Михайлова Елена Георгиевна


кандидат физико-математических наук, доцент
e.mikhailova@itmo.ru
Структурное подразделение:
высшая школа цифровой культуры
Должность:
директор
Структурное подразделение:
высшая школа цифровой культуры
Должность:
доцент (квалификационная категория "ординарный доцент")
Профиль:
2.3.1. - Системный анализ, управление и обработка информации, статистика
1.2.1. - Искусственный интеллект и машинное обучение

Область интересов:
Машинное обучение Компьютерное зрение NLP / Системный анализ, управление и обработка информации, статистика
Рабочий язык:
Русский

Публикации руководителя
Выходные данные Год Индексирование в БД
Klyuchikov E., Polyntsov M., Chizhov A., Mikhailova E., Chernishev G. Hybrid Materialization in a Disk-Based Column-Store//ACM International Conference Proceeding Series, 2024, pp. 164-172 2024 Scopus, Web of Science
Samarin A., Toropov A., Dzestelova A., Nazarenko A., Kotenko E., Mikhailova E., Savelev A., Motyko A. Specialized Non-local Blocks for Recognizing Tumors on Computed Tomography Snapshots of Human Lungs//Proceedings of the 35th Conference of Open Innovations Association FRUCT, 2024, pp. 659-664 2024 Scopus, Web of Science
Samarin A., Nazarenko A., Savelev A., Toropov A., Dzestelova A., Mikhailova E., Motyko A., Malykh V. A Model Based on Universal Filters for Image Color Correction//Pattern Recognition and Image Analysis (Advances in Mathematical Theory and Applications), 2024, Vol. 34, No. 3, pp. 844-854 2024 RSCI, Scopus, Web of Science, Белый список, ВАК, РИНЦ
Samarin A., Savelev A., Toropov A., Dzestelova A., Malykh V., Mikhailova E., Motyko A. The Complete Study of the Movement Strategies of Trained Agents for Visual Descriptors of Advertising Signs//Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2023, Vol. 13644, pp. 571-585 2023 Scopus, Web of Science
Samarin A., Savelev A., Toropov A., Dzestelova A., Malykh V., Mikhailova E., Motyko A. One-Stage Classifiers Based on U-Net and Autoencoder with Attention for Recognition of Neoplasms from Single-Channel Monochrome Computed Tomography Images//Pattern Recognition and Image Analysis (Advances in Mathematical Theory and Applications), 2023, Vol. 33, No. 2, pp. 132-138 2023 RSCI, Scopus, Web of Science, Белый список, ВАК, РИНЦ
Samarin A., Savelev A., Toropov A., Dzestelova A., Malykh V., Mikhailova E., Motyko A. Prior Segmentation and Attention Based Approach to Neoplasms Recognition by Single-Channel Monochrome Computer Tomography Snapshots//Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2023, Vol. 13644, pp. 561-570 2023 Scopus, Web of Science
Samarin A., Toropov A., Savelev A., Dzestelova A., Malykh V., Mikhailova E., Motyko A. Predictors Based on Convolutional Neural Networks for the Movement Strategy of Trainable Agents for Building Customized Image Descriptors//Pattern Recognition and Image Analysis (Advances in Mathematical Theory and Applications), 2023, Vol. 33, No. 2, pp. 139-146 2023 RSCI, Scopus, Web of Science, Белый список, ВАК, РИНЦ
Kiva P., Grafeeva N., Mikhailova E. A machine learning approach to calculating the non-equilibrium diffusion coefficients in the state-to-state solution of the Navier–Stokes equations//Lobachevskii Journal of Mathematics, 2023, Vol. 44, No. 1, pp. 170-177 2023 RSCI, Scopus, Web of Science, Белый список, ВАК, РИНЦ
