Data Analytics and Management in Data Intensive Domains: 21st International Conference, DAMDID/RCDL 2019, Kazan, Russia, October 15-18, 2019, Revised Selected Papers
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| Format: | Electronic eBook |
| Language: | English |
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Cham
Springer International Publishing AG
2020
|
| Series: | Communications in Computer and Information Science Ser.
v.1223 |
| Subjects: | |
| Item Description: | Description based on publisher supplied metadata and other sources |
| Physical Description: | 1 Online-Ressource (251 pages) |
| ISBN: | 9783030519131 |
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| 505 | 8 | |a Intro -- Preface -- Organization -- Contents -- I Advanced Data Analysis Methods -- Three Simple Approaches to Combining Neural Networks with Algorithms -- 1 Introduction -- 2 Example Task: Handwriting Recognition -- 3 Structured Pooling -- 4 Unrolling Iterations -- 5 Explicit Derivatives w.r.t the Input -- 6 Conclusion -- References -- Methodology for Automated Identifying Food Export Potential -- 1 Introduction -- 2 Related Work -- 3 Framework for Export Gain Forecasting -- 4 Automated Evaluation of Technologies -- 5 Results and Discussion -- 6 Conclusion -- References -- I Data Infrastructures and Integrated Information Systems -- Integration of the JINR Hybrid Computing Resources with the DIRAC Interware for Data Intensive Applications -- 1 Introduction -- 2 DIRAC Interware -- 2.1 Massive Operations -- 2.2 Multi-community Services -- 2.3 DIRAC Software Evolution -- 3 JINR Computing Resources -- 3.1 Computing Resources -- 3.2 Storage Resources -- 4 JINR DIRAC Installation -- 4.1 Use Cases in JINR -- 5 JINR Resource Performance Evaluation -- 5.1 Performance Test of Storage Resources -- 5.2 Performance Test of Computing Resources -- 6 Conclusion -- References -- On Information Search Measures and Metrics Within Integration of Information Systems on Inorganic Substances Properties -- 1 Introduction -- 2 The Current State of the Problem -- 2.1 Heterogeneous Information Systems -- 2.2 Chemical Objects Hierarchy -- 2.3 Metabase Structure -- 3 A Set-Theoretic Approach to Relevance Evaluation -- 4 Graph Approach to Relevance Assessment -- 5 Discussion and Further Model Development -- 6 Conclusion -- References -- I Models, Ontologies and Applications -- Models Are Functioning in Scenarios -- 1 Introduction -- 2 Case Study on Some Scenarios for Model Utilisation -- 3 Model Conceptions for These Scenarios -- 4 Model Development -- 5 Conclusion | |
| 505 | 8 | |a References -- Applied Ontologies for Managing Graphic Resources in Quantitative Spectroscopy -- 1 Introduction -- 2 GrafOnto Collection of Scientific Graphics -- 3 Formation of Virtual Specific Composite Plot -- 4 Problems of Matching a Cited Primitive Plot and Its Original -- 5 Managing Graphical Resources in GrafOnto Collection -- 6 Applied Ontologies of Scientific Plots and Figures in Spectroscopy -- 6.1 Basic Ontology and Applied Ontologies of Domain Problems -- 6.2 Main Classes -- 6.3 Main Properties -- 6.4 Main Types of Individuals -- 7 Conclusion -- References -- I Data Analysis in Astronomy -- Realization of Different Techniques for Anomaly Detection in Astronomical Databases -- 1 Introduction -- 2 Data Preprocessing -- 2.1 Open Supernova Catalog -- 2.2 Light Curves Approximation -- 3 Anomaly Detection -- 3.1 Gaussian Mixture Model -- 3.2 Local Outlier Factor -- 3.3 One-Class Support Vector Machine -- 3.4 Isolation Forest -- 3.5 Active Anomaly Detection -- 3.6 Random Sampling -- 4 Results -- 4.1 Comparison of Performance of Anomaly Detection Methods -- 5 Conclusions -- References -- Modern Astronomical Surveys for Parameterization of Stars and Interstellar Medium -- 1 Introduction -- 2 Interstellar Extinction Maps -- 3 Multicolor Photometry and Parameterization of Stars -- 3.1 Parameterization Procedure -- 3.2 Relations Between Spectral Classes and Atmospheric Parameters -- 3.3 Modifications of the Procedure -- 4 Sky Surveys and Cross-Matching -- 4.1 Sky Surveys Selection -- 4.2 Cross-Matching of Surveys -- 4.3 Selection of Sky Areas -- 5 Results and Discussion -- 6 Future Plans -- 6.1 Coming Photometric Surveys -- 6.2 Use of Spectral Surveys in Parameterization -- 7 Conclusion -- References -- Searching for Optical Counterparts of LIGO/Virgo Events in O2 Run -- 1 Introduction -- 2 The Optical Transient Search Procedure -- 3 Results | |
| 505 | 8 | |a 3.1 LIGO/Virgo G299232: Compact Binary Coalescence Candidate -- 3.2 Observations of LIGO/Virgo Optical Candidates -- 4 Summary -- References -- I Information Extraction from Text -- Google Books Ngram: Problems of Representativeness and Data Reliability -- 1 Introduction -- 2 OCR Errors -- 3 Representativeness (Balance) -- 4 Errors in Metadata -- 5 The Use of GBN -- 6 Directions in Enhancing the Results -- 7 Conclusion -- Appendix. The List of 100 Most Frequent Words with the ORC Errors -- References -- Method for Expert Search Using Topical Similarity of Documents -- 1 Introduction -- 2 Related Works -- 3 Expert Search Methods -- 3.1 Similar Document Retrieval -- 3.2 Topic Modeling -- 4 Description of the Experimental Setup -- 4.1 Dataset Description -- 4.2 Evaluation Methodology -- 5 Parameters Tuning -- 5.1 SDR Method -- 5.2 Topic Modeling -- 6 Experimental Results -- 7 Conclusion -- References -- Depression Detection from Social Media Profiles -- 1 Introduction -- 2 Related Work -- 3 Dataset -- 4 Features and Methods -- 4.1 Feature Sets -- 4.2 Evaluation Setup -- 5 Results of Experiments -- 6 Conclusion -- References -- Tatar WordNet: The Sources and the Component Parts -- 1 Introduction -- 2 Related Works -- 3 Tatar Socio-Political Thesaurus: Methodological Issues of Compiling and Current State -- 4 Tatar Thesaurus Data for Wordnet Implementation: Case of Nouns -- 5 Tatar Translation of RuWordNet -- 6 Database of Semantic Classes of Verbs -- 7 Conclusion -- References -- I Distributed Computing -- An Approach to Fuzzy Clustering of Big Data Inside a Parallel Relational DBMS -- 1 Introduction -- 2 Related Work -- 3 Encapsulation of Partitioned Parallelism into a Serial DBMS -- 3.1 Basic Ideas -- 3.2 Implementation with PostgreSQL -- 4 Fuzzy Clustering Inside a Parallel DBMS -- 4.1 Notations and Definitions -- 4.2 The PgFCM Algorithm | |
| 505 | 8 | |a 5 The Experiments -- 6 Conclusions -- References -- I Data Science for Education -- Issues and Lessons Learned in the Development of Academic Study Programs in Data Science -- 1 Introduction -- 2 Related Work -- 3 Interdisciplinarity as a Key Requirement in Data Science Academic Education -- 4 Study Programs in Information Engineering -- 5 Past and Recent Experiences -- 5.1 Design and Accreditation of the Study Programs -- 5.2 Enrollment Process and Study Program Recognition -- 5.3 Study Program Execution -- 5.4 Reaccreditation of the Study Programs -- 6 Conclusion -- References -- Author Index | |
