Big data analytics and knowledge discovery : 22nd International Conference, DaWaK 2020, Bratislava, Slovakia, September 14-17, 2020, Proceedings /: 22nd International Conference, DaWaK 2020, Bratislava, Slovakia, September 14-17, 2020, Proceedings. ([2020])

• Record Type: Book
• Other Titles: DaWaK 2020
• Further Information: Note: Min Song, Il-Yeol Song, Gabriele Kotsis, A Min Tjoa, Ismail Khalil (eds.).
• Other Names: (Computer scientist), Song, Min; Song, Il-Yeol; Kotsis, Gabriele, 1967-; Tjoa, A Min; Khalil, Ismail, 1960-; DaWaK (Conference), 22nd
• 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
• Publisher Details: Cham, Switzerland : Springer
• Publication Date: 2020
• Extent: 1 online resource
• Subjects: 005.74; Big data -- Congresses; Data mining -- Congresses; Database management; Application software; Education -- Data processing; Computer architecture; Information organization; Information storage and retrieval systems; Electronic books
• Languages: English
• ISBNs: 9783030590659; 3030590658
• Related ISBNs: 9783030590642
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.