Kooperativer Bibliotheksverbund

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Format: 1 Online-Ressource (XVII, 817 p. 340 illus., 242 illus. in color)

Edition: 1st ed. 2021

ISBN: 9783030730505

Series Statement: Advances in Intelligent Systems and Computing 1375

Additional Edition: Erscheint auch als Druck-Ausgabe ISBN 978-3-030-73049-9

Additional Edition: Erscheint auch als Druck-Ausgabe ISBN 978-3-030-73051-2

Language: English

DOI: 10.1007/978-3-030-73050-5

URL: Volltext  (URL des Erstveröffentlichers)

UID:

Format: XVII, 817 p. 340 illus., 242 illus. in color. , online resource.

Edition: 1st ed. 2021.

ISBN: 9783030730505

Series Statement: Advances in Intelligent Systems and Computing, 1375

Content: This book highlights the recent research on hybrid intelligent systems and their various practical applications. It presents 58 selected papers from the 20th International Conference on Hybrid Intelligent Systems (HIS 2020) and 20 papers from the 12th World Congress on Nature and Biologically Inspired Computing (NaBIC 2020), which was held online, from December 14 to 16, 2020. A premier conference in the field of artificial intelligence, HIS - NaBIC 2020 brought together researchers, engineers and practitioners whose work involves intelligent systems, network security and their applications in industry. Including contributions by authors from 25 countries, the book offers a valuable reference guide for all researchers, students and practitioners in the fields of science and engineering.

Note: Vertical Interior Distance Ratio to Minimum Bounding Rectangle of a Shape -- Auto-encoder Based Wavelet and Extreme Learning Machine for Face Recognition -- Sparse Wavelet Auto-Encoder for Covid-19 Cases Identification -- Design Guide Prediction Model for the legal Interactions (GPM-LI) -- Accent and Gender Recognition from English Language Speech and Audio Using Signal Processing and Deep Learning -- Deep Convolutional Neural Network Based on Wave-let Transform for Super Image Resolution -- Building IoT Analytics and Machine Learning with Open Source Software for Prediction of Environmental Data -- Design and Development of Intelligent Pesticide Spraying System for Agricultural Robot -- Characterizing Antennas' Radiation Pattern Using Bernoulli Lemniscates -- Analysis of Metaheuristics Feature Selection Algorithm for Classification -- Change Detection in Satellite Imagery: a Multi-label Approach Using Convolutional Neural Network -- An Effective Heart Disease Prediction Model Based on Machine Learning Techniques.

In: Springer Nature eBook

Additional Edition: Printed edition: ISBN 9783030730499

Additional Edition: Printed edition: ISBN 9783030730512

Language: English

DOI: 10.1007/978-3-030-73050-5

URL: https://doi.org/10.1007/978-3-030-73050-5

UID:

Format: 1 online resource (833 pages)

