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ویرایش: نویسندگان: Silvia Chiusano, Tania Cerquitelli, Robert Wrembel, Kjetil Nørvåg, Barbara Catania, Genoveva Vargas-Solar, Ester Zumpano سری: Communications in Computer and Information Science, 1652 ISBN (شابک) : 3031157427, 9783031157424 ناشر: Springer سال نشر: 2022 تعداد صفحات: 689 [675] زبان: English فرمت فایل : PDF (درصورت درخواست کاربر به PDF، EPUB یا AZW3 تبدیل می شود) حجم فایل: 42 Mb
در صورت تبدیل فایل کتاب New Trends in Database and Information Systems: ADBIS 2022 Short Papers, Doctoral Consortium and Workshops: DOING, K-GALS, MADEISD, MegaData, SWODCH, Turin, Italy September 5-8, 2022, Proceedings به فرمت های PDF، EPUB، AZW3، MOBI و یا DJVU می توانید به پشتیبان اطلاع دهید تا فایل مورد نظر را تبدیل نمایند.
توجه داشته باشید کتاب روندهای جدید در پایگاه داده و سیستم های اطلاعاتی: مقالات کوتاه ADBIS 2022، کنسرسیوم دکترا و کارگاه های آموزشی: DOING، K-GALS، MADEISD، MegaData، SWODCH، تورین، ایتالیا 5-8 سپتامبر 2022، مجموعه مقالات نسخه زبان اصلی می باشد و کتاب ترجمه شده به فارسی نمی باشد. وبسایت اینترنشنال لایبرری ارائه دهنده کتاب های زبان اصلی می باشد و هیچ گونه کتاب ترجمه شده یا نوشته شده به فارسی را ارائه نمی دهد.
The 29 short papers presented were carefully reviewed and selected from 90 submissions. The selected short papers are organized in the following sections: data understanding, modeling and visualization; fairness in data processing; data understanding, modeling and visualization; data access optimization; data pre-processing and cleaning; data science and machine learning.
Further, papers from the following workshops and satellite events are provided in the volume: DOING: 3rd Workshop on Intelligent Data – From Data toKnowledg; K-GALS: 1st Workshop on Knowledge Graphs Analysis ona Large Scale; MADEISD: 4th Workshop on Modern Approaches in DataEngineering and Information System Design; MegaData: 2nd Workshop on Advanced Data Systems Management, Engineering, and Analytics; SWODCH: 2nd Workshop on Semantic Web and OntologyDesign for Cultural Heritage; Doctoral Consortium.
Preface Organization Contents ADBIS Short Papers: Data Understanding, Modeling and Visualization On an Extensible Conceptual Data Model by a Non-formal Example 1 Introduction 2 Formal Bases 3 An Extensible Conceptual Data Model 3.1 Formalization of Hierarchical Relations 3.2 Conceptual Schema 4 Formal Semantics of Hierarchical Relations Algebra 5 The Conceptual Data Model Extensibility Concept 5.1 Non-formal Example of Extending the Conceptual Data Model 6 Related Work 7 Conclusions References Understanding Misinformation About COVID-19 in WhatsApp Messages 1 Introduction 2 Related Work 3 COVID-19.BR Data Set 4 Understanding Misinformation About COVID-19 Using LIME and LIWC 4.1 Applying LIME 4.2 Applying LIWC 5 Conclusion References Automatic Inference of Taxonomy Relationships Among Legal Documents 1 Introduction 2 Related Work 3 The Classification System 3.1 Preliminaries 3.2 Problem Statement 3.3 Text Representations 3.4 Classifiers 4 Experimental Results 4.1 Experimental Design 4.2 Results Discussion 5 Takeaways and Future Directions References Visualisation of Numerical Query Results on Industrial Data Streams 1 Introduction 2 State of the Art 3 The DISPLAY Operator 4 Experimental Validation 5 Conclusions and Contributions References ADBIS Short Papers: Fairness in Data processing Clustering-Based Subgroup Detection for Automated Fairness Analysis 1 Introduction 2 Related Work 3 AI Fairness 3.1 Subgroup Fairness Metrics 4 Automatic Subgroup Detection 5 Results 6 Conclusion and Future Work References Open Science in the Cloud: The CloudFAIR