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Analysis of Images, Social Networks and Texts

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Table of Contents

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    Book Overview
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    Chapter 1 Optimizing Q-Learning with K-FAC Algorithm
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    Chapter 2 Evolutionary Algorithms for Constructing an Ensemble of Decision Trees
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    Chapter 3 An Algorithm for Constructing a Topological Skeleton for Semi-structured Spatial Data Based on Persistent Homology
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    Chapter 4 Comparison of Machine Learning Algorithms in Restaurant Revenue Prediction
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    Chapter 5 Online Augmentation for Quality Improvement of Neural Networks for Classification of Single-Channel Electrocardiograms
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    Chapter 6 Guided Layer-Wise Learning for Deep Models Using Side Information
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    Chapter 7 Multi-instance Learning for Structure-Activity Modeling for Molecular Properties
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    Chapter 8 Cross-Efficiency of International Sanctions: Application of Data Envelopment Analysis and Network Methodology
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    Chapter 9 Using Semantic Information for Coreference Resolution with Neural Networks in Russian
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    Chapter 10 A Method of Semantic Change Detection Using Diachronic Corpora Data
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    Chapter 11 Automated Approach to Rhythm Figures Search in English Text
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    Chapter 12 Adapting the Graph2Vec Approach to Dependency Trees for NLP Tasks
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    Chapter 13 Recognition of Parts of Speech Using the Vector of Bigram Frequencies
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    Chapter 14 Formalization of Medical Records Using an Ontology: Patient Complaints
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    Chapter 15 A Deep Learning Method Study of User Interest Classification
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    Chapter 16 Morpheme Segmentation for Russian: Evaluation of Convolutional Neural Network Models
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    Chapter 17 Using Pre-trained Deeply Contextual Model BERT for Russian Named Entity Recognition
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    Chapter 18 Expert Assessment of Synonymic Rows in RuWordNet
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    Chapter 19 Text Mining for Evaluation of Candidates Based on Their CVs
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    Chapter 20 Vec2graph: A Python Library for Visualizing Word Embeddings as Graphs
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    Chapter 21 How to Prevent Harmful Information Spreading in Social Networks Using Simulation Tools
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    Chapter 22 Effect of Social Graph Structure on the Utilization Rate in a Flat Organization
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    Chapter 23 Discernment of Smoke in Image Frames
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    Chapter 24 Face Recognition Using DELF Feature Descriptors on RGB-D Data
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    Chapter 25 Efficient Information Support of the Automatic Process and Production Control System
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    Chapter 26 An Ensemble of Learning Machine Models for Plant Recognition
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    Chapter 27 Hand Gestures Detection, Tracking and Classification Using Convolutional Neural Network
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    Chapter 28 Synthesizing Data Using Variational Autoencoders for Handling Class Imbalanced Deep Learning
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    Chapter 29 New Approach for Fast Residual Strain Estimation Through Rational 2D Diffraction Pattern Processing
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    Chapter 30 Fast Identification of Fingerprint
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    Chapter 31 Training Effective Model for Real-Time Detection of NSFW Photos and Drawings
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    Chapter 32 Prediction of New Itinerary Markets for Airlines via Network Embedding
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    Chapter 33 Developing a Network-Based Method for Building Associative Series of Hashtags
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    Chapter 34 Method of Determining User Preferences for the Personalized Recommender Systems for Public Transport Passengers
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Title
Analysis of Images, Social Networks and Texts
Published by
Springer International Publishing, April 2020
DOI 10.1007/978-3-030-39575-9
ISBNs
978-3-03-039574-2, 978-3-03-039575-9
Editors

van der Aalst, Wil M. P., Batagelj, Vladimir, Ignatov, Dmitry I., Khachay, Michael, Kuskova, Valentina, Kutuzov, Andrey, Kuznetsov, Sergei O., Lomazova, Irina A., Loukachevitch, Natalia, Napoli, Amedeo, Pardalos, Panos M., Pelillo, Marcello, Savchenko, Andrey V., Tutubalina, Elena

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