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| contents | Intro -- Preface -- Organization -- Contents -- I Advanced Data Analysis Methods -- Three Simple Approaches to Combining Neural Networks with Algorithms -- 1 Introduction -- 2 Example Task: Handwriting Recognition -- 3 Structured Pooling -- 4 Unrolling Iterations -- 5 Explicit Derivatives w.r.t the Input -- 6 Conclusion -- References -- Methodology for Automated Identifying Food Export Potential -- 1 Introduction -- 2 Related Work -- 3 Framework for Export Gain Forecasting -- 4 Automated Evaluation of Technologies -- 5 Results and Discussion -- 6 Conclusion -- References -- I Data Infrastructures and Integrated Information Systems -- Integration of the JINR Hybrid Computing Resources with the DIRAC Interware for Data Intensive Applications -- 1 Introduction -- 2 DIRAC Interware -- 2.1 Massive Operations -- 2.2 Multi-community Services -- 2.3 DIRAC Software Evolution -- 3 JINR Computing Resources -- 3.1 Computing Resources -- 3.2 Storage Resources -- 4 JINR DIRAC Installation -- 4.1 Use Cases in JINR -- 5 JINR Resource Performance Evaluation -- 5.1 Performance Test of Storage Resources -- 5.2 Performance Test of Computing Resources -- 6 Conclusion -- References -- On Information Search Measures and Metrics Within Integration of Information Systems on Inorganic Substances Properties -- 1 Introduction -- 2 The Current State of the Problem -- 2.1 Heterogeneous Information Systems -- 2.2 Chemical Objects Hierarchy -- 2.3 Metabase Structure -- 3 A Set-Theoretic Approach to Relevance Evaluation -- 4 Graph Approach to Relevance Assessment -- 5 Discussion and Further Model Development -- 6 Conclusion -- References -- I Models, Ontologies and Applications -- Models Are Functioning in Scenarios -- 1 Introduction -- 2 Case Study on Some Scenarios for Model Utilisation -- 3 Model Conceptions for These Scenarios -- 4 Model Development -- 5 Conclusion References -- Applied Ontologies for Managing Graphic Resources in Quantitative Spectroscopy -- 1 Introduction -- 2 GrafOnto Collection of Scientific Graphics -- 3 Formation of Virtual Specific Composite Plot -- 4 Problems of Matching a Cited Primitive Plot and Its Original -- 5 Managing Graphical Resources in GrafOnto Collection -- 6 Applied Ontologies of Scientific Plots and Figures in Spectroscopy -- 6.1 Basic Ontology and Applied Ontologies of Domain Problems -- 6.2 Main Classes -- 6.3 Main Properties -- 6.4 Main Types of Individuals -- 7 Conclusion -- References -- I Data Analysis in Astronomy -- Realization of Different Techniques for Anomaly Detection in Astronomical Databases -- 1 Introduction -- 2 Data Preprocessing -- 2.1 Open Supernova Catalog -- 2.2 Light Curves Approximation -- 3 Anomaly Detection -- 3.1 Gaussian Mixture Model -- 3.2 Local Outlier Factor -- 3.3 One-Class Support Vector Machine -- 3.4 Isolation Forest -- 3.5 Active Anomaly Detection -- 3.6 Random Sampling -- 4 Results -- 4.1 Comparison of Performance of Anomaly Detection Methods -- 5 Conclusions -- References -- Modern Astronomical Surveys for Parameterization of Stars and Interstellar Medium -- 1 Introduction -- 2 Interstellar Extinction Maps -- 3 Multicolor Photometry and Parameterization of Stars -- 3.1 Parameterization Procedure -- 3.2 Relations Between Spectral Classes and Atmospheric Parameters -- 3.3 Modifications of the Procedure -- 4 Sky Surveys and Cross-Matching -- 4.1 Sky Surveys Selection -- 4.2 Cross-Matching of Surveys -- 4.3 Selection of Sky Areas -- 5 Results and Discussion -- 6 Future Plans -- 6.1 Coming Photometric Surveys -- 6.2 Use of Spectral Surveys in Parameterization -- 7 Conclusion -- References -- Searching for Optical Counterparts of LIGO/Virgo Events in O2 Run -- 1 Introduction -- 2 The Optical Transient Search Procedure -- 3 Results 3.1 LIGO/Virgo G299232: Compact Binary Coalescence Candidate -- 3.2 Observations