Samarin A., Savelev A., Toropov A., Dzestelova A., Malykh V., Mikhailova E., Motyko A. One-staged attention-based neoplasms recognition method for single-channel monochrome Computer Tomography snapshots//Pattern Recognition and Image Analysis (Advances in Mathematical Theory and Applications), 2022, Vol. 32, No. 3, pp. 645-650 2022 RSCI, Scopus, Web of Science, ВАК, РИНЦ
Samarin A., Savelev A., Toropov A., Dzestelova A., Malykh V., Mikhailova E., Motyko A. Trainable agents movement strategies for advertising sign visual descriptors // Pattern Recognition and Image Analysis (Advances in Mathematical Theory and Applications) -2022. - Т. 32. - № 3. - С. 651-657 2022 RSCI, Scopus, Web of Science, ВАК, РИНЦ
Бекмачева В.О., Михайлова Е.Г., Егорова О.Б. Использование цифровых технологий в управлении качеством работ при разведке залежей нефти и газа // Оборудование и технологии для нефтегазового комплекса -2021. - № 3(123). - С. 33-36 2021 ВАК, РИНЦ
Михайлова Е.Г., Сорокина С. Оптимизация гиперпараметров алгоритмов градиентного бустинга // Процессы управления и устойчивость -2021. - Т. 8. - № 1. - С. 326-331 2021 РИНЦ
Niyazov A., Mikhailova E., Egorova O. Content-based Music Recommendation System//Proceedings of the 29th Conference of Open Innovations Association FRUCT, 2021, pp. 274-279 2021 Scopus, Web of Science
Лукина М.В., Егорова О.Б., Бойцев А.А., Михайлова Е.Г., Романов А.А. Технологические особенности создания курсов для онлайн-обучения // Управление образованием: теория и практика -2021. - № 3(43). - С. 78-89 2021 ВАК, РИНЦ
Grafeeva N.G., Mikhailova E. Detecting public transport passenger movement patterns//Advances in Intelligent Systems and Computing, 2020, Vol. 1160 AISC, pp. 555-563 2020 Scopus, Web of Science
Mikhailova E., Boitsev A., Egorova O., Grafeeva N.G., Romanov A., Volchek D. Curriculum for Digital Culture at ITMO University//Advances in Intelligent Systems and Computing, 2020, Vol. 1161 AISC, pp. 235-244 2020 Scopus, Web of Science
Volzhina E., Mikhailova E., Ganshin A. Machine learning methods in weather forecasts//19th International Multidisciplinary Scientific GeoConference, SGEM 2019, 2019, Vol. 19, No. 2.1, pp. 391-398 2019 Scopus
Mikhailova N., Mikhailova E., Grafeeva N.G. The Application of Clustering Techniques to Group Archaeological Artifacts//Advances in Intelligent Systems and Computing, 2019, Vol. 930, pp. 50-57 2019 Scopus, Web of Science
Михайлова Е.Г., Шехонин А.А., Елисеева О.В., Егорова О.Б. "Цифровая культура" в университете ИТМО // Современное образование: содержание, технологии, качество [материалы конференции] -2019. - Т. 1. - С. 20-23 2019 РИНЦ
Grafeeva N.G., Mikhailova E., Tretyakov I. Quality Analysis of Urban Transit System in Megacities//IFAC-PapersOnLine, 2019, Vol. 52, No. 13, pp. 2566-2571 2019 Scopus, Web of Science
Ilinykh S., Grafeeva N.G., Mikhailova E., Egorova O. Segmentation of Magnetic Anomalies in the Conduct of Archaeological Excavations//Advances in Intelligent Systems and Computing, 2019, Vol. 930, pp. 58-67 2019 Scopus, Web of Science
Михайлова Е.Г. Блок дисциплин «Цифровая культура» в образовательных программах бакалавриата и магистратуры Университета ИТМО // Современное образование: содержание, технологии, качество [материалы конференции] -2018. - Т. 1. - С. 98-100 2018 РИНЦ
Grafeeva N.G., Tretyakov I., Mikhailova E. Quality Analysis of Urban Transit System in St. Petersburg//Advances in Intelligent Systems and Computing, 2018, Vol. 746, pp. 889-898 2018 Scopus, Web of Science
Sandul M.V., Mikhailova E.G. Keyword extraction from single Russian document//CEUR Workshop Proceedings, 2018, Vol. 2135, pp. 30-36 2018 Scopus
