| Description |
1 online resource (xii, 885 pages) : illustrations (chiefly color) |
| Series |
Lecture notes in networks and systems, 2367-3389 ; 822 |
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Lecture notes in networks and systems ; 822. 2367-3389
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| Contents |
Intro -- Editor's Preface -- Contents -- Active Restoration of Lost Audio Signals Using Machine Learning and Latent Information -- 1 Introduction -- 2 Related Work -- 3 ARLAS: Active Restoration of Lost Audio Signals -- 3.1 Halftone-Based Compression and Reconstruction (HCR) -- 3.2 Deployed Deep/Machine Learning Architectures -- 4 Experimental Set-Up -- 4.1 State of the Art Methods -- 4.2 Data Set (Audio Samples) -- 4.3 Evaluation Metrics -- 4.4 Software Environment -- 5 Results and Analysis -- 6 Conclusions -- References -- Designing Cancellation Intervention System with Sliding Lead Times |
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1 Introduction -- 2 Literature Review on Cancellation Policies and Forecasting -- 3 Data Description and Preliminary Analysis -- 3.1 Data Description, Data Cleansing, and Data Engineering -- 3.2 Identifying the Determinants of Booking Cancellation -- 3.3 Calibrating the Prediction Models of Booking Cancellation -- 3.4 Missing Links Between Prediction and Cancellation Intervention Systems -- 4 Intervention Strategy on the Bookings with Short Lead Times -- 4.1 Calibrating Prediction Models with Class Weights -- 4.2 Implications of Prediction Models on Cancellation Intervention Strategy |
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5 Intervention Strategy on the Bookings with Longer Lead Times -- 5.1 Calibrating Prediction Models with Class Weights -- 5.2 Implications of Prediction Models on Cancellation Intervention Strategy -- 6 Conclusion and Future Work -- References -- Automatic Generation of a Portuguese Land Cover Map with Machine Learning -- 1 Introduction -- 2 Related Work -- 3 Methodology -- 3.1 BigEarthNet Dataset -- 3.2 LandCoverPT Dataset -- 3.3 Models -- 4 Experiments and Results -- 4.1 Support Vector Machine Classifier -- 4.2 Random Forest Classifier -- 4.3 U-Net -- 5 Conclusions and Future Work -- References |
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The Use of Fuzzy Controllers in Automatic Control Systems for Quadcopters -- 1 Introduction -- 2 Problem Definition -- 3 Quadcopter Control Based on Fuzzy Logic -- 4 Fuzzy Inference System for Automatic Maneuvering of the Quadcopter -- 5 Quadcopter Control Based on the Artificial Neural Network -- 6 Conclusion -- References -- POWOP: Weather-Based Power Outage Prediction -- 1 Introduction -- 2 POWOP Service Implementation -- 2.1 Data Repository -- 2.2 Scenario Patterns -- 2.3 Machine Learning -- 2.4 Graphical User Interface -- 3 Conclusion -- References |
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Toward a Human-in-the-Loop Approach to Create Training Datasets for RDF Lexicalisation -- 1 Introduction -- 2 State of the Art -- 3 Defining a Pipeline for RDF Extraction from Text -- 3.1 Data Import and Preparation -- 3.2 Entity Resolution -- 3.3 Relation Extraction -- 4 Crowdsourcing-Based Relation Extraction -- 4.1 User Training -- 4.2 Task Design and Quality Control -- 5 Validation -- 5.1 Automatic Evaluation -- 5.2 Manual Evaluation -- 6 Conclusions and Future Research -- References -- Fuzzy Time Series Forecasting on the Example of the Dow Jones Index Dynamics -- 1 Introduction |
| Summary |
The book is a unique collection of studies involving intelligent systems and applications of artificial intelligence in the real world to provide solutions to most vexing problems. IntelliSys received an overwhelming 605 papers which were put under strict double-blind peer-review for their novelty, originality and exhaustive research. Finally, 227 papers were sieved and chosen to be published in the proceedings. This book is a valuable collection of all the latest research in the field of artificial intelligence and smart systems. It provides a ready-made resource to all the readers keen on gaining information regarding the latest trends in intelligent systems. It also renders a sneak peek into the future world governed by artificial intelligence |
| Notes |
Conference proceedings |
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Includes author index |
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Online resource; title from PDF title page (SpringerLink, viewed January 22, 2024) |
| Subject |
Artificial intelligence -- Congresses
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| Genre/Form |
proceedings (reports)
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Conference papers and proceedings.
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Actes de congrès.
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| Form |
Electronic book
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| Author |
Arai, Kohei, editor.
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| ISBN |
9783031477218 |
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3031477219 |
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