Data Intelligence and Cognitive Informatics : Proceedings of ICDICI 2023 / / edited by I. Jeena Jacob, Selwyn Piramuthu, Przemyslaw Falkowski-Gilski

• Autore: Jacob I. Jeena
• Pubblicazione: Singapore : , : Springer Nature Singapore : , : Imprint : Springer, , 2024
• Edizione: 1st ed. 2024.
• Descrizione fisica: 1 online resource (579 pages)
• Disciplina: 006.3
• Soggetto topico: Computational intelligence; Internet of things; Cooperating objects (Computer systems); Computational Intelligence; Internet of Things; Cyber-Physical Systems
• Altri autori: PiramuthuSelwyn Falkowski-GilskiPrzemyslaw
• Nota di contenuto: Intro -- Preface -- Contents -- About the Editors -- Automatic Sentence Classification: A Crucial Component of Sentiment Analysis -- 1 Introduction -- 2 Literature Review -- 3 Proposed Methodology -- 3.1 Data Collection -- 3.2 Pre-processing -- 3.3 Tokenization of Data -- 3.4 Algorithm Feeding -- 3.5 Best Model Selection -- 4 Result and Discussion -- 4.1 Statistical Analysis -- 4.2 Accuracy Graph -- 4.3 Confusion Matrix -- 4.4 Classification Report -- 5 Conclusion and Future Work -- References -- Real-Time Health Monitoring System of Patients on Utilizing Red Tacton -- 1 Introduction -- 2 Implementation -- 3 Proposed Methodology -- 4 Results -- 5 Conclusion -- References -- An Efficient Botnet Detection Using Machine Learning and Deep Learning -- 1 Introduction -- 2 Literature Review -- 3 Proposed Methodology -- 3.1 Load Dataset -- 3.2 Data Pre-Processing -- 3.3 Feature Selection -- 3.4 Handling Class Imbalance -- 3.5 Partition Dataset in Training and Testing -- 3.6 Apply ML/DL Models -- 3.7 Bot Detection -- 3.8 Model Evaluation -- 4 Experiments and Results -- 5 Conclusion -- References -- Wavelet Selection for Novel MD5-Protected DWT-Based Double Watermarking and Image Hiding Algorithm -- 1 Introduction -- 2 Related Works -- 3 Methodology Used -- 3.1 Architecture of Proposed System -- 3.2 Watermark Embedder -- 3.3 Watermark Extractor -- 4 Experimental Results -- 4.1 Pseudorandomness in Watermark Embedding -- 4.2 Performance Evaluation Metrics -- 4.3 Selection of Wavelet -- 4.4 Watermark Embedding and Extraction -- 4.5 Image Hiding -- 5 Conclusion and Future Work -- References -- Chaotic Map Based Encryption Algorithm for Secured Medical Data Analytics -- 1 Introduction -- 2 Related Work -- 3 Existing Techniques -- 3.1 Algorithm -- 3.2 Cryptography -- 3.3 Encryption -- 3.4 Decryption -- 3.5 Key -- 3.6 Steganography -- 3.7 Symmetric Encryption. ; 4 Proposed Methodology -- 4.1 Secret Key Generation -- 4.2 Hahn's Discrete Orthogonal Moment -- 4.3 QR Code -- 4.4 Modified Logistic Map -- 5 Results and Discussions -- References -- Gold Price Forecast Using Variational Mode Decomposition-Aided Long Short-Term Model Tuned by Modified Whale Optimization Algorithm -- 1 Introduction -- 2 Background and Related Works -- 2.1 LSTM Overview -- 2.2 Variation Mode Decomposition Details -- 2.3 Metaheuristics Optimization -- 2.4 AI Applications for Gold Price Forecasting -- 3 Whale Optimization Algorithm -- 3.1 Elementary WOA -- 3.2 Proposed Improved WOA Algorithm Used in Time-Series Forecasting Framework -- 4 Experimental Setup -- 4.1 Results and Discussion -- 5 Conclusion -- References -- Requirements for a Career in Information Security: A Comprehensive Review -- 1 Introduction -- 2 Cybersecurity Foundation -- 2.1 Information Security Expertise -- 2.2 Duties and Tasks of an IS Professional -- 2.3 Job Nature and Requirements -- 3 Research Approach -- 3.1 Words Used to Search -- 3.2 Selection Criteria -- 3.3 Rejection Criteria -- 3.4 Data Gathering -- 3.5 Quality Appraisal -- 4 Results -- 5 Conclusion -- References -- Intrusion Detection Using Bloom and XOR Filters -- 1 Introduction -- 2 Literature Survey -- 3 NIDS Implementation Using Bloom Filter -- 4 NIDS Implementation Using XOR Filter -- 5 Experimental Results and Discussions -- 6 Conclusions and Future Work -- References -- A Model for Privacy-Preservation of User Query in Location-Based Services -- 1 Introduction -- 2 Related Work and Literature Survey -- 3 Methodology -- 4 Results -- 5 Conclusion -- 6 Future Work -- References -- A GPS Based Bus Tracking and Unreserved Ticketing System Using QR Based Verification and Validation -- 1 Introduction -- 2 Literature Survey -- 3 Proposed System -- 4 System Architecture -- 5 System Functionality. ; 5.1 QR Code -- 5.2 Crowd Management -- 5.3 GPS Location -- 5.4 Automatic Ticket Expiry -- 5.5 Passenger Application -- 5.6 Conductor Application -- 6 Backend -- 6.1 Seat Availability -- 6.2 Passenger Information -- 6.3 Administrative Information -- 7 Conclusion and Future Scope -- References -- FileFox: A Blockchain-Based File Storage Using Ethereum and IPFS -- 1 Introduction -- 2 Background -- 2.1 Blockchain Storage -- 2.2 INFURA -- 2.3 Truffle -- 2.4 MetaMask -- 3 Related Work -- 4 Proposed System -- 5 Implementation -- 6 Result and Discussion -- 7 Conclusion and Future Scope -- References -- Minimizing Web Diversion Using Query Classification and Text Mining -- 1 Introduction -- 2 Literature Review -- 3 Methodology -- 3.1 Dataset -- 3.2 Feature Extraction -- 3.3 Semantic Matching -- 3.4 Web Query Classification -- 3.5 Machine Learning Models -- 3.6 Deep Learning Models -- 3.7 Evaluation Metrics -- 4 Results and Discussion -- 5 Future Scope -- 6 Conclusion -- References -- Connect: A Secure Approach for Collaborative Learning by Building a Social Media Platform -- 1 Introduction -- 1.1 Critical Characteristics of Social Media Are as Follows -- 1.2 Social Media Platforms -- 1.3 Need for Using Collaborative Learning -- 1.4 Challenges and Issues to Build Social Networking -- 1.5 Cloud Computing -- 1.6 Encryption -- 1.7 Importance of Social Media Platforms for Collaborative Learning -- 1.8 Advantages of Collaborative Learning for Faculty-To-Faculty Interaction -- 1.9 Security Concerns While Building a Social Media Platform -- 1.10 Conventional Threats -- 1.11 Modern Threats -- 1.12 Targeted Threats -- 1.13 Reasons Behind Online Social Media Security -- 2 Literature Review -- 2.1 Encryption Techniques Used -- 3 Summary of Literature Review -- 3.1 Importance of the Study. ; 3.2 The Opportunities that Will Be Provided Among the Users of the System Are as Follows -- 4 Proposed System -- 4.1 Proposed Algorithmic Process -- 5 Discussion -- 6 Conclusion -- References -- Smart Analytics System for Digital Farming -- 1 Introduction -- 2 Need for the Study -- 3 Related Works -- 4 Proposed Work -- 5 Conclusion -- References -- Sarcasm Detection for Marathi and the role of emoticons -- 1 Introduction -- 2 Related Work -- 3 Dataset and Annotation -- 3.1 Distribution of Tweets -- 3.2 Emoji Analysis -- 4 Pre-processing of Tweets -- 4.1 Cleaning of Tweets -- 4.2 Tokenization -- 5 Feature Extraction and Sarcasm Detection -- 5.1 Sentence Embedding Using Language Model -- 5.2 Embeddings for Emojis in the Tweet -- 6 Experiments and Result Analysis -- 7 Conclusion -- References -- Fleet Management Mobile Application Using GPS Shortest Path -- 1 Introduction -- 2 Literature Survey -- 3 Proposed System -- 3.1 Modules -- 3.2 Algorithm Used -- 3.3 Database -- 4 Result and Discussion -- 5 Conclusions -- References -- Finger Vein Biometric System Based on Convolutional Neural Network -- 1 Introduction -- 2 Related Work -- 3 Proposed System -- 3.1 Image