of LIGO/Virgo Optical Candidates -- 4 Summary -- References -- I Information Extraction from Text -- Google Books Ngram: Problems of Representativeness and Data Reliability -- 1 Introduction -- 2 OCR Errors -- 3 Representativeness (Balance) -- 4 Errors in Metadata -- 5 The Use of GBN -- 6 Directions in Enhancing the Results -- 7 Conclusion -- Appendix. The List of 100 Most Frequent Words with the ORC Errors -- References -- Method for Expert Search Using Topical Similarity of Documents -- 1 Introduction -- 2 Related Works -- 3 Expert Search Methods -- 3.1 Similar Document Retrieval -- 3.2 Topic Modeling -- 4 Description of the Experimental Setup -- 4.1 Dataset Description -- 4.2 Evaluation Methodology -- 5 Parameters Tuning -- 5.1 SDR Method -- 5.2 Topic Modeling -- 6 Experimental Results -- 7 Conclusion -- References -- Depression Detection from Social Media Profiles -- 1 Introduction -- 2 Related Work -- 3 Dataset -- 4 Features and Methods -- 4.1 Feature Sets -- 4.2 Evaluation Setup -- 5 Results of Experiments -- 6 Conclusion -- References -- Tatar WordNet: The Sources and the Component Parts -- 1 Introduction -- 2 Related Works -- 3 Tatar Socio-Political Thesaurus: Methodological Issues of Compiling and Current State -- 4 Tatar Thesaurus Data for Wordnet Implementation: Case of Nouns -- 5 Tatar Translation of RuWordNet -- 6 Database of Semantic Classes of Verbs -- 7 Conclusion -- References -- I Distributed Computing -- An Approach to Fuzzy Clustering of Big Data Inside a Parallel Relational DBMS -- 1 Introduction -- 2 Related Work -- 3 Encapsulation of Partitioned Parallelism into a Serial DBMS -- 3.1 Basic Ideas -- 3.2 Implementation with PostgreSQL -- 4 Fuzzy Clustering Inside a Parallel DBMS -- 4.1 Notations and Definitions -- 4.2 The PgFCM Algorithm 5 The Experiments -- 6 Conclusions -- References -- I Data Science for Education -- Issues and Lessons Learned in the Development of Academic Study Programs in Data Science -- 1 Introduction -- 2 Related Work -- 3 Interdisciplinarity as a Key Requirement in Data Science Academic Education -- 4 Study Programs in Information Engineering -- 5 Past and Recent Experiences -- 5.1 Design and Accreditation of the Study Programs -- 5.2 Enrollment Process and Study Program Recognition -- 5.3 Study Program Execution -- 5.4 Reaccreditation of the Study Programs -- 6 Conclusion -- References -- Author Index |
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| discipline | Wirtschaftswissenschaften |
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| id | DE-604.BV048222995 |
| illustrated | Not Illustrated |
| indexdate | 2024-12-20T19:38:57Z |
| institution | BVB |
| isbn | 9783030519131 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-033603727 |
| oclc_num | 1182835174 |
| open_access_boolean | |
| physical | 1 Online-Ressource (251 pages) |
| psigel | ZDB-30-PQE |
| publishDate | 2020 |
| publishDateSearch | 2020 |
| publishDateSort | 2020 |
| publisher | Springer International Publishing AG |
| record_format | marc |
| series2 | Communications in Computer and Information Science Ser. |
