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Advanced Computational and Communication Paradigms: Proceedings of ICACCP 2023 de Samarjeet Borah

Advanced Computational and Communication Paradigms: Proceedings of ICACCP 2023: Lecture Notes in Networks and Systems, cartea 535

Editat de Samarjeet Borah, Tapan K. Gandhi, Vincenzo Piuri
en Limba Engleză Paperback – 21 sep 2023

ABORDAREA PRACTICĂ: Notăm cu interes modul în care Advanced Computational and Communication Paradigms reușește să echilibreze rigoarea teoretică a cercetării academice cu implementări de cod și studii de caz pragmatice. Considerăm că valoarea acestui volum rezidă în capacitatea de a transforma algoritmi complexi de optimizare, precum Grey Wolf Optimization, în soluții aplicabile pentru probleme reale de securitate și sănătate publică. Structura cărții este organizată pe module tematice clare, începând cu fundamentul oferit de Soft Computing și Machine Learning și progresând către arhitecturi avansate de comunicații D2D și sisteme de detectare a intruziunilor (IDS) bazate pe inteligență artificială.

Complementar lui International Conference on Innovative Computing and Communications, volumul editat de Samarjeet Borah pune un accent mