Big data analytics and knowledge discovery : 22nd International Conference, DaWaK 2020, Bratislava, Slovakia, September 14-17, 2020, Proceedings

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Titel
Big data analytics and knowledge discovery 22nd International Conference, DaWaK 2020, Bratislava, Slovakia, September 14-17, 2020, Proceedings
verantwortlich
Song, Min (Computer scientist); Song, Il-Yeol.; Kotsis, Gabriele; Tjoa, A Min.; Khalil, Ismail; DaWaK (Conference) (22nd : 2020 : Online)
Schriftenreihe
Lecture Notes in Computer Science Ser. ; ; v.12393
veröffentlicht
Cham, Switzerland: Springer, [2020]
Erscheinungsjahr
2020
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Lecture notes in computer science ; ; 12393.
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British National Bibliography
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505 8 |a 4 Conclusion -- References -- Reverse Engineering Approach for NoSQL Databases -- 1 Introduction -- 2 Related Work -- 3 Reverse Engineering Process -- 3.1 Source: Physical Model -- 3.2 Target: Conceptual Model -- 3.3 Transformation Algorithms -- 4 Experiments -- 4.1 Implantation of the ToConceptualModel Process -- 4.2 Comparison -- 5 Conclusion and Future Work -- References -- Big Data/Data Lake -- handle -- A Generic Metadata Model for Data Lakes -- 1 Introduction -- 2 Related Work: Discussion of Existent Metadata Models -- 2.1 Assessing the Basis of Existent Models 
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contents Intro -- Preface -- Organization -- Contents -- Position Paper -- Analyzing the Research Landscape of DaWaK Papers from 1999 to 2019 -- 1 Introduction -- 2 Experiment Design -- 2.1 Data Collection -- 2.2 Analysis Methods -- 3 Results -- 3.1 Co-words Map Analysis -- 3.2 Topic Analysis -- 3.3 Topic Trends Analysis -- 3.4 DaWaK Research Paper Metrics -- 4 Discussion and Conclusion -- References -- Applications -- DHE2: Distributed Hybrid Evolution Engine for Performance Optimizations of Computationally Intensive Applications -- 1 Introduction -- 2 Related Work -- 3 Methodology, 3.1 The Proposed Hybrid Evolutionary Algorithms -- 3.2 Algorithm. Avoiding Local Optimum for Clustering -- 4 Distributed Hybrid Evolution Engine Architecture -- 5 Result Analysis -- 6 Conclusions and Future Work -- References -- Grand Reports: A Tool for Generalizing Association Rule Mining to Numeric Target Values -- 1 Introduction -- 2 Grand Reports -- 3 Association Rule Mining (ARM) -- 4 The Proposed Tool -- 4.1 Development and Functionalities -- 4.2 Comparison and Advantages -- 5 Conclusion -- References -- Expected vs. Unexpected: Selecting Right Measures of Interestingness -- 1 Introduction, 2 Expectedness and Unexpectedness in ARM -- 2.1 Objective Measures of Interestingness for Expected Association Rules -- 2.2 Subjective Measures of Interestingness for Unexpected Association Rules -- 2.3 Semantic Measures of Interestingness -- 3 Properties for Selecting Objective Measures of Interestingness -- 3.1 Towards Selecting Optimal Measures of Interestingness -- 4 Conclusion -- References -- SONDER: A Data-Driven Methodology for Designing Net-Zero Energypg Public Buildings -- 1 Introduction -- 2 SONDER Methodology for Designing nZeB Solutions -- 3 SONDER and ML as a Service for nZEBs, 4 Conclusion -- References -- Reverse Engineering Approach for NoSQL Databases -- 1 Introduction -- 2 Related Work -- 3 Reverse Engineering Process -- 3.1 Source: Physical Model -- 3.2 Target: Conceptual Model -- 3.3 Transformation Algorithms -- 4 Experiments -- 4.1 Implantation of the ToConceptualModel Process -- 4.2 Comparison -- 5 Conclusion and Future Work -- References -- Big Data/Data Lake -- handle -- A Generic Metadata Model for Data Lakes -- 1 Introduction -- 2 Related Work: Discussion of Existent Metadata Models -- 2.1 Assessing the Basis of Existent Models, 2.2 Metadata Management Use Case for Model Evaluation -- 2.3 Assessing the Generic Extent of the Existent Models -- 3 Requirements for a Generic Metadata Model -- 4 handle -- A Generic Metadata Model -- 5 handle Assessment -- 5.1 handle Demonstration on Access-Use-Case -- 5.2 Prototypical Implementation -- 5.3 Fulfillment of Requirements -- 5.4 Comparison to Existent Models -- 6 Conclusion -- References -- Data Mining -- A SAT-Based Approach for Mining High Utility Itemsets from Transaction Databases -- 1 Introduction -- 2 Preliminaries -- 2.1 High Utility Itemset Mining