Architecture for FAIR-compliant Repositories 1 Introduction 2 The BigFAIR Architecture 3 The CloudFAIR Architecture 4 Performance Evaluation 4.1 Queries Involving Different Storage Components 4.2 Effect of the Number of Data Providers 5 Conclusions and Future Work References Detecting Simpson's Paradox: A Step Towards Fairness in Machine Learning 1 Introduction 2 Yule-Simpson's Paradox 3 Detecting Simpson's Paradox 3.1 Algorithm 4 Experiments 4.1 Datasets 5 Discussion and Future Work 6 Conclusion References ADBIS Short Papers: Data Management Pipeline, Information and Process Retrieval FusionFlow: An Integrated System Workflow for Gene Fusion Detection in Genomic Samples 1 Introduction 2 The Workflow 2.1 Architecture 3 Workflow Test and Discussion 4 Conclusions References ProSA Pipeline: Provenance Conquers the Chase 1 Introduction 2 Basics and Related Work 3 The ProSA-Pipeline 3.1 The Theory Behind ProSA 3.2 The Steps of the ProSA Pipeline 3.3 Implementing ProSA 4 Conclusion References A Tabular Open Data Search Engine Based on Word Embeddings for Data Integration 1 Introduction 2 Related Work 3 Tabular Open Data Search and Integration with Word Embeddings 3.1 Crawler 3.2 Storage 3.3 Microservice 3.4 Web Application 4 Using Search! 5 Conclusions and Future Work References The Use of M2P in Business Process Improvement and Optimization 1 Introduction 2 Related Works 3 Preliminaries 3.1 Business Process Management (BPM) 3.2 Business Process Improvement 3.3 Business Process Modelling 3.4 Unified Modelling Language 3.5 Model Transformation 4 Contribution 4.1 Transformation Table 4.2 The Algorithm of Transformation 4.3 Insurance Claim Case Study 5 Conclusion and Future Works References Embedding Process Structure in Activities for Process Mapping and Comparison 1 Introduction 2 Related Work 3 Methods 4 Case Study 4.1 Settings 4.2 Results 5 Conclusions References ADBIS Short Papers: Data Access Optimization Bulk Loading of the Secondary Index in LSM-Based Stores for Flash Memory 1 Introduction 2 Bulk Loading of the Secondary Index 2.1 LSM Tree 2.2 Bulk Loading Outline 2.3 Bulk Loading for Flash Memory 3 Proposed Solution 4 Experiments 5 Conclusions References Blink: Lightweight Sample Runs for Cost Optimization of Big Data Applications 1 Introduction 2 Related Work 3 Background 4 Efficient Sample Runs 4.1 Size of Sample Runs 4.2 Parallelism 4.3 Cluster Configuration 4.4 Number of Sample Runs 5 Blink 5.1 Sample Runs Manager 5.2 Data Size Predictor 5.3 Execution Memory Predictor 5.4 Cluster Size Selector 6 Evaluation 6.1 Selected Cluster Size 6.2 Overhead of Sample Runs 7 Conclusion References ADBIS Short Papers: Data Pre-processing and Cleaning A RoBERTa Based Approach for Address Validation 1 Introduction 2 Related Work 2.1 Address Parsing 2.2 Address Classification 3 Address Validation Approach 3.1 Address Standardization 3.2 Address Classification 4 Evaluation 4.1 Experimental Setting 4.2 Address Parsing Evaluation 4.3 Address Classification Evaluation 5 Conclusion References Empirical Comparison of Semantic Similarity Measures for Technical Question Answering 1 Introduction 1.1 Document Retrieval 1.2 Technical Question Answering 1.3 Semantic Similarity Measures 2 Compared Methods 2.1 Keyword Extraction Based Methods 2.2 Word Vector Based Methods 2.3 Deep Learning Based Methods 3 Computational Comparison 3.1 Evaluation Data 3.2 Evaluation Measures 3.3 Results 4 Conclusion and Further Works References Denoising Architecture for Unsupervised Anomaly Detection in Time-Series 1 Introduction 2 Related Work 3 Unsupervised Time-Series Anomaly Detection 4 Anomaly Detection Using LSTM Autoencoder 5 The Denoising Architecture 6 Experimental Results 6.1 Datasets 6.2 Experimental Setup 6.3 Benchmarking Results 7 Conclusion References Discretizing Numerical Attributes: An Analysis of Human Perceptions 1 Introduction 2 Related Work 3 Motivation 4 The LSQM Method 5 Experimental Design 6 Analysis and Result 7 Conclusion References ADBIS Short Papers: Modeling and Querying of Graph Databases Interactive Knowledge Graph Querying Through Examples and Facets 1 Introduction 2 Model 2.1 Knowledge Graphs 2.2 Interaction Model 2.3 Multiple Semantics for User Interactions 3 Optimizing the Interaction 3.1 Assuming Known Probabilities 3.2 Estimating the Probabilities 4 Related Work References It's Too Noisy in Here: Using Projection to Improve Differential Privacy on RDF Graphs 1 Introduction 2 Background: Differential Privacy 2.1 Definition of Differential Privacy 2.2 Noise Calibration 2.3 Sensitivity and Privacy on (Bounded QL-Out-Degree) Graphs 3 Related Work 3.1 Models and Distances for DP on Graphs 3.2 Applying DP on Graphs 3.3 Privacy over RDF 4 Proposed Approach: From a Subspace with Low-Sensitivity Queries to G 4.1 Proposed Projection Method 4.2 Privacy and Projections 4.3 Privacy on Unbounded Graphs Through Projection 5 Analytical and Experimental Evaluation 5.1 Considered Query and Interest of the Approach 5.2 Overall Utility of the Approach 6 Conclusion References Modeling and Querying Sensor Networks Using Temporal Graph Databases 1 Introduction and Related Work 2 Background and Preliminary Definitions 3 Temporal Graphs for Sensor Networks 4 Temporal Paths in Sensor Networks 5 Computing the Paths 6 Conclusion and Future Work References Indexing Continuous Paths in Temporal Graphs 1 Introduction 2 Background 3 An Index for Continuous Paths: TGIndex 4 Using the Index 5 Experimental Evaluation 6 Conclusion References ADBIS Short Papers: Data Science and Machine Learning Unsupervised Extractive Text Summarization Using Frequency-Based Sentence Clustering 1 Introduction 2 Related Works 3 Proposal 3.1 Linguistic Pre-processing 3.2 Sentence Feature Vector Representation 3.3 Sentence Clustering 3.4 Summary Building 4 Experimental Evaluation 4.1 Prototype Implementation 4.2 Experimental Metrics 4.3 Experimental Data 4.4 Experimental Results 5 Conclusion References Experimental Comparison of Theory-Guided Deep Learning Algorithms 1 Introduction 2 Related Works 2.1 Knowledge Source 2.2 Knowledge Representation 2.3 Knowledge Integration 3 Datasets and Methods 3.1 Lake Temperature 3.2 Convective Movements in Climate Modeling 4 Experimental Results 5 Conclusions References Hyper-parameters Tuning of Artificial Neural Networks: An Application in the Field of Recommender Systems 1 Introduction 2 Related Work 3 Background 3.1 Activation Functions 3.2 Weight Initialization 4 Experiments 4.1 Datasets 4.2 Evaluation Metrics 4.3 CiteULike Experiments in Recommendation of Scientific Publications 4.4 AMiner Citation Network Experiments 5 Discussion of the Experimental Results 6 Conclusion and Future Work References Exploring Latent Space Using a Non-linear Dimensionality Reduction Algorithm for Style Transfer Application 1 Introduction 2 Related Work 3 Methodology 4 Experimental Validation 4.1 The Dataset 4.2 Visualization 4.3 Comparing the Results 5 Evaluation 5.1 Survey Results 5.2 Survey Validation 6 Discussion and Future Directions References A Novel Method for University Ranking: Bounded Skyline 1 Introduction 2 Skyline and Rainbow Ranking 3 Motivation 4 Experiments 5 Conclusion References QLDT: A Decision Tree Based on Quantum Logic 1 Introduction and Related Work 2 Commuting Quantum Query Language (CQQL) 3 Extraction of Minterms and Finding the Output Threshold 4 Quantum Logic Decision Tree 5 Experiment 6 Conclusion References DOING: 3rd Workshop on Intelligent Data – From Data to Knowledge DOING: 3rd Workshop on Intelligent Data – From Data to Knowledge Workshop Chairs Program Committee Members Additional Reviewer Using Provenance in Data Analytics for Seismology: Challenges and Directions 1 Introduction 2 Related Work 3 Motivation Use Case 4 Exploring Geophysics Data Guided by Provenance 5 Conclusion and Future Work References Storing Feature Vectors in Relational Image Data Warehouses 1 Introduction 2 Processing the Similarity Search Predicate in Spark 3 Designing Image Data Warehouses 4 Experimental Evaluation 5 Guidelines for Designing Image Data Warehouses 6 Conclusions and Future Work References Automatic Classification of Stigmatizing Articles of Mental Illness: The Case of Portuguese Online Newspapers 1 Introduction 2 Background 3 Methodology 3.1 Data Collection 3.2 Filtering and Manual Data Annotation 3.3 Preprocessing 3.4 Automatic Classification and Topic Modeling 4 Results and Discussion 5 Conclusion References A Multiplex Network Framework Based Recommendation Systems for Technology Intelligence 1 Introduction 2 Related Work 3 Our Approach 3.1 Multiplex Network 3.2 Multiplex Networks Modeling 3.3 Manipulations with Neo4j 3.4 Workflow of Recommendations 4 Conclusion References Relation Extraction from Clinical Cases for a Knowledge Graph 1 Introduction 2 Related Work 3 Corpus and Entity Extraction 4 Typology of Relations 5 Rule-Based Relation Extraction 6 Experimental Results 7 Conclusions References Privacy Operators for Semantic Graph Databases as Graph Rewriting 1 Introduction and Related Work 2 Background and Setting 2.1 Attributed Multigraphs 2.2 Running Example and Motivation 2.3 Graph Rewriting Rules 3 Operators 3.1 Blank Node Creation 3.2 Randomized Edge Selection for Local Differential Privacy 4 Conclusion References K-GALS: 1st Workshop on Knowledge Graphs Analysis on a Large Scale K-GALS: 1st Workshop on Knowledge Graphs Analysis on a Large Scale Workshop Chairs Program Committee Members A Collaborative Filtering Approach for Drug Repurposing 1 Introdution 2 Methods 2.1 Pipeline 2.2 Implementation of the Recommendation System 2.3 Visualization 3 Preliminary Results 4 Conclusion References A Review: Biological Insights on Knowledge Graphs 1 Introduction 2 Knowledge Graphs in Bioinformatics 2.1 Methods of Knowledge Graph Embedding 3 Open Research Problems 3.1 Construction and Integration of Knowledge Graphs 3.2 Performance 3.3 Explainable Predictions 4 Discussion and Conclusion References CiteRank: A Method to Evaluate Researchers Influence Based on Citation and Collaboration Networks 1 Introduction 2 Related Works 3 Method 3.1 Citation Network 3.2 The PageRank Algorithm 3.3 From PageRank to CiteRank 4 Experimental Analysis 5 Conclusion References MADEISD: 4th Workshop on Modern Approaches in Data Engineering and Information System Design MADEISD: 4th Workshop on Modern Approaches in Data Engineering and Information System Design Workshop Chairs Program Committee Members Abstract Machine for Operational Semantics of Domain-Specific Language 1 Introduction 2 Domain-Specific Languages and Language for Robot 3 Abstract Machine for DSL – Theory and Development of Method 4 Application Design 5 Functionality of Application 6 Conclusion References Machine Learning-Based Model Categorization Using Textual and Structural Features 1 Introduction 2 Literature Review 3 Proposed Approach 3.1 Pre-processing 3.2 Feature Vectorization 3.3 Baseline Machine Learning Algorithms 4 Experimental Study 4.1 Evaluation Metrics 4.2 Implementation Details 4.3 Experimental Results 5 Conclusion References Architecture Design of a Networked Music Performance Platform for a Chamber Choir 1 Introduction and Related Work 1.1 Real-Time Communication 1.2 In-Person Music Performance 1.3 Networked Music Performance 1.4 Contribution 2 Experimental Setup 2.1 Zoom@Home Architecture: A Simple Conferencing Tool 2.2 Jamulus@Home Architecture: NMP with Choristers at Home 2.3 Jamulus@University Architecture: Low-Latency Audio + Video, Choristers and Conductor at the University 3 Results 3.1 Assessment of the Zoom@Home Architecture 3.2 Assessment of the Jamulus@Home Architecture 3.3 Assessment of the Jamulus@University Architecture 3.4 Statistical Analysis 3.5 Proposed Architecture, Recommendations and Good Practices 4 Summary References Defining Software Architecture Modalities Based on Event Sourcing Architecture Pattern 1 Introduction 1.1 Command Query Responsibility Segregation - CQRS 1.2 Event Sourcing 1.3 Mediator 1.4 Service Fabric 2 Proposed Software Architecture 2.1 Modality 1 2.2 Modality 2 2.3 Modality 3 3 Conclusion References Supporting Data Types in Neo4j 1 Introduction 2 Literature Overview 3 Data Types 4 Implementation of Custom Data Types in Neo4j 4.1 Implementation Using SHACL Validation 4.2 Implementation Using APOC Trigger 4.3 Comparation of Two Suggested Implementations 5 Discussion 6 Conclusion References Systematic Literature Review for Emotion Recognition from EEG Signals 1 Introduction 2 Literature Review Process Design and Execution 3 Results 3.1 Datasets 3.2 Electrodes 3.3 EEG Features and Features Extraction Methods 3.4 Feature Selection Methods 3.5 Emotions 3.6 Algorithms 4 Summary References Semantically-Driven Secure Task Execution over Wireless Sensor Networks 1 Introduction 2 Related Work 3 Contribution 3.1 Onion Routing for Secure Task Execution over WSN 3.2 Query Construction and Execution 4 Evaluation and Results 5 Conclusion References MegaData: 2nd Workshop on Advanced Data Systems Management, Engineering, and Analytics MegaData: 2nd Workshop on Advanced Data Systems Management, Engineering, and Analytics Workshop Chairs Program Committee Members Stored and Inherited Relations with PKN Foreign Keys 1 Introduction 2 Natural SIRs 2.1 SIRs by Example 2.2 Foreign Keys for SIRs 2.3 Basic Natural SIRs 2.4 Compound Natural SIRs 2.5 Inferring Explicit Schemes of Natural SIRs 3 SIRs with PKN FKs and Explicit IAs 4 Altering SIRs with FKs 5 Implementing SIRs 6 Conclusion References Implementing the Comparison-Based External Sort 1 Introduction 2 Background 3 Related Work and Motivation 3.1 Related Work 3.2 Motivation 4 Proposed Solution 4.1 PosDB Basics 4.2 Operator Implementation 5 Experiments 6 Conclusion References Document Versioning for MongoDB 1 Introduction 2 Related Work 3 The Versioning Solution 3.1 The Document Versioning Pattern 3.2 Implementation 4 Evaluation 5 Conclusion References SWODCH: 2nd Workshop on Semantic Web and Ontology Design for Cultural Heritage SWODCH: 2nd Workshop on Semantic Web and Ontology Design for Cultural Heritage Workshop Chairs Program Committee Members Developing and Aligning a Detailed Controlled Vocabulary for Artwork 1 Introduction 2 Related Work 3 Materials: ICCD Controlled Vocabularies and ArCo KG Textual Descriptions 4 Methodology 4.1 Matching and Alignment Algorithm 4.2 Linking with Getty's AAT 5 Results and Evaluation 5.1 Evaluation of the Text Matching and Alignment Algorithm 5.2 Evaluation of the Linking with the Getty's AAT Vocabulary 6 Conclusion and Future Work References