Сметанников Иван Борисович


кандидат технических наук
ismetannikov@itmo.ru
Структурное подразделение:
факультет информационных технологий и программирования
Должность:
доцент (квалификационная категория "ординарный доцент")
Профиль:
05.13.17 - Теоретические основы информатики
05.13.18 - Математическое моделирование, численные методы и комплексы программ

Область интересов:
Искусственный интеллект, машинное обучение, обработка естественных языков, уменьшение размерности, глубокое обучение, выбор признаков, автоматическое обучение, мета обучение.
Рабочий язык:
Английский, Русский

Публикации руководителя
Выходные данные Год Индексирование в БД
Pilnenskiy N., Smetannikov I. BagMeLiF: stable boosting-based hybrid-ensemble feature selection algorithm for high-dimensional data//ACM International Conference Proceeding Series, 2020, pp. 196-201 2020 Scopus, Web of Science
Mehta S., Smetannikov I. Finding the Blank with Sequence Labeling for English Learning//ACM International Conference Proceeding Series, 2020, pp. 191-195 2020 Scopus, Web of Science
Guan W., Smetannikov I., Tianxing M. Survey on Automatic Text Summarization and Transformer Models Applicability//ACM International Conference Proceeding Series, 2020, pp. 176-184 2020 Scopus, Web of Science
Wang X., Zhang S., Smetannikov I. Fiction Popularity Prediction Based on Emotion Analysis//ACM International Conference Proceeding Series, 2020, pp. 169-175 2020 Scopus, Web of Science
Oreshin S., Filchenkov A., Petrusha P., Krasheninnikov E., Panfilov A., Glukhov I., Kaliberda Y., Masalskiy D., Serdyukov A., Kazakovtsev V.L., Khlopotov M., Podolenchuk T., Smetannikov I., Kozlova D. Implementing a Machine Learning Approach to Predicting Students' Academic Outcomes//ACM International Conference Proceeding Series, 2020, pp. 78-83 2020 Scopus, Web of Science
Bogacheva E., Tatarenko F., Smetannikov I. Predicting Vocational Personality Type from Socio-demographic Features Using Machine Learning Methods//ACM International Conference Proceeding Series, 2020, pp. 93-98 2020 Scopus, Web of Science
Pilnenskiy N., Smetannikov I. Feature selection algorithms as one of the python data analytical tools//Future internet, 2020, Vol. 12, No. 3, pp. 54 2020 Scopus, Web of Science
Zabashta A., Muravyov S., Smetannikov I. Synthesis of Datasets with Specific Characteristics for the Clustering Problem//ACM International Conference Proceeding Series, 2019, pp. 43-47 2019 Scopus, Web of Science
Pilnenskiy N., Smetannikov I. Modern implementations of feature selection algorithms and their perspectives//Proceedings of the 25th Conference of Open Innovations Association FRUCT, 2019, pp. 250-256 2019 Scopus, Web of Science
Муравьёв С.Б., Ефимова В.А., Шаламов В.В., Фильченков А.А., Сметанников И.Б. Автоматическая настройка гиперпараметоров алгоритмов кластеризации с помощью обучения с подкреплением // Научно-технический вестник информационных технологий, механики и оптики [Scientific and Technical Journal of Information Technologies, Mechanics and Optics] -2019. - Т. 19. - № 3(121). - С. 508-515 2019 ВАК, РИНЦ
Grachev P., Bezborodov R., Smetannikov I., Filchenkov A. Exploring the relationship between the structural and the actual similarities of automata//ACM International Conference Proceeding Series, 2019, pp. 81-86 2019 Scopus, Web of Science
Bogacheva E., Puchkovskaia A., Smetannikov I. Named Entity Recognition for Russian Historical Texts//ACM International Conference Proceeding Series, 2019, pp. 13-17 2019 Scopus, Web of Science
Budkov S., Buraya K., Filchenkov A., Smetannikov I., Puchkovskaia A. RICH-CPL: Fact Extraction from Wikipedia-sized Corpora for Morphologically Rich Languages//Proceedings of the 23rd Conference of Open Innovations Association FRUCT, 2018, pp. 78-84 2018 Scopus, Web of Science
Grachev P., Lobanov I., Smetannikov I., Filchenkov A. Neural network for synthesizing deterministic finite automata//Procedia Computer Science, 2017, Vol. 119, pp. 73-82 2017 Scopus, Web of Science
Tanfilev I., Filchenkov A., Smetannikov I. Feature selection algorithm ensembling based on meta-learning//10th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics, CISP-BMEI 2017, 2017, pp. 1-6 2017 Scopus, Web of Science
Сметанников И.Б. Параллельный алгоритм выбора признаков на основе очереди с приоритетом // Научно-технический вестник информационных технологий, механики и оптики [Scientific and Technical Journal of Information Technologies, Mechanics and Optics] -2017. - Т. 17. - № 4(110). - С. 664-669 2017 ВАК, РИНЦ
Smetannikov I., Varlamov E., Filchenkov A. Swarm MeLiF: Feature selection with filter combination found via swarm intelligence//Advances in Intelligent Systems and Computing, 2016, Vol. 449, pp. 227-234 2016 Scopus, Web of Science
Isaev I., Smetannikov I. MeLiF+: Optimization of filter ensemble algorithm with parallel computing//IFIP Advances in Information and Communication Technology, 2016, Vol. 475, pp. 341-347 2016 Scopus, Web of Science
Smetannikov I., Isaev I., Filchenkov A. New Approaches to Parallelization in Filters Aggregation Based Feature Selection Algorithms//Procedia Computer Science, 2016, Vol. 101, pp. 45-52 2016 Scopus, Web of Science
Smetannikov I., Filchenkov A. MeLiF: Filter Ensemble Learning Algorithm for Gene Selection//Advanced Science Letters, 2016, Vol. 22, No. 10, pp. 2982-2986 2016 Scopus, Web of Science
Zabashta A., Smetannikov I., Filchenkov A. Rank aggregation algorithm selection meets feature selection//Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2016, Vol. 9729, pp. 740-755 2016 Scopus, Web of Science
Zabashta A., Smetannikov I., Filchenkov A. Study on meta-learning approach application in rank aggregation algorithm selection//CEUR Workshop Proceedings, 2015, Vol. 1455, pp. 115-117 2015 Scopus
Танфильев И.Д., Сметанников И.Б. Агрегирование ранжирований результатов в задаче выбора подмножества атрибутов на основе мета-обучения // Международная конференция по мягким вычислениям и измерениям -2015. - Т. 1. - № Секции 1-3. - С. 91-94 2015 РИНЦ
Filchenkov A., Dolganov V., Smetannikov I. PCA-based algorithm for constructing ensembles of feature ranking filters//23rd European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2015 - Proceedings, 2015, pp. 201-206 2015 Scopus