, we need to determine the researcher's h-index based on the number of citations each of their papers has received. The h-index is the maximum value \( h \) such that the researcher has at least \( h \) papers that have been cited \( h \) times or more.
Explanation
The challenge requires us to find the h-index, which indicates the number of papers \( h \) that have been cited at least \( h \) times each. The process can be broken down into the following detailed steps:- Sort the Citations in Descending Order : By sorting the citation counts from highest to lowest, we can more easily determine how many papers meet the requirement for a certain h-index.
- Iterate Through the Sorted Citations : We will iterate through the sorted list and keep a count of the papers to determine the highest h-index that satisfies the condition.
- Track the Current Index : During the iteration, we will use an index tracker to determine if the number of citations is greater than the current index (which represents the potential h-index). By following these steps, we can efficiently compute the h-index in \( O(n \log n) \) due to the sorting step.
- Sort the citation array in descending order
- Initialize an index counter at 0
- Iterate through the sorted array while the citation count at the current index is greater than the index itself :
- Increment the index counter by 1
- Return the index counter as the h-index
- Sort the array in descending order :
- This ensures that we start by considering the papers with the highest number of citations, making it easier to find the maximum value of \( h \).
- Initialize an index counter :
- We start by setting the index counter (which acts as our h-index candidate) to 0.
- Iterate through the array :
-
We use a
while
- Return the index counter :
- Once the loop terminates, the value of the index counter will be the highest h-index satisfying the condition.
Detailed Steps in Pseudocode
Pseudocode
# Function to calculate h-index
function compute_h_index(citations):
# Step 1: Sort the array in descending order
sort citations in descending order
# Step 2: Initialize the index counter
index_counter = 0
# Step 3: Iterate through the sorted citations
while index_counter < length of citations and citations[index_counter] > index_counter:
# Increment the index counter if the condition is met
index_counter = index_counter + 1
# Step 4: Return the index counter as the h-index
return index_counter
Breakdown of the Pseudocode:
sort citations in descending order
index_counter = 0
while index_counter < length of citations and citations[index_counter] > index_counter:
# If the condition is satisfied, increment the index counter
index_counter = index_counter + 1
return index_counter