Data Structures I
I am teaching English version of the course Data Structures 1 [NTIN066] in the summer semester of 2022/2023.
Lectures are held every Tuesday from 14:00 in S3. Sign up for tutorials in SIS.
Please read the complete rules of the game.
|14. 2.||Introduction: what is a data structure – interface vs. implementation, static vs. dynamic, the RAM model of computation. Examples of interfaces: queue, set, ordered set, dictionary. Flexible arrays with stretching.||[L01]||video|
|21. 2.||Different approaches to amortized analysis: aggregation, accounting, coins, potentials. Examples: flexible arrays with stretching and shrinking, binary counters, deletion using tombstones, lazily balanced BB[α] trees.||[L01]||2021 video|
|28. 2.||Splay trees: amortized analysis of the Splay operation. Incorporating splaying in Find, Insert, and Delete.||[L02] [ST]||video|
|7. 3.||Splay trees: remarks on static and dynamic optimality, working set bound. (a,b)-trees: definition, logarithmic height, Find, Insert, Delete, choice of parameters.||[L02] [L03]||video|
|14. 3.||(a,b)-trees: Amortized bounds for (a,2a-1) and (a,2a)-trees. Top-down splitting and joining. Memory hierarchy: theoretical models – I/O, cache-aware, cache-oblivious. Examples: cache effects on a real machine.||[L03] [L05] [CO]||video|
|21. 3.||Cache-oblivious algorithms: Sequential scanning of arrays. Sorting: MergeSort, multi-way MergeSort, a remark on FunnelSort and lower bounds. Matrix transposition: cache-aware tiling, cache-oblivious divide & conquer algorithm.||[L05] [CO]||video|
|28. 3.||Cache-oblivious model versus reality: Sleator-Tarjan theorem on competitivity of LRU. Hashing: buckets with lists (chaining). Choice of hash functions: c-universal systems of functions, expected bucket size, time complexity of hashing with chains, k-independence.||[L05] [CO] [STb] [L06]||video|
|4. 4.||Hash function families: constructions of universal/independent systems from linear functions. Generic bounds for composition of families, k-independent hashing from polynomials, tabulation hashing.||[L06] [Tb] [E10]||video|
|11. 4.||Hash tables: open addressing, analysis of linear probing.||[L06] [T]||video|
|18. 4.||There will be no lecture.|
|25. 4.||Hashing of vectors and strings: scalar products, polynomials, rolling hashes, composition lemma for c-universality. Bloom filters: 1-band, k-band.||[L06] [Tb]||video|
|2. 5.||Multi-dimensional data structures. Range queries on binary search trees. K-d trees: basic principle, lower bound. Range trees: construction, queries. Dynamization by partial rebuilds.||[L07] [M7]||video|
|9. 5.||Data structures for strings. Suffix array, suffix ranks, longest-common-prefix array. Applications: substring search, longest repeating substring, longest common substring of two strings. Construction of LCP array in linear time (Kasai's algorithm). Construction of suffix array in O(n log n) time by doubling.||[L08]||video|
|14. 5.||Parallel data structures: PRAM/CRCW model, locking and issues with it, locking in binary search trees and (a,b)-trees. Atomic primitives. Lock-free stack, the ABA problem, memory management. Just for fun: The Deadlock Empire.||[L09]||video|
Description of assignments can be found in ReCodEx. You need to create an account there and sign up to a group for the recitations you chose.
Please submit your solutions to ReCodEx.
Please sign up in the Study information system. If no exam date suits you, please ask me about possibilities.
Class credit is required to pass the course, but it is not required for the exam.
There is a list of exam questions.
- My 2021 lecture with video recordings
- [CO] Erik Demaine: Cache-Oblivious Algorithms and Data Structures
- [E] Erik Demaine: přednáška Advanced Data Structures z MIT
- [H] Handbook of Data Structures and Applications (available online from MFF network)
- [Lxx] Martin Mareš: Lecture notes on data structures
- [M] Kurt Mehlhorn: Data Structures and Algorithms (digital version of a book)
- [ST] Sleator, Tarjan: Self-Adjusting Binary Search Trees, Journal of the ACM, 1985
- [STb] Sleator, Tarjan: Amortized Efficiency of List Update and Paging Rules, Communicatons of the ACM, 1985
- [T] Mikkel Thorup: Lecture Notes on Linear Probing with 5-Independent Hashing
- [Tb] Mikkel Thorup: High Speed Hashing for Integers and Strings