Intelligent systems and applications : Proceedings of the 2020 Intelligent Systems Conference (IntelliSys).: Proceedings of the 2020 Intelligent Systems Conference (IntelliSys). Volume 1 (2020)

• Record Type: Book
• Other Titles: IntelliSys
• Further Information: Note: Kohei Arai, Supriya Kapoor, Rahul Bhatia, editors.
• Other Names: Arai, Kohei; Kapoor, Supriya; Bhatia, Rahul; Intelligent Systems Conference
• Contents: Intro -- Editor's Preface -- Contents -- Data-Driven and Artificial Intelligence (AI) Approach for Modelling and Analyzing Healthcare Security Practice: A Systematic Review -- 1 Introduction -- 1.1 Motivation, Scope and Problem Specification -- 2 Background -- 2.1 Data-Driven and Artificial Intelligence in Healthcare Security Practice Analysis -- 3 Method -- 3.1 Inclusion and Exclusion Criteria -- 3.2 Data Collection and Categorization -- 3.3 Literature Evaluation and Analysis -- 4 Results -- 4.1 Evaluation and Analysis -- 5 Discussion -- 5.1 AI Methods 5.2 Input Data, Features, Sources, Ground Truth, Data Format and Nature of Data -- 5.3 Application Scenario and Privacy Preserving Log Analysis -- 6 Conclusion -- References -- Detection of Anomalous Patterns in Water Consumption: An Overview of Approaches -- 1 Introduction -- 2 Background -- 2.1 Water Balance of a Drinking Water Distribution System -- 2.2 Anomalies -- 3 Related Work -- 4 Methods -- 4.1 Dataset Description -- 4.2 Data Processing -- 5 Deviation from Expected Normal Water Consumption Levels -- 6 Punctual Anomalous Consumption 7 Anomalous Pattern Changes in Household Water Consumption -- 8 Discussion and Limitations -- 9 Conclusion and Future Work -- References -- Alleviating Congestion in Restricted Urban Areas with Cooperative Intersection Management -- 1 Overview of the Problem -- 2 Related Works -- 3 Proposed Solution -- 4 Coupled Intersections -- 5 Congestion Sensing and Notification -- ECN-Judges -- 6 Generating Signal Plans -- 7 Agent Communication -- 8 Simulation Platform -- 9 Measurements and Results -- 10 Conclusions -- Appendix -- A. Searching for a Set of Strongly Coupled Intersections B. Signal Phase Generation as an Integer Programming -- References -- Semantic Segmentation of Shield Tunnel Leakage with Combining SSD and FCN -- 1 Introduction -- 2 Datasets -- 2.1 Data Sources -- 2.2 Datasets Preparing -- 2.3 Data Augmentation -- 3 Network Architecture -- 3.1 SSD Architecture -- 3.2 FCN Architecture -- 3.3 SSD-FCN -- 4 Test Result -- 5 Conclusion -- References -- Determining the Gain and Directivity of Antennas Using Support Vector Regression -- 1 Introduction -- 2 Support Vector Machine -- 3 Results -- 3.1 Helical Antenna -- 3.2 Equilateral Triangular Patch Antenna 4 Conclusions -- References -- Driving Reinforcement Learning with Models -- 1 Introduction -- 1.1 Contributions -- 1.2 Related Work -- 2 Background -- 3 The MPRL Algorithm -- 4 Using MPRL to Learn Pong -- 4.1 The Environment and Data Gathering -- 4.2 Definition of the Task and Its Functionalities -- 4.3 Implementing MPC -- 4.4 Implementing Q-L -- 4.5 Handover Between MPRL Components -- 4.6 Results -- 5 MPRL to Control an Inverted Pendulum -- 6 Conclusions and Future Work -- References -- Learning Actions with Symbolic Literals and Continuous Effects for a Waypoint Navigation Simulation
• Publisher Details: Cham : Springer
• Publication Date: 2020
• Copyright Date: 2021
• Extent: 1 online resource (803 pages)
• Subjects: 006.3/1; Machine learning -- Congresses; Machine learning; Electronic books; Conference papers and proceedings
• Languages: English
• ISBNs: 9783030551803
• Related ISBNs: 9783030551797
• 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.