Seminars of the Research Group "Machine Learning and Social Computing"
| Title | Content | Date | Speakers | Presentations |
| First seminar of Research Group "Machine Learning and Social Computing": trajectories of development and research of online games | -plans and the main ideas about future work -design and some results of researches on social algorithms in online games and eSports were presented. | 21.01.2017 | Alexander Sirotkin Ilya Musabirov Denis Bulygin Ksenia Konstantinova Anna Bataeva | Trajectories of development and research of online games_Bataeva Anna.pptx Trajectories of development and research of online games_Online communication among eSports viewers.pptx |
| ML&SC Interaction and Intelligence 2017 workshop | -service development: *idea development *data gathering and aggregation *interface design *implementation of a client-server application | 18.02.2017 25.02.2017 | Paul Okopny Ilya Musabirov Denis Bulygin | workshopback.r workshopbackend.r |
| Topic Modeling in Sociological and Political Studies | -basic stages of processing and applying topic modeling using the Latent Dirichlet Allocation (LDA) algorithm and its modifications for Twitter's analysis -application of these methods for the Integrum data | 04.03.2017 11.03.2017 | Alexander Sirotkin Denis Bulygin Ksenia Konstantinova Viktor Karepin Stanislav Pozdnyakov Vadim Voskresensky | LDA Workshop.pdf |
| Coverage algorithms for objects of urban environment | -building maps in R and algorithms for calculating the coverage of urban areas using the example of St. Petersburg hotels and their application -intermediate results of the construction of the distribution network of the express delivery companies -algorithms for clustering and visualization of geographical objects in the python software environment | 11.03.2017 | Irina Krylova Stanislav Kozlov Anna Golovchenko | geocoding company https://github.com/recsyschallenge/2017/tree/master/baseline |
| Workshop "Recommendation systems. RecSys Challenge 2017". | Recommendation systems ant its building | 08.04.2017 | Alexander Sirotkin Ivan MishalkinStanislav Kozlov Viktor Karepin | |
| Startups, media and companies | -social networking at sitesto and its use by entrepreneurs -effect of the use of the social network on the success of start-ups | 13.05.2017 | Alena Suvorova Olga Dornostup | Startups, media and companies |
| Technological stratification of the IT market. Introduction to STM and analysis of freelance projects based on data from the site fl.ru | -analysis of the structure of the IT market -network hierarchies of specializations -introduction to STM (structural-topic modeling) -analysis of freelance projects using STM | 22.04.2017 | Anastasia Nesterenko Ivan Mishalkin | fl python STM IT |
| Is it possible to win at the bookmaker: rating-models and social media | -Introduction to rating systems -improvement of algorithms for predicting the results of basketball games | 14.10.201 | Andrey Shelopugin Alexander Sirotkin | glicko rating_models |
| Why should I trust You: applying the LIME package for machine learning tasks | -introduction to the LIME package for verifying and improving the results of machine learning | 16.11.2017 | Olga Silyutina | LIME |
| Methods of semantic analysis and semantic networks | -bases of semantic analysis of texts in R -building semantic networks in AutoMap | 29.11.2017 | Alina Bakhitova Olga Silyutina | sent_Bakhitova AutoMap |
| TrueSkill: rating systems | -TrueSkill rating system and how to improve it | 10.04.2018 | Alexander Sirotkin | TrueSkill.pdf |
| Cybersport research | Ekaterina Marchenko and Vsevolod Suschevsky: -design research, during which it will be considered how the team's rating, its origin and dynamics affect the probability of the occurrence of transfers between teams (the transition of players from one team to another) Ksenia Konstantinova: - how the practice of communication and involvement of spectators of e-sports broadcasts can be transformed depending on the popularity of the tournament. | 28.04.2018 | Ekaterina Marchenko Vsevolod Suschevsky Ksenia Konstantinova |
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