Using Wikibase for Managing Cultural Heritage Linked Open Data Based on CIDOC CRM 1 Introduction 2 Related Work 3 WB-CIDOC – Wikibase for CIDOC CRM 4 Case WarSampo – Finnish World War II Data 5 Discussion References Megalithism Representation in CIDOC-CRM 1 Introduction 2 CIDOC CRM 3 Defining Megalithism 4 Discussion References Ontology for Analytic Claims in Music 1 Introduction 2 Musical Works: A (Partial) Review of the State of the Art 3 Ontology for Analytic Claims in Music (OMAC) 3.1 OMAC – Musical Work Module 3.2 OMAC – Analytic Claim Module 4 Conclusions References Testing the Word-Based Model in the Ontological Analysis of Modern Greek Derivational Morphology 1 Introduction 2 Morphological Analysis 3 Ontological Analysis 4 Discussion 5 Conclusion and Future Research References Analyses of Networks of Politicians Based on Linked Data: Case ParliamentSampo – Parliament of Finland on the Semantic Web 1 Introduction 2 Related Works 3 A Data Model and Service for Speech Networks 4 Analyzing Networks of Politicians 5 Discussion References Neural Word Sense Disambiguation to Prune a Large Knowledge Graph of the Italian Cultural Heritage 1 Introduction 2 Motivations and Related Work 3 Approach 4 Evaluation 5 Conclusions References Doctoral Consortium Workshop Chairs Program Committee Members Querying Sensor Networks Using Temporal Property Graphs 1 Introduction 2 The Proposed Approach 3 Results 4 Future Work and Conclusion References Formalization of Data Integration Transformations 1 Introduction 2 Information Preservation 3 Related Work 4 Transformation Patterns 4.1 Definition 4.2 Example 5 Expanding the Catalogue 6 Conclusion and Future Work References Models and Query Languages for Temporal Property Graph Databases 1 Problem Statement and Motivation 2 Related Work 3 Our Approach and First Results 4 Current Work and Open Problems 5 Conclusion References Termination and Confluence of an Extended CHASE Algorithm 1 Introduction and Motivation 2 Formalizing Problems in Terms of the CHASE 3 Main Tasks of the PhD Thesis 4 Related Work 5 The CHASE Algorithm 5.1 Introduction to CHASE Extensions Using Matrix Addition as an Example 5.2 Confluence and Termination of the Example 6 Conclusions and Future Work References Towards Prescriptive Analyses of Querying Large Knowledge Graphs 1 Introduction 2 State of the Art 3 Methodology 4 Proposed Approach 4.1 Assessing the Replicability (Micro1 (1)) 4.2 Deciding over Complex Solution Space (Micro2 (2)) 4.3 Employing the Query Workload (Micro3 (3)) 5 Results 5.1 Replicability Results 5.2 Results of BenchRank Criteria 6 Conclusion and Future Work References Knowledge Extraction from Biological and Social Graphs 1 Introduction 1.1 Social Networks 1.2 Precision Medicine 2 State of the Art 2.1 Optimization of Advertising Campaigns 2.2 Node/Edge Centrality Measures in the Biological Context 2.3 Prediction of lncRNA-Diseases Associations 3 Methods 3.1 Big Data Technologies 3.2 Optimization of Advertising Campaigns 3.3 Node/Edge Centrality Measures in the Biological Context 3.4 Prediction of lncRNA-Diseases Associations 4 Results 4.1 Optimization of Advertising Campaigns 4.2 Node/Edge Centrality Measures in the Biological Context 4.3 Prediction of lncRNA-Diseases Associations 5 Conclusion and Future Work References Digital Twins for Urban Mobility 1 Introduction 2 Traffic and Air Quality Digital Twin 2.1 Data Collection 2.2 Simulation Models 2.3 Data Visualization 3 Graph-Based Multi-modal Mobility Digital Twin 3.1 The Road Network Layers 3.2 The Cycle Paths Network Layer 3.3 The Public Transport Network Layer 4 Conclusions References Author Index