3 papers
cs.LG2022
Optimization of Oblivious Decision Tree Ensembles Evaluation for CPU
Alexey Mironov, Ilnur Khuziev
CatBoost is a popular machine learning library. CatBoost models are based on oblivious decision trees, making training and evaluation rapid. CatBoost has many applications, and som…
cs.CL2022
Russian Web Tables: A Public Corpus of Web Tables for Russian Language Based on Wikipedia
Platon Fedorov, Alexey Mironov, George Chernishev
Corpora that contain tabular data such as WebTables are a vital resource for the academic community. Essentially, they are the backbone of any modern research in information manage…
cs.LG2022
Optimization of Decision Tree Evaluation Using SIMD Instructions
Alexey Mironov, Ilnur Khuziev
Decision forest (decision tree ensemble) is one of the most popular machine learning algorithms. To use large models on big data, like document scoring with learning-to-rank models…