Diurdeva P., Mikhailova E. Investigation of text attribution methods based on frequency author profile//Communications in Computer and Information Science, 2018, Vol. 838, pp. 314-327 2018 Scopus, Web of Science
Malkevich S., Markov I., Mikhailova E.G., De Rijke M. Evaluating and analyzing click simulation inweb search//ICTIR 2017 - Proceedings of the 2017 ACM SIGIR International Conference on the Theory of Information Retrieval, 2017, pp. 281-284 2017 Scopus
Mikhailova E.G., Diurdeva P., Shalymov D.S. N-Gram Based Approach for Text Authorship Classification: Metric Selection//International Journal of Embedded and Real-Time Communication Systems, 2017, Vol. 8, No. 2, pp. 24-39 2017 Scopus
Grafeeva N.G., Mikhailova E.G., Pashkova M., Ilinykh S. Magnetometry data processing to detect archaeological sites//18th International Multidisciplinary Scientific GeoConference Surveying Geology and Mining Ecology Management, SGEM-2018, 2017, Vol. 17, No. 21, pp. 393-400 2017 Scopus
Grafeeva N.G., Mikhailova E.G., Nogova E., Tretyakov I. Passenger traffic analysis based on St. Petersburg public transport//18th International Multidisciplinary Scientific GeoConference Surveying Geology and Mining Ecology Management, SGEM-2018, 2017, Vol. 17, No. 21, pp. 509-516 2017 Scopus
Diurdeva P., Mikhailova E.G., Shalymov D.S. Writer identification based on letter frequency distribution//Proceedings of the 19th Conference of Open Innovations Association FRUCT, 2016, pp. 7892179 2016 Scopus, Web of Science
Новиков Б.А., Графеева Н.Г., Михайлова Е.Г. Базы данных: современный пейзаж в исторической перспективе // Компьютерные инструменты в образовании -2016. - № 1. - С. 5-16 2016 ВАК, РИНЦ
Busarov V., Grafeeva N.G., Mikhailova E.G. A comparative analysis of algorithms for mining frequent itemsets//Communications in Computer and Information Science, 2016, Vol. 615, pp. 136-150 2016 Scopus, Web of Science
Volzhina E., Chudin A., Novikov B., Grafeeva N.G., Mikhailova E.G. Discovering geo-magnetic anomalies: A clustering-based approach//Proceedings of the International FRUCT Conference on Intelligence, Social Media and Web (ISMW FRUCT 2016) (Saint-Petersburg, 28 August-4 September 2016), 2016, pp. 71-77 2016 Scopus, Web of Science
Mikhailova V.S., Grafeeva N.G., Mikhailova E.G., Chudin A.V. Magnetometry data processing to detect archaeological sitesPattern Recognition and Image Analysis//Pattern Recognition and Image Analysis (Advances in Mathematical Theory and Applications), 2016, Vol. 26, No. 4, pp. 789-799 2016 Scopus, ВАК, РИНЦ
Busarov V., Grafeeva N.G., Mikhailova E.G. The choice of optimal algorithm for frequent itemset mining//Frontiers in Artificial Intelligence and Applications, 2016, Vol. 291, pp. 211-224 2016 Scopus, Web of Science
Dubatovka A., Mikhailova E.G., Zotov M.A., Novikov B. Algorithms for Extracting Mental Activity Phases from Heart Beat Rate Streams//Communications in Computer and Information Science, 2016, Vol. 615, pp. 113-125 2016 Scopus, Web of Science
Kozmirchuk A., Kokorev A., Nesterov V., Mikhailova E.G. PostgreSQL service with backup and recovery for cloud foundry//Proceedings of the International FRUCT Conference on Intelligence, Social Media and Web (ISMW FRUCT 2016) (Saint-Petersburg, 28 August-4 September 2016), 2016, pp. 7584766 2016 Scopus, Web of Science
Новиков Б.А., Графеева Н.Г., Михайлова Е.Г. BIG DATA: новые задачи и современные подходы // Компьютерные инструменты в образовании -2014. - № 4. - С. 10-18 2014 ВАК, РИНЦ