Analysis of Images, Social Networks and Texts : 10th International Conference, AIST 2021, Tbilisi, Georgia, December 16–18, 2021, Revised Selected Papers / edited by Evgeny Burnaev, Dmitry I. Ignatov, Sergei Ivanov, Michael Khachay, Olessia Koltsova, Andrei Kutuzov, Sergei O. Kuznetsov, Natalia Loukachevitch, Amedeo Napoli, Alexander Panchenko, Panos M. Pardalos, Jari Saramäki, Andrey V. Savchenko, Evgenii Tsymbalov, Elena Tutubalina.

Format:

Book

Contributor:

Burnaev, Evgeny, editor.

Series:

Lecture Notes in Computer Science, 1611-3349 ; 13217

Language:

English

Subjects (All):

Data mining.

Machine learning.

Database management.

Natural language processing (Computer science).

Information storage and retrieval systems.

Application software.

Data Mining and Knowledge Discovery.

Machine Learning.

Database Management.

Natural Language Processing (NLP).

Information Storage and Retrieval.

Computer and Information Systems Applications.

Local Subjects:

Data Mining and Knowledge Discovery.

Machine Learning.

Database Management.

Natural Language Processing (NLP).

Information Storage and Retrieval.

Computer and Information Systems Applications.

Physical Description:

1 online resource (358 pages)

Edition:

1st ed. 2022.

Place of Publication:

Cham : Springer International Publishing : Imprint: Springer, 2022.

Summary:

This book constitutes revised selected papers from the thoroughly refereed proceedings of the 10th International Conference on Analysis of Images, Social Networks and Texts, AIST 2021, held in Tbilisi, Georgia, during December 16–18, 2021. The 20 full papers and 5 short papers included in this book were carefully reviewed and selected from 118 submissions. They were organized in topical sections as follows: Invited papers; natural language processing; computer vision; data analysis and machine learning; social network analysis; and theoretical machine learning and optimization.

Contents:

Invited Papers

On Georgian Text Processing Toolkit Development

Taxonomy Enrichment with Text and Graph Vector Representation

Natural Language Processing

Near-Zero-Shot Suggestion Mining with a Little Help from WordNet

Selection of Pseudo-Annotated Data for Adverse Drug Reaction Classification Across Drug Groups

Building a Combined Morphological Model for Russian Word Forms

SocialBERT

Transformers for Online Social Network Language Modelling

Lexicon-based Methods vs. BERT for Text Sentiment Analysis

Multilingual Embeddings for Clustering Cultural Events

Jokingbird: Funny Headline Generation for News

Learning to Rank with Capsule Neural Networks

Building a Bilingual QA-system with ruGPT-3

Sculpting enhanced dependencies for Belarusian

Improving morpheme segmentation using BERT embeddings

Training dataset and dictionary sizes matter in BERT models: the case of Baltic languages

Computer Vision

Development of a method for iris-based person recognition using convolutional neural networks

Data dimension reduction technique based on preservation of Hellinger divergence

Group-level Affect Recognition in Video using Deviation of Frame Features

Outfit Recommendation Using Visual Similarity

Data Analysis and Machine Learning

Scalable computation of prediction intervals for neural networks with matrix sketching

Application of Data Analysis Methods for Optimizing the Multifunctional Service Center Operation

Depression Detection by Person's Voice

Social Network Analysis

Research Papers Recommendation

Multimodal Space of Users' Interests and Preferences in Social Networks

Citation network applications in a scientific co-authorship recommender system

Theoretical Machine Learning and Optimization

How Fast Can the Uniform Capacitated Facility Location Problem Be Solved on Path Graphs

On a weakly supervised classification problem

A Local Search Algorithm for the Biclustering Problem.

Notes:

Includes bibliographical references and index.

Other Format:

Print version: Burnaev, Evgeny Analysis of Images, Social Networks and Texts

ISBN:

9783031165009

3031165004