Zajmujemy się teorią i praktyką przetwarzania danych, reprezentacji wiedzy i wnioskowania. Rozwijamy formalizmy, dowodzimy twierdzenia, projektujemy algorytmy, wymyślamy heurystyki, implementujemy, poznajemy nowe systemy i architektury, przeprowadzamy eksperymenty.
Propozycje prac do zreferowania przez studentów (z konferencji SIGMOD i VLDB)
Blockchains vs. Distributed Databases: Dichotomy and Fusion
Pingcheng Ruan (National University of Singapore); Tien Tuan Anh Dinh (Singapore University of Technology and Design); Dumitrel Loghin (National University of Singapore); Meihui Zhang (Beijing Institute of Technology)*; Gang Chen (Zhejiang University); Qian Lin (ByteDance); Beng Chin Ooi (NUS)
Clonos: Consistent Causal Recovery for Highly-Available Streaming Dataflows
Pedro Silvestre (TU Delft); Marios Fragkoulis (TU Delft)*; Diomidis Spinellis (TU Delft); Asterios Katsifodimos (TU Delft)
Automatic Optimization of Matrix Implementations for Distributed Machine Learning and Linear Algebra
Shangyu Luo (Rice University)*; Dimitrije Jankov (Rice University); Binhang Yuan (Rice University); Chris Jermaine (Rice University)
To partition, or not to partition, that is the join question in a real system.
Maximilian Bandle (TUM)*; Jana Giceva (TU Munich); Thomas Neumann (TUM)
Chucky: A Succinct Cuckoo Filter for LSM-Tree
Niv Dayan (Pliops)*; Moshe Twitto (Pliops)
Nova-LSM: A Distributed, Component-based LSM-tree Key-value Store
Haoyu Huang (University of Southern California)*; Shahram Ghandeharizadeh (USC)
Combining Aggregation and Sampling (Nearly) Optimally for Approximate Query Processing
Xi Liang (University of Chicago)*; Stavros Sintos (University of Chicago); Zechao Shang (University of Chicago); Sanjay Krishnan (UChicago)
Spatial Independent Range Sampling
Dong Xie (University of Utah)*; Jeff Phillips (University of Utah); Michael Matheny (Amazon); Feifei Li (University of Utah)
Point-to-Hyperplane Nearest Neighbor Search Beyond the Unit Hypersphere
Qiang Huang (National University of Singapore)*; Yifan Lei (National University of Singapore); Anthony Tung (NUS)