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spelling DaWaK (Conference) (22nd : 2020 : Online), Big data analytics and knowledge discovery 22nd International Conference, DaWaK 2020, Bratislava, Slovakia, September 14-17, 2020, Proceedings Min Song, Il-Yeol Song, Gabriele Kotsis, A Min Tjoa, Ismail Khalil (eds.), DaWaK 2020, Cham, Switzerland Springer [2020], 1 online resource., text rdacontent, computer rdamedia, online resource rdacarrier, Lecture Notes in Computer Science Ser. ; v.12393, 2.2 Propositional Logic and SAT Problem, Intro -- Preface -- Organization -- Contents -- Position Paper -- Analyzing the Research Landscape of DaWaK Papers from 1999 to 2019 -- 1 Introduction -- 2 Experiment Design -- 2.1 Data Collection -- 2.2 Analysis Methods -- 3 Results -- 3.1 Co-words Map Analysis -- 3.2 Topic Analysis -- 3.3 Topic Trends Analysis -- 3.4 DaWaK Research Paper Metrics -- 4 Discussion and Conclusion -- References -- Applications -- DHE2: Distributed Hybrid Evolution Engine for Performance Optimizations of Computationally Intensive Applications -- 1 Introduction -- 2 Related Work -- 3 Methodology, 3.1 The Proposed Hybrid Evolutionary Algorithms -- 3.2 Algorithm. Avoiding Local Optimum for Clustering -- 4 Distributed Hybrid Evolution Engine Architecture -- 5 Result Analysis -- 6 Conclusions and Future Work -- References -- Grand Reports: A Tool for Generalizing Association Rule Mining to Numeric Target Values -- 1 Introduction -- 2 Grand Reports -- 3 Association Rule Mining (ARM) -- 4 The Proposed Tool -- 4.1 Development and Functionalities -- 4.2 Comparison and Advantages -- 5 Conclusion -- References -- Expected vs. Unexpected: Selecting Right Measures of Interestingness -- 1 Introduction, 2 Expectedness and Unexpectedness in ARM -- 2.1 Objective Measures of Interestingness for Expected Association Rules -- 2.2 Subjective Measures of Interestingness for Unexpected Association Rules -- 2.3 Semantic Measures of Interestingness -- 3 Properties for Selecting Objective Measures of Interestingness -- 3.1 Towards Selecting Optimal Measures of Interestingness -- 4 Conclusion -- References -- SONDER: A Data-Driven Methodology for Designing Net-Zero Energypg Public Buildings -- 1 Introduction -- 2 SONDER Methodology for Designing nZeB Solutions -- 3 SONDER and ML as a Service for nZEBs, 4 Conclusion -- References -- Reverse Engineering Approach for NoSQL Databases -- 1 Introduction -- 2 Related Work -- 3 Reverse Engineering Process -- 3.1 Source: Physical Model -- 3.2 Target: Conceptual Model -- 3.3 Transformation Algorithms -- 4 Experiments -- 4.1 Implantation of the ToConceptualModel Process -- 4.2 Comparison -- 5 Conclusion and Future Work -- References -- Big Data/Data Lake -- handle -- A Generic Metadata Model for Data Lakes -- 1 Introduction -- 2 Related Work: Discussion of Existent Metadata Models -- 2.1 Assessing the Basis of Existent Models, 2.2 Metadata Management Use Case for Model Evaluation -- 2.3 Assessing the Generic Extent of the Existent Models -- 3 Requirements for a Generic Metadata Model -- 4 handle -- A Generic Metadata Model -- 5 handle Assessment -- 5.1 handle Demonstration on Access-Use-Case -- 5.2 Prototypical Implementation -- 5.3 Fulfillment of Requirements -- 5.4 Comparison to Existent Models -- 6 Conclusion -- References -- Data Mining -- A SAT-Based Approach for Mining High Utility Itemsets from Transaction Databases -- 1 Introduction -- 2 Preliminaries -- 2.1 High Utility Itemset Mining, Big data Congresses., Data mining Congresses., Database management., Application software., Education Data processing., Computer architecture., Information organization., Information storage and retrieval systems., Electronic books., Song, Min (Computer scientist), Song, Il-Yeol., Kotsis, Gabriele 1967-, Tjoa, A Min., Khalil, Ismail 1960-, Lecture notes in computer science ; 12393., ELD ebook, LDL ebooks ONIX to marcxml transformation using Record_Load-eBooks_Legal_Deposit_onix2marc_v2-1.xsl 20200911 com.springer.onix.9783030590659 Uk, (OCoLC)1197546571
spellingShingle Big data analytics and knowledge discovery: 22nd International Conference, DaWaK 2020, Bratislava, Slovakia, September 14-17, 2020, Proceedings, Lecture notes in computer science, 12393, Intro -- Preface -- Organization -- Contents -- Position Paper -- Analyzing the Research Landscape of DaWaK Papers from 1999 to 2019 -- 1 Introduction -- 2 Experiment Design -- 2.1 Data Collection -- 2.2 Analysis Methods -- 3 Results -- 3.1 Co-words Map Analysis -- 3.2 Topic Analysis -- 3.3 Topic Trends Analysis -- 3.4 DaWaK Research Paper Metrics -- 4 Discussion and Conclusion -- References -- Applications -- DHE2: Distributed Hybrid Evolution Engine for Performance Optimizations of Computationally Intensive Applications -- 