ISBN: 3-030-73050-6

Series Statement: Advances in Intelligent Systems and Computing ; v.1375

Note: Intro -- Preface -- HIS-NaBIC 2020 Organization -- General Chairs -- Program Chairs -- Publication Chairs -- Publicity Chairs -- International Program Committee -- Contents -- Vertical Interior Distance Ratio to Minimum Bounding Rectangle of a Shape -- 1 Introduction -- 2 Related Work -- 2.1 CCD (Centroid Contour Distance) -- 2.2 SC (Shape Context) -- 3 VIDR -- 3.1 Minimum Bounding Rectangle -- 3.2 Vertical Interior Distance Proportional Distribution -- 3.3 Shape Matching -- 4 Experimental Results and Analysis -- 5 Conclusion -- References -- Auto-Encoder Based Wavelet and Extreme Learning Machine for Face Recognition -- 1 Introduction -- 2 Proposed Approach -- 2.1 Deep Learning -- 2.2 Wavelet Neural Network (WNN) -- 2.3 Extreme Learning Machine -- 2.4 Auto-Encoder -- 2.5 ELM Auto-Encoder -- 2.6 The Proposed Model -- 3 Results -- 3.1 Database Description -- 3.2 Results and Discussion -- 4 Conclusion -- References -- Sparse Wavelet Auto-encoder for Covid-19 Cases Identification -- 1 Introduction -- 2 Stacked Sparse Auto-encoders -- 3 Methodology -- 4 Sparse Auto-encoder Based Patches -- 5 Deep Network Based on Stacked Auto-encoders -- 6 Experimental Results and Discussion -- 7 Conclusion -- References -- Design Guide Prediction Model for the Legal Interactions (GPM-LI) -- 1 Introduction -- 2 Build GPM-LI -- 2.1 Preprocessing Stage -- 2.2 Build GPM-LI Predictor -- 3 Experiments -- References -- Unsupervised Image Segmentation Using THMRF Model -- 1 Introduction -- 2 Tweedie Hidden Markov Random Field Models: THMRF Models -- 3 Parameters Estimation: The THMRF-EMM Algorithm -- 3.1 The Proposed Segmentation Algorithm -- 3.2 Evaluation Criteria -- 3.3 The Proposed Segmentation Algorithm with Synthetic Image (K=2 Regions) -- 3.4 The Proposed Segmentation Algorithm with Real Brain MRI -- 4 Conclusion -- References. , Maximizing an Organization's Operating Enactment in the Areas of Planning and Management -- 1 Introduction -- 2 Material and Method -- 2.1 Research Objective and Scope -- 2.2 Research Problem -- 2.3 Methodology -- 2.4 Design/Scheme of Research -- 3 Results -- 3.1 Data Collection Planning and Organizational Management -- 3.2 Data Analysis -- 4 Discussions -- 5 Conclusions -- References -- Accent and Gender Recognition from English Language Speech and Audio Using Signal Processing and Deep Learning -- 1 Introduction -- 2 Relevant Literature -- 3 Speech Classification Modeling -- 3.1 Problem Statement -- 3.2 English Language Accent Dataset -- 3.3 Feature Extraction Algorithms -- 3.4 Deep Learning Architecture Search -- 3.5 Experimental Setup -- 4 Results and Discussion -- 5 Conclusion -- References -- Improved Path Planning with Memory Efficient A* Algorithm and Optimization of Narrow Passages -- 1 Introduction -- 2 Related Work on Path Finding Algorithms -- 3 Distance Calculation and Grid Navigation -- 4 Considered Algorithms -- 5 Computational Experiments -- 5.1 Model -- 5.2 Simulations -- 5.3 Simulation Settings -- 6 Results -- 7 Conclusions -- References -- Intelligent Mobile Application to Determine the Existence of Medicines Associated with COVID-19 in a Social Network of Medical Dispensaries in a Smart City -- 1 Introduction -- 2 Dataset Analysis -- 3 Selection of Adequate Metaheuristics to Optimize the Problem: Cultural Algorithms -- 4 Intelligent Tool Developed -- 5 Conclusions and Future Research -- References -- NoSQL Data Lake: A Big Data Source from Social Media -- 1 Introduction -- 2 Data Lake Concept -- 3 Related Work -- 4 Big Data Source -- 4.1 Social Media Data Extraction -- 4.2 Social Media Data Integration to NoSQL Data Lake -- 5 Implementation and Evaluation -- 6 Conclusion -- References. , Text Classification Using Convolution Neural Networks with FastText Embedding -- 1 Introduction -- 2 Related Work -- 3 Proposed Methodology -- 3.1 Embedding Model Generation -- 3.2 Text to Feature Representation Module -- 3.3 Text Classification Training Module -- 3.4 Testing Module -- 4 Experiments -- 4.1 Text Corpus -- 5 Results and Analysis -- 5.1 Comparison with the Previous Techniques -- 6 Conclusion -- References -- Deep Convolutional Neural Network Based on Wavelet Transform for Super Image Resolution -- 1 Introduction -- 2 Related Works -- 3 Proposed Method -- 3.1 LR-Image Decomposition Based on DWT -- 3.2 The Convolutional Neural Network for Feature Extraction -- 3.3 HR-Image Reconstruction -- 4 Experimental Results -- 5 Conclusion -- References -- Optimizing Instance Selection Strategies in Interactive Machine Learning: An Application to Fraud Detection -- 1 Introduction -- 2 Interactive Learning -- 3 An Interactive Learning System for Fraud Detection -- 4 Instance Selection Strategies vs. Learning Curve -- 5 Validation and Results -- 6 Conclusions -- References -- Building IoT Analytics and Machine Learning with Open Source Software for Prediction of Environmental Data -- 1 Introduction -- 2 System Model Architecture with Applications -- 2.1 A Typical BigData Architecture -- 2.2 The Proposed System Model -- 2.3 Implementation Results -- 3 Conclusions -- References -- ANFIS-Based Inverse Kinematics and Forward Dynamics of 3 DOF Serial Manipulator -- 1 Introduction -- 2 Modeling and Analysis -- 2.1 Kinematic Analysis -- 2.2 Dynamic Analysis -- 3 Adaptive Neuro-Fuzzy Inference System -- 4 Results and Discussion -- 4.1 Inverse Kinematics -- 4.2 Forward Dynamics -- 5 Conclusion -- References -- Design and Development of Intelligent Pesticide Spraying System for Agricultural Robot -- 1 Introduction -- 2 Literature Review. , 3 Design, Development and Testing -- 3.1 Tracked Mobile Manipulator -- 3.2 Spraying System Description -- 3.3 Circuit Design and Simulation -- 3.4 Fuzzy Logic Controller -- 4 Hardware Description and Experimentation -- 5 Conclusion -- References -- Solving Dynamic Bag-of-Tasks Scheduling Problem in Heterogeneous Multi-cloud Environment Using Hybrid Bi-Level Optimization Model -- 1 Introduction -- 2 DBoTSP Formulation -- 3 Proposed HBDBoTSP -- 3.1 Upper Level Optimization Procedure -- 3.2 Lower Level Optimization Procedure -- 4 Experimental Study -- 5 Conclusion -- References -- Caching Mechanisms Evolution in CCN Architectures -- 1 Introduction -- 2 CCN: Most Popular ICN Approach -- 3 Overview of Existing Caching Mechanisms -- 3.1 Performance Measures -- 3.2 Caching Mechanisms in CCN -- 3.3 Caching Mechanisms in Hybrid Solutions Combining SDN and CCN -- 4 Simulation Experiments -- 5 Issues and Future Research Directions -- 5.1 Caching Improvements with Users' Behaviour Support -- 5.2 Popular Content Caching -- 5.3 Large-Scale Caching Related Issues -- 5.4 Service Vs Data Caching -- 5.5 The Tradeoff Between Gain and Cost -- 5.6 Energy Efficiency -- 5.7 Security -- 6 Conclusion -- References -- SentiLSTM: A Deep Learning Approach for Sentiment Analysis of Restaurant Reviews -- 1 Introduction -- 2 Related Work -- 3 Corpora Development -- 4 Methodology -- 4.1 Text to Vector Representation -- 4.2 Model Architecture -- 4.3 Sentiment Classifier Model -- 5 Experiments -- 5.1 Hyperparameters -- 5.2 Results -- 6 Conclusion -- References -- Characterizing Antennas' Radiation Pattern Using Bernoulli Lemniscates -- 1 Introduction -- 2 Linkage System and Lemniscates of Bernoulli -- 3 Linkage System for Lemniscate Curves -- 4 Applications and Insights -- 4.1 Applications to Some Common Antennas -- 4.2 Discussion and Insights -- 5 Conclusion -- A Appendices. , A.1 Proof of Proposition 1 -- A.2 Proof of Proposition 2 -- A.3 Proof of Proposition 3 -- References -- Analysis of Metaheuristics Feature Selection Algorithm for Classification -- 1 Introduction -- 2 Research Methodology -- 2.1 Data Set Description -- 3 Result and Discussion -- 3.1 Comparison of CHPSO-DE and Filter-Based Feature Selection Technique -- 3.2 Comparison of CHPSO-DE and Wrapper-Based Metaheuristics Feature Selection Technique -- 3.3 Evaluation of the Performance of Feature Selection Algorithm Using Education Datasets -- 4 Conclusion -- References -- Hybrid Genetic Algorithms to Solve the Traveling Salesman Problem -- 1 Introduction -- 2 Related Work -- 3 The Traveling Salesman Problem -- 4 Hybrid Solution Approach -- 4.1 Nearest Neighbor Algorithm -- 4.2 Adapted Genetic Algorithm -- 5 Computation Experiments and Results -- 5.1 Experiment Setup -- 5.2 Results -- 6 Discussion -- 7 Conclusion and Outlook -- References -- Hybridization of Adaboost with Random Forest for Real-Time Prediction of Online Shoppers' Purchasing Intention -- 1 Introduction -- 2 Literature Review -- 3 Suggested System -- 3.1 Functional Description -- 3.2 Data Description -- 3.3 Prediction -- 4 Experiments and Results -- 5 Conclusion and Prospects -- References -- Change Detection in Satellite Imagery: A Multi-label Approach Using Convolutional Neural Network -- 1 Introduction -- 2 Related Work -- 3 Methodology -- 3.1 Preparation of Dataset -- 3.2 Application of Sliding Window on Satellite Images -- 3.3 Data Augmentation -- 3.4 Preprocessing and Post-processing of Images -- 3.5 Neural Network Architecture -- 3.6 Loss and Activation Function -- 4 Results and Discussion -- 5 Conclusion and Future Work -- References -- Inverse Neural Control of a Magnetic Levitation System: Experimental Results -- 1 Introduction -- 2 System Analysis -- 2.1 System Modeling. , 2.2 System Parameters.

Additional Edition: ISBN 3-030-73049-2

Language: English

Keywords: Congressos ; Llibres electrònics