LEADER 06980nam 22005775 450 001 9910743692703321 005 20230830143322.0 010 $a3-031-42317-8 024 7 $a10.1007/978-3-031-42317-8 035 $a(MiAaPQ)EBC30724515 035 $a(Au-PeEL)EBL30724515 035 $a(DE-He213)978-3-031-42317-8 035 $a(PPN)27226606X 035 $a(EXLCZ)9928112520200041 100 $a20230830d2023 u| 0 101 0 $aeng 135 $aurcnu|||||||| 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 14$aThe 4th Joint International Conference on Deep Learning, Big Data and Blockchain (DBB 2023)$b[electronic resource] /$fedited by Muhammad Younas, Irfan Awan, Salima Benbernou, Dana Petcu 205 $a1st ed. 2023. 210 1$aCham :$cSpringer Nature Switzerland :$cImprint: Springer,$d2023. 215 $a1 online resource (148 pages) 225 1 $aLecture Notes in Networks and Systems,$x2367-3389 ;$v768 311 08$aPrint version: Younas, Muhammad The 4th Joint International Conference on Deep Learning, Big Data and Blockchain (DBB 2023) Cham : Springer,c2023 9783031423161 327 $aIntro -- Preface -- Organization -- Contents -- Block Chain Systems -- Distributed Ledger Technology for Collective Environmental Action -- 1 Introduction -- 2 Literature Background -- 3 Design Science Research Methodology -- 4 DLT Prototype Construction and Evaluation -- 4.1 Prototype Design Components -- 4.2 Prototype Functional Logic Components -- 4.3 Prototype Evaluation -- 5 Discussion of Empirical Findings -- 6 Conclusions -- References -- Moving Towards Blockchain-Based Methods for Revitalizing Healthcare Domain -- 1 Introduction -- 2 Blockchain Technology Fundamentals -- 2.1 Key Concepts -- 2.2 Blockchain Taxonomy -- 3 Blockchain Technology in Service of Healthcare -- 4 Related Works -- 4.1 Research Methodology -- 4.2 Our Research Foresight Regarding Healthcare Challenges -- 4.3 Blockchain Adoption in Healthcare Domain -- 5 Discussion -- 6 Our Forthcoming Proposition -- 7 Conclusion -- References -- Design of a Tokenized Blockchain Architecture for Tracking Trade in the Global Defense Market -- 1 Introduction -- 2 Related Work -- 3 Value of Blockchain for Trades in Defense Market -- 4 Design and Implementation of a NFT Based Decentralized Architecture -- 4.1 System Design -- 4.2 Implementation and Testing -- 5 Conclusion -- References -- Requirements for Interoperable Blockchain Systems: A Systematic Literature Review -- 1 Introduction -- 1.1 Research Problem -- 1.2 Key Contributions -- 2 Blockchain Interoperability Overview -- 2.1 Related Studies -- 3 Methodology -- 4 Results and Discussion -- 4.1 Technical and semantic interoperability requirements. -- 4.2 Organizational Interoperability Requirements -- 4.3 Legal Interoperability Requirements -- 5 Conclusion -- References -- Deep Learning and Healthcare Applications -- PENN: Phase Estimation Neural Network on Gene Expression Data -- 1 Introduction -- 2 Related Work -- 3 Method. 327 $a3.1 Objective Function of PENN -- 4 Results -- 4.1 Dataset -- 4.2 Experiments -- 4.3 Implementation -- 5 Conclusion -- References -- MRIAD: A Pre-clinical Prevalence Study on Alzheimer's Disease Prediction Through Machine Learning Classifiers -- 1 Introduction -- 2 Related Work -- 3 Research Methodology -- 3.1 Development and Testing Approach -- 3.2 Data Source -- 3.3 Data Preprocessing -- 3.4 Feature Selection -- 4 Results and Discussion -- 5 Conclusions -- References -- Exploring the Link Between Brain Waves and Sleep Patterns with Deep Learning Manifold Alignment -- 1 Introduction -- 2 Related Work -- 3 Methodology -- 3.1 Dataset -- 3.2 Deep Learning Manifold Alignment Method -- 4 Experimental Results -- 5 Conclusion and Future Work -- References -- Machine Learning and Commercial Systems -- YOLOv5 for Automatic License Plate Recognition in Smart Cities -- 1 Introduction -- 2 Applications of ALPR -- 2.1 Use Cases of ALPR -- 2.2 Object Detection with Deep Learning Techniques -- 3 Related Work -- 4 Experimentation and Results -- 4.1 Methodology -- 4.2 Results -- 5 Conclusion -- References -- An Investigation into Predicting Flight Fares in India Using Machine Learning Models -- 1 Introduction -- 2 Literature Review -- 2.1 Empirical Approach to Determine Changes of Airfares and Customer Behavior When Purchasing Flight Tickets -- 2.2 Statistical Approaches for Determining Changes in the Airfare -- 2.3 Supervised Machine Learning for Determining the Changes in the Airfares -- 3 Research Methodology -- 4 Design Specifications -- 5 Evaluation Results and Discussion -- 5.1 Ensemble Model Analysis -- 5.2 Basic Machine Learning Model Results -- 6 Conclusion and Future Work -- References -- Securing Internet of Things (IoT) Devices Through Distributed Ledger Technologies (DLTs) and World Wide Web Consortium (W3C) Standards -- 1 Introduction. 327 $a2 Overview of IoT and DLTs -- 2.1 Overview of IoT -- 2.2 Overview of DLTs -- 3 DLT-Based Applications and Services for IoT -- 4 Proposed Architecture -- 5 Conclusion and Future Work -- References -- Analysis and Forecast of Energy Demand in Senegal with a SARIMA Model and an LSTM Neural Network -- 1 Introduction -- 2 Analysis of Woyofal Customers Database -- 3 Building a Forecasting Model of Electricity Demand -- 3.1 Forecasting Electricity Demand with a SARIMA Model -- 3.2 Forecasting Electricity Demand with an LSTM Neural Network -- 4 Deploying the Forecasting Model in a Web Application -- 5 Conclusion -- References -- Author Index. 330 $aThis book constitutes refereed articles which present research work on new and emerging topics such as distributed ledger technology, blockchains and architectures, smart cities, machine learning and deep learning techniques and application areas such as flight pricing, energy demand and healthcare. The intended readership of the book include researchers, developers and practitioners in the areas of deep learning, big data and blockchains technologies and their applications. 410 0$aLecture Notes in Networks and Systems,$x2367-3389 ;$v768 606 $aComputational intelligence 606 $aEngineering$xData processing 606 $aComputational Intelligence 606 $aData Engineering 615 0$aComputational intelligence. 615 0$aEngineering$xData processing. 615 14$aComputational Intelligence. 615 24$aData Engineering. 676 $a006.3 700 $aYounas$b Muhammad$01383207 701 $aAwan$b Irfan$01383208 701 $aBenbernou$b Salima$01427319 701 $aPetcu$b Dana$01427320 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910743692703321 996 $aThe 4th Joint International Conference on Deep Learning, Big Data and Blockchain (DBB 2023)$93560210 997 $aUNINA