| spelling | Elizarov, Alexander Verfasser aut Data Analytics and Management in Data Intensive Domains 21st International Conference, DAMDID/RCDL 2019, Kazan, Russia, October 15-18, 2019, Revised Selected Papers Cham Springer International Publishing AG 2020 ©2020 1 Online-Ressource (251 pages) txt rdacontent c rdamedia cr rdacarrier Communications in Computer and Information Science Ser. v.1223 Description based on publisher supplied metadata and other sources Intro -- Preface -- Organization -- Contents -- I Advanced Data Analysis Methods -- Three Simple Approaches to Combining Neural Networks with Algorithms -- 1 Introduction -- 2 Example Task: Handwriting Recognition -- 3 Structured Pooling -- 4 Unrolling Iterations -- 5 Explicit Derivatives w.r.t the Input -- 6 Conclusion -- References -- Methodology for Automated Identifying Food Export Potential -- 1 Introduction -- 2 Related Work -- 3 Framework for Export Gain Forecasting -- 4 Automated Evaluation of Technologies -- 5 Results and Discussion -- 6 Conclusion -- References -- I Data Infrastructures and Integrated Information Systems -- Integration of the JINR Hybrid Computing Resources with the DIRAC Interware for Data Intensive Applications -- 1 Introduction -- 2 DIRAC Interware -- 2.1 Massive Operations -- 2.2 Multi-community Services -- 2.3 DIRAC Software Evolution -- 3 JINR Computing Resources -- 3.1 Computing Resources -- 3.2 Storage Resources -- 4 JINR DIRAC Installation -- 4.1 Use Cases in JINR -- 5 JINR Resource Performance Evaluation -- 5.1 Performance Test of Storage Resources -- 5.2 Performance Test of Computing Resources -- 6 Conclusion -- References -- On Information Search Measures and Metrics Within Integration of Information Systems on Inorganic Substances Properties -- 1 Introduction -- 2 The Current State of the Problem -- 2.1 Heterogeneous Information Systems -- 2.2 Chemical Objects Hierarchy -- 2.3 Metabase Structure -- 3 A Set-Theoretic Approach to Relevance Evaluation -- 4 Graph Approach to Relevance Assessment -- 5 Discussion and Further Model Development -- 6 Conclusion -- References -- I Models, Ontologies and Applications -- Models Are Functioning in Scenarios -- 1 Introduction -- 2 Case Study on Some Scenarios for Model Utilisation -- 3 Model Conceptions for These Scenarios -- 4 Model Development -- 5 Conclusion References -- Applied Ontologies for Managing Graphic Resources in Quantitative Spectroscopy -- 1 Introduction -- 2 GrafOnto Collection of Scientific Graphics -- 3 Formation of Virtual Specific Composite Plot -- 4 Problems of Matching a Cited Primitive Plot and Its Original -- 5 Managing Graphical Resources in GrafOnto Collection -- 6 Applied Ontologies of Scientific Plots and Figures in Spectroscopy -- 6.1 Basic Ontology and Applied Ontologies of Domain Problems -- 6.2 Main Classes -- 6.3 Main Properties -- 6.4 Main Types of Individuals -- 7 Conclusion -- References -- I Data Analysis in Astronomy -- Realization of Different Techniques for Anomaly Detection in Astronomical Databases -- 1 Introduction -- 2 Data Preprocessing -- 2.1 Open Supernova Catalog -- 2.2 Light Curves Approximation -- 3 Anomaly Detection -- 3.1 Gaussian Mixture Model -- 3.2 Local Outlier Factor -- 3.3 One-Class Support Vector Machine -- 3.4 Isolation Forest -- 3.5 Active Anomaly Detection -- 3.6 Random Sampling -- 4 Results -- 4.1 Comparison of Performance of Anomaly Detection Methods -- 5 Conclusions -- References -- Modern Astronomical Surveys for Parameterization of Stars and Interstellar Medium -- 1 Introduction -- 2 Interstellar Extinction Maps -- 3 Multicolor Photometry and Parameterization of Stars -- 3.1 Parameterization Procedure -- 3.2 Relations Between Spectral Classes and Atmospheric Parameters -- 3.3 Modifications of the Procedure -- 4 Sky Surveys and Cross-Matching -- 4.1 Sky Surveys Selection -- 4.2 Cross-Matching of Surveys -- 4.3 Selection of Sky Areas -- 5 Results and Discussion -- 6 Future Plans -- 6.1 Coming Photometric Surveys -- 6.2 Use of Spectral Surveys in Parameterization -- 7 Conclusion -- References -- Searching for Optical Counterparts of LIGO/Virgo Events in O2 Run -- 1 Introduction -- 2 The Optical Transient Search Procedure -- 3 Results 3.1 LIGO/Virgo G299232: Compact Binary Coalescence Candidate -- 3.2 Observations of LIGO/Virgo Optical Candidates -- 4 Summary -- References -- I Information Extraction from Text -- Google Books Ngram: Problems of Representativeness and Data Reliability -- 1 Introduction -- 2 OCR Errors -- 3 Representativeness (Balance) -- 4 Errors in Metadata -- 5 The Use of GBN -- 6 Directions in Enhancing the Results -- 7 Conclusion -- Appendix. The List of 100 Most Frequent Words with the ORC Errors -- References -- Method for Expert Search Using Topical Similarity of Documents -- 1 Introduction -- 2 Related Works -- 3 Expert Search Methods -- 3.1 Similar Document Retrieval -- 3.2 Topic Modeling -- 4 Description of the Experimental Setup -- 4.1 Dataset Description -- 4.2 Evaluation Methodology -- 5 Parameters Tuning -- 5.1 SDR Method -- 5.2 Topic Modeling -- 6 Experimental Results -- 7 Conclusion -- References -- Depression Detection from Social Media Profiles -- 1 Introduction -- 2 Related Work -- 3 Dataset -- 4 Features and Methods -- 4.1 Feature Sets -- 4.2 Evaluation Setup -- 5 Results of Experiments -- 6 Conclusion -- References -- Tatar WordNet: The Sources and the Component Parts -- 1 Introduction -- 2 Related Works -- 3 Tatar Socio-Political Thesaurus: Methodological Issues of Compiling and Current State -- 4 Tatar Thesaurus Data for Wordnet Implementation: Case of Nouns -- 5 Tatar Translation of RuWordNet -- 6 Database of Semantic Classes of Verbs -- 7 Conclusion -- References -- I Distributed Computing -- An Approach to Fuzzy Clustering of Big Data Inside a Parallel Relational DBMS -- 1 Introduction -- 2 Related Work -- 3 Encapsulation of Partitioned Parallelism into a Serial DBMS -- 3.1 Basic Ideas -- 3.2 Implementation with PostgreSQL -- 4 Fuzzy Clustering Inside a Parallel DBMS -- 4.1 Notations and Definitions -- 4.2 The PgFCM Algorithm 5 The Experiments -- 6 Conclusions -- References -- I Data Science for Education -- Issues and Lessons Learned in the Development of Academic Study Programs in Data Science -- 1 Introduction -- 2 Related Work -- 3 Interdisciplinarity as a Key Requirement in Data Science Academic Education -- 4 Study Programs in Information Engineering -- 5 Past and Recent Experiences -- 5.1 Design and Accreditation of the Study Programs -- 5.2 Enrollment Process and Study Program Recognition -- 5.3 Study Program Execution -- 5.4 Reaccreditation of the Study Programs -- 6 Conclusion -- References -- Author Index Management information systems Novikov, Boris Sonstige oth Stupnikov, Sergey Sonstige oth Erscheint auch als Druck-Ausgabe Elizarov, Alexander Data Analytics and Management in Data Intensive Domains Cham : Springer International Publishing AG,c2020 9783030519124 |
| spellingShingle | Elizarov, Alexander Data Analytics and Management in Data Intensive Domains 21st International Conference, DAMDID/RCDL 2019, Kazan, Russia, October 15-18, 2019, Revised Selected Papers Intro -- Preface -- Organization -- Contents -- I Advanced Data Analysis Methods -- Three Simple Approaches to Combining Neural Networks with Algorithms -- 1 Introduction -- 2 Example Task: Handwriting Recognition -- 3 Structured Pooling -- 4 Unrolling Iterations -- 5 Explicit Derivatives w.r.t the Input -- 6 Conclusion -- References -- Methodology for Automated Identifying Food Export Potential -- 1 Introduction -- 2 Related Work -- 3 Framework for Export Gain Forecasting -- 4 Automated Evaluation of Technologies -- 5 Results and Discussion -- 6 Conclusion -- References -- I Data Infrastructures and Integrated Information Systems -- Integration of the JINR Hybrid Computing Resources with the DIRAC Interware for Data Intensive Applications -- 1 Introduction -- 2 DIRAC Interware -- 2.1 Massive Operations -- 2.2 Multi-community Services -- 2.3 DIRAC Software Evolution -- 3 JINR Computing Resources -- 3.1 Computing Resources -- 3.2 Storage Resources -- 4 JINR DIRAC Installation -- 4.1 Use Cases in JINR -- 5 JINR Resource Performance Evaluation -- 5.1 Performance Test of Storage Resources -- 5.2 Performance Test of Computing Resources -- 6 Conclusion -- References -- On Information Search Measures and Metrics Within Integration of Information Systems on Inorganic Substances Properties -- 1 Introduction -- 2 The Current State of the Problem -- 2.1 Heterogeneous Information Systems -- 2.2 Chemical Objects Hierarchy -- 2.3 Metabase Structure -- 3 A Set-Theoretic Approach to Relevance Evaluation -- 4 Graph Approach to Relevance Assessment -- 5 Discussion and Further Model Development -- 6 Conclusion -- References -- I Models, Ontologies and Applications -- Models Are Functioning in Scenarios -- 1 Introduction -- 2 Case Study on Some Scenarios for Model Utilisation -- 3 Model Conceptions for These Scenarios -- 4 Model Development -- 5 Conclusion References -- Applied Ontologies for Managing Graphic Resources in Quantitative Spectroscopy -- 1 Introduction -- 2 GrafOnto Collection of Scientific Graphics -- 3 Formation of Virtual Specific Composite Plot -- 4 Problems of Matching a Cited Primitive Plot and Its Original -- 5 Managing Graphical Resources in GrafOnto Collection -- 6 Applied Ontologies of Scientific Plots and Figures in Spectroscopy -- 6.1 Basic Ontology and Applied Ontologies of Domain Problems -- 6.2 Main Classes -- 6.3 Main Properties -- 6.4 Main Types of Individuals -- 7 Conclusion -- References -- I Data Analysis in Astronomy -- Realization of Different Techniques for Anomaly Detection in Astronomical Databases -- 1 Introduction -- 2 Data Preprocessing -- 2.1 Open Supernova Catalog -- 2.2 Light Curves Approximation -- 3 Anomaly Detection -- 3.1 Gaussian Mixture Model -- 3.2 Local Outlier Factor -- 3.3 One-Class Support Vector Machine -- 3.4 Isolation Forest -- 3.5 Active Anomaly Detection -- 3.6 Random Sampling -- 4 Results -- 4.1 Comparison of Performance of Anomaly Detection Methods -- 5 Conclusions -- References -- Modern Astronomical Surveys for Parameterization of Stars and Interstellar Medium -- 1 Introduction -- 2 Interstellar Extinction Maps -- 3 Multicolor Photometry and Parameterization of Stars -- 3.1 Parameterization Procedure -- 3.2 Relations Between Spectral Classes and Atmospheric Parameters -- 3.3 Modifications of the Procedure -- 4 Sky Surveys and Cross-Matching -- 4.1 Sky Surveys Selection -- 4.2 Cross-Matching of Surveys -- 4.3 Selection of Sky Areas -- 5 Results and Discussion -- 6 Future Plans -- 6.1 Coming Photometric Surveys -- 6.2 Use of Spectral Surveys in Parameterization -- 7 Conclusion -- References -- Searching for Optical Counterparts of LIGO/Virgo Events in O2 Run -- 1 Introduction -- 2 The Optical Transient Search Procedure -- 3 Results 3.1 LIGO/Virgo G299232: Compact Binary Coalescence Candidate -- 3.2 Observations of LIGO/Virgo Optical Candidates -- 4 Summary -- References -- I Information Extraction from Text -- Google Books Ngram: Problems of Representativeness and Data Reliability -- 1 Introduction -- 2 OCR Errors -- 3 Representativeness (Balance) -- 4 Errors in Metadata -- 5 The Use of GBN -- 6 Directions in Enhancing the Results -- 7 Conclusion -- Appendix. The List of 100 Most Frequent Words with the ORC Errors -- References -- Method for Expert Search Using Topical Similarity of Documents -- 1 Introduction -- 2 Related Works -- 3 Expert Search Methods -- 3.1 Similar Document Retrieval -- 3.2 Topic Modeling -- 4 Description of the Experimental Setup -- 4.1 Dataset Description -- 4.2 Evaluation Methodology -- 5 Parameters Tuning -- 5.1 SDR Method -- 5.2 Topic Modeling -- 6 Experimental Results -- 7 Conclusion -- References -- Depression Detection from Social Media Profiles -- 1 Introduction -- 2 Related Work -- 3 Dataset -- 4 Features and Methods -- 4.1 Feature Sets -- 4.2 Evaluation Setup -- 5 Results of Experiments -- 6 Conclusion -- References -- Tatar WordNet: The Sources and the Component Parts -- 1 Introduction -- 2 Related Works -- 3 Tatar Socio-Political Thesaurus: Methodological Issues of Compiling and Current State -- 4 Tatar Thesaurus Data for Wordnet Implementation: Case of Nouns -- 5 Tatar Translation of RuWordNet -- 6 Database of Semantic Classes of Verbs -- 7 Conclusion -- References -- I Distributed Computing -- An Approach to Fuzzy Clustering of Big Data Inside a Parallel Relational DBMS -- 1 Introduction -- 2 Related Work -- 3 Encapsulation of Partitioned Parallelism into a Serial DBMS -- 3.1 Basic Ideas -- 3.2 Implementation with PostgreSQL -- 4 Fuzzy Clustering Inside a Parallel DBMS -- 4.1 Notations and Definitions -- 4.2 The PgFCM Algorithm 5 The Experiments -- 6 Conclusions -- References -- I Data Science for Education -- Issues and Lessons Learned in the Development of Academic Study Programs in Data Science -- 1 Introduction -- 2 Related Work -- 3 Interdisciplinarity as a Key Requirement in Data Science Academic Education -- 4 Study Programs in Information Engineering -- 5 Past and Recent Experiences -- 5.1 Design and Accreditation of the Study Programs -- 5.2 Enrollment Process and Study Program Recognition -- 5.3 Study Program Execution -- 5.4 Reaccreditation of the Study Programs -- 6 Conclusion -- References -- Author Index Management information systems |
| title | Data Analytics and Management in Data Intensive Domains 21st International Conference, DAMDID/RCDL 2019, Kazan, Russia, October 15-18, 2019, Revised Selected Papers |
| title_auth | Data Analytics and Management in Data Intensive Domains 21st International Conference, DAMDID/RCDL 2019, Kazan, Russia, October 15-18, 2019, Revised Selected Papers |
| title_exact_search | Data Analytics and Management in Data Intensive Domains 21st International Conference, DAMDID/RCDL 2019, Kazan, Russia, October 15-18, 2019, Revised Selected Papers |
| title_full | Data Analytics and Management in Data Intensive Domains 21st International Conference, DAMDID/RCDL 2019, Kazan, Russia, October 15-18, 2019, Revised Selected Papers |
| title_fullStr | Data Analytics and Management in Data Intensive Domains 21st International Conference, DAMDID/RCDL 2019, Kazan, Russia, October 15-18, 2019, Revised Selected Papers |
| title_full_unstemmed | Data Analytics and Management in Data Intensive Domains 21st International Conference, DAMDID/RCDL 2019, Kazan, Russia, October 15-18, 2019, Revised Selected Papers |
| title_short | Data Analytics and Management in Data Intensive Domains |
| title_sort | data analytics and management in data intensive domains 21st international conference damdid rcdl 2019 kazan russia october 15 18 2019 revised selected papers |
| title_sub | 21st International Conference, DAMDID/RCDL 2019, Kazan, Russia, October 15-18, 2019, Revised Selected Papers |
| topic | Management information systems |
| topic_facet | Management information systems |
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