Enhancement -- 3.2 Features Extraction -- 3.3 AES Encryption and Decryption -- 3.4 Convolution Neural Network -- 4 Result and Discussion -- 4.1 Image Enhancement -- 4.2 Feature Extraction -- 4.3 AES Encryption and Decryption -- 5 Conclusion -- References -- Embedding and Extraction of Data in Speech for Covert Communication -- 1 Introduction -- 2 Literature Survey -- 3 Existing Methodology -- 4 Proposed Methodology -- 5 Results and Evaluation -- 5.1 Results -- 5.2 Evaluation Metrics -- 6 Conclusion and Future Work -- References -- A Machine Learning Based Model for Classification of Customer Service's Email -- 1 Introduction -- 2 Problem Statement. ; 2.1 Shared Inboxes Fail in Managing the Emails as the Number Grows -- 3 Proposed Solution -- 3.1 Advantages of Email Multi-folder Categorization for Better Customer Support -- 3.2 Email with Multi-folder Categorization Works Well with a Database System -- 3.3 Work Together to Solve Problems at a Fast Pace -- 3.4 Provide Support in the 100% Context -- 3.5 Measure Individual Performance with Intuitive Reports -- 3.6 Architecture of Automatic Classification of Email -- 4 Research Methodology -- 4.1 Classification of Email Using the Technique of Machine Learning -- 4.2 Machine Learning Terminologies Used in Classification -- 4.3 Support Vector Machine -- 4.4 Advantages and Disadvantages for Using Support Vector Machine -- 4.5 Validation Tool/Dataset Used -- 5 Results -- 6 Conclusion -- 7 Limitations and Future Scope -- References -- Intelligent Identification and Multiclass Segmentation of Agricultural Crops Problem Areas by Neural Network Methods -- 1 Introduction -- 2 Methods and Materials -- 3 Results and Discussion -- 3.1 Justification of the Segmentation DNN Architecture -- 3.2 Learning Outcomes Developed by DNN -- 3.3 Discussion of the Results -- 4 Conclusions -- References -- Perishable Products: Enhancing Delivery Time Efficiency with Big Data, AI, and IoT -- 1 Introduction -- 2 Delivery Time in Our Context -- 2.1 Optimizing Delivery Time in Transportation: Exploring Algorithmic Approaches -- 2.2 Objective -- 2.3 Advantage -- 2.4 Challenger -- 2.5 Delivery Time Description -- 3 The Proposed Optimization -- 3.1 Model System -- 3.2 The Proposed Optimization for Delivery Time -- 3.3 Specification Parameter -- 4 Optımızatıon Results Analysis -- 4.1 Comparing CT with Integrated Recent Transportation Technologies -- 4.2 Evaluation and Comparison of Optimization Results -- 5 Conclusion -- References -- CNN Approach for Identification of Medicinal Plants. ; 1 Introduction.
• Sommario/riassunto: The book is a collection of peer-reviewed best selected research papers presented at the International Conference on Data Intelligence and Cognitive Informatics (ICDICI 2023), organized by SCAD College of Engineering and Technology, Tirunelveli, India, during June 27–28, 2023. This book discusses new cognitive informatics tools, algorithms and methods that mimic the mechanisms of the human brain which lead to an impending revolution in understating a large amount of data generated by various smart applications. The book includes novel work in data intelligence domain which combines with the increasing efforts of artificial intelligence, machine learning, deep learning and cognitive science to study and develop a deeper understanding of the information processing systems.
• Titolo autorizzato: Data Intelligence and Cognitive Informatics
• ISBN: 981-9979-62-5
• Formato: Materiale a stampa
• Livello bibliografico: Monografia
• Lingua di pubblicazione: Inglese
• Record Nr.: 9910799231503321
• Lo trovi qui: Univ. Federico II
• Serie: Algorithms for Intelligent Systems, . 2524-7573