1 Introduction -- 2 Related Work -- 3 Methodology, 3.1 The Proposed Hybrid Evolutionary Algorithms -- 3.2 Algorithm. Avoiding Local Optimum for Clustering -- 4 Distributed Hybrid Evolution Engine Architecture -- 5 Result Analysis -- 6 Conclusions and Future Work -- References -- Grand Reports: A Tool for Generalizing Association Rule Mining to Numeric Target Values -- 1 Introduction -- 2 Grand Reports -- 3 Association Rule Mining (ARM) -- 4 The Proposed Tool -- 4.1 Development and Functionalities -- 4.2 Comparison and Advantages -- 5 Conclusion -- References -- Expected vs. Unexpected: Selecting Right Measures of Interestingness -- 1 Introduction, 2 Expectedness and Unexpectedness in ARM -- 2.1 Objective Measures of Interestingness for Expected Association Rules -- 2.2 Subjective Measures of Interestingness for Unexpected Association Rules -- 2.3 Semantic Measures of Interestingness -- 3 Properties for Selecting Objective Measures of Interestingness -- 3.1 Towards Selecting Optimal Measures of Interestingness -- 4 Conclusion -- References -- SONDER: A Data-Driven Methodology for Designing Net-Zero Energypg Public Buildings -- 1 Introduction -- 2 SONDER Methodology for Designing nZeB Solutions -- 3 SONDER and ML as a Service for nZEBs, 4 Conclusion -- References -- Reverse Engineering Approach for NoSQL Databases -- 1 Introduction -- 2 Related Work -- 3 Reverse Engineering Process -- 3.1 Source: Physical Model -- 3.2 Target: Conceptual Model -- 3.3 Transformation Algorithms -- 4 Experiments -- 4.1 Implantation of the ToConceptualModel Process -- 4.2 Comparison -- 5 Conclusion and Future Work -- References -- Big Data/Data Lake -- handle -- A Generic Metadata Model for Data Lakes -- 1 Introduction -- 2 Related Work: Discussion of Existent Metadata Models -- 2.1 Assessing the Basis of Existent Models, 2.2 Metadata Management Use Case for Model Evaluation -- 2.3 Assessing the Generic Extent of the Existent Models -- 3 Requirements for a Generic Metadata Model -- 4 handle -- A Generic Metadata Model -- 5 handle Assessment -- 5.1 handle Demonstration on Access-Use-Case -- 5.2 Prototypical Implementation -- 5.3 Fulfillment of Requirements -- 5.4 Comparison to Existent Models -- 6 Conclusion -- References -- Data Mining -- A SAT-Based Approach for Mining High Utility Itemsets from Transaction Databases -- 1 Introduction -- 2 Preliminaries -- 2.1 High Utility Itemset Mining, Big data Congresses., Data mining Congresses., Database management., Application software., Education Data processing., Computer architecture., Information organization., Information storage and retrieval systems., Electronic books.
title Big data analytics and knowledge discovery: 22nd International Conference, DaWaK 2020, Bratislava, Slovakia, September 14-17, 2020, Proceedings
title_alt DaWaK 2020
title_auth Big data analytics and knowledge discovery 22nd International Conference, DaWaK 2020, Bratislava, Slovakia, September 14-17, 2020, Proceedings
title_full Big data analytics and knowledge discovery 22nd International Conference, DaWaK 2020, Bratislava, Slovakia, September 14-17, 2020, Proceedings Min Song, Il-Yeol Song, Gabriele Kotsis, A Min Tjoa, Ismail Khalil (eds.)
title_fullStr Big data analytics and knowledge discovery 22nd International Conference, DaWaK 2020, Bratislava, Slovakia, September 14-17, 2020, Proceedings Min Song, Il-Yeol Song, Gabriele Kotsis, A Min Tjoa, Ismail Khalil (eds.)
title_full_unstemmed Big data analytics and knowledge discovery 22nd International Conference, DaWaK 2020, Bratislava, Slovakia, September 14-17, 2020, Proceedings Min Song, Il-Yeol Song, Gabriele Kotsis, A Min Tjoa, Ismail Khalil (eds.)
title_in_hierarchy 12393.. Big data analytics and knowledge discovery: 22nd International Conference, DaWaK 2020, Bratislava, Slovakia, September 14-17, 2020, Proceedings ([2020])
title_short Big data analytics and knowledge discovery
title_sort big data analytics and knowledge discovery 22nd international conference dawak 2020 bratislava slovakia september 14 17 2020 proceedings
title_sub 22nd International Conference, DaWaK 2020, Bratislava, Slovakia, September 14-17, 2020, Proceedings
topic Big data Congresses., Data mining Congresses., Database management., Application software., Education Data processing., Computer architecture., Information organization., Information storage and retrieval systems., Electronic books.
topic_facet Big data, Data mining, Database management., Application software., Education, Computer architecture., Information organization., Information storage and retrieval systems., Data processing., Electronic books.