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YSC-2023-Papers

Acknowledgement ITMO Open-source-ops website Visitors

YSC 2023 Papers: A complete collection of research papers, code and data from the International Young Scientists Conference for young researchers and professionals in computational science, Artificial Intelligence, Big Data and Machine Learning.

logo image

How to add your presentation

  1. Fork this repository
  2. In your own copy navigate to "pt" folder
  3. On the top right corner click Add file and choose Upload files
  4. Select and upload your file, commit changes directly to the master branch
  5. Now let's edit README.md file, find your paper title among the tables
  6. Add [![Presentation](https://img.shields.io/badge/Presentation-f5a018.svg)](./pt/<yourfilename>) to the column named "Presentation"
  7. Don't forget to change <yourfilename> to the name of the loaded file, at the end it should look and work like this Presentation
  8. Navigate back to the conference repository
  9. Click on Pull requests tab and press New pull request
  10. Click on compare across forks and select head repository: <yourusername>/YSC-2023-Papers
  11. You should see your changes, let's press Create pull request
  12. Name your PR reasonable and add comments if necessery
  13. On the right panel press on Reviewers and select DRMPN
  14. Press Create pull request and wait for approval

Papers

List of sections

Computing infrastructure

Section Papers Papers with Open Code

ID Title Links Presentation Paper
14 Framework architecture of a secure big data lake Code Paper
49 Combination of parallelization and skewed tiling Paper
50 Automatic mapping of sequential programs to parallel computers with distributed memory Paper

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Data Analysis and NLP

Section Papers Papers with Open Code

ID Title Links Presentation Paper
33 Semi-supervised method for improving general-purpose and domain-specific textual corpora labels Paper
54 Analyzing Proficiency Patterns in Test Results Using Clustering and Augmentation Algorithms Code Paper
59 Generative approach to Aspect Based Sentiment Analysis with GPT Language Models Code Paper
60 An Approach to Automate the Scientific Paper’s Evaluation Based on NLP Technologies: the Experience in the Russian Segment of Financial Technologies Field Code
Data
Paper
71 Interpretable Embeddings for Geographic Transactional Activity Analysis Paper
72 AI-Based Human Resource Management Tools and Techniques; A Systematic Literature Review Paper

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Deep Learning and Data-Driven Modelling

Section Papers Papers with Open Code

ID Title Links Presentation Paper
06 Light-weight ensembling of deep neural models for object recognition in remote sensing data Code
Data
Paper
15 Convolutional Neural Network Graph-based Embedding for Neural Architecture Search Code Paper
16 FAMLINN: Representation for Storing Neural Network Architecture Code Paper
18 Multimodal prediction of profanity based on speech analysis Code Presentation Paper
24 Proactive selection of machine learning models for small sample sizes in cerebral stroke detection based on PAC-learning theory Code Paper
31 CIS Multilingual License Plate Detection and Recognition Based on Convolutional and Transformer Neural Networks Code
Data
Presentation Paper
32 Predicting dataset size for neural network fine-tuning with a given quality in object detection task Code Paper
35 Forecasting of Sea Ice Concentration using CNN, PDE discovery and Bayesian Networks Code Paper
45 mHAR: a novel convolutional recurrent model for recognizing motion-based human activity Code
Data
Paper
57 Development of domain-specific automatic speech recognition models based on open-source data Paper
61 Ontological model identification based on data from heterogeneous sources Paper
63 Investigation of optimal parameters in multiagent dynamical system Paper
65 Adaptive Fusion and Transfer Learning for Enhanced E –Commerce Recommendations Presentation Paper

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Healthcare

Section Papers Papers with Open Code

ID Title Links Presentation Paper
05 Gravity influence in one-dimensional blood flow modeling Code Paper
26 Methodology of event extraction from unstructured medical texts on the example of the Russian language Paper
52 Mobile application BioScan for determining the level of food safety Presentation Paper
58 Predictive modeling of multistep clinical pathways: application to infertility treatment process Paper
62 Interpretable Early Prediction of Sepsis Based on Counterfactual Inference Code
Data
Paper

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Optimisation and Scheduling

Section Papers Papers with Open Code

ID Title Links Presentation Paper
12 Hybrid Algorithm for Multi-Contractor, Multi-Resource Project Scheduling in the Industrial Field Paper
23 Automated Generation of Ensemble Pipelines using Policy-Based Reinforcement Learning method Code Presentation Paper
27 Mutation Management for Evolutionary Small-Moves Approach in Pickup and Delivery Problem Code Paper
39 Determination of Optimal Locations for ATM Network Service Points Presentation Paper
43 Crisis Behaviour Strategy Recognition Using Transactional Data Presentation Paper

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Urban studies and town planning

Section Papers Papers with Open Code

ID Title Links Presentation Paper
25 A method for automatically identifying vacant area in the current urban environment based on open source data Code Paper
28 Urban blocks modelling method Code Paper
29 ClarTM: a method for geolocations clarification within extensive urban sites using topic modelling Paper
30 Feedback2Event: Public attention event extraction from spontaneous data for urban management Code Paper
37 Estimating the attractiveness of the city for skilled workers using jobs-housing matching, spatial data and NLP techniques Paper
64 Generating of synthetic datasets using diffusion models for solving computer vision tasks in urban applications Paper

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