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Topic: Algorithm-conceptual-questions / Level: Intermediate
321. What are the advantages of using a heap over a simple array for priority queues?
322. Describe how to implement an interval tree.
323. What is a perfect hash function, and how is it constructed?
324. Explain the significance of the Hamming distance in information theory.
325. How can you solve the subset-sum problem using backtracking?
326. What is a circular linked list, and how is it used?
327. Describe the significance of the traveling salesman problem in operations research.
328. Explain how to handle concurrency issues in algorithms.
329. What is a state-space representation in algorithms?
330. How do you implement a priority queue using a binary heap?
331. What is the significance of the K-means algorithm in clustering?
332. Describe the concept of a feature vector in machine learning algorithms.
333. What is the significance of a hash function's distribution?
334. How do you implement the depth-first search algorithm recursively?
335. What is a critical path method (CPM) in project management?
336. Explain how to construct a suffix tree and its applications.
337. What are the properties of an acyclic graph?
338. Describe how to perform a union operation in a disjoint-set data structure.
339. What is the significance of a randomized algorithm in Monte Carlo methods?
340. How do you calculate the L1 distance between two vectors?
341. Explain how the Jaccard index is used in similarity measurement.
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What is an algorithm for converting between different numeral systems?
Explain the difference between greedy and dynamic programming approaches to optimization.
Define "input" and "output" in an algorithm.
What is a greedy algorithm, and under what conditions does it guarantee an optimal solution?
Describe how to analyze the space complexity of an algorithm.
What is a red-black tree?
What is a topological sort?
Explain how to find the longest common subsequence.
What is the significance of optimization in algorithms?
Explain the concept of a heap sort and its time complexity.
What is the role of a cache in algorithm performance optimization?
What is the significance of graph bipartiteness, and how can it be determined?
What is an algorithm?
What are NP-complete problems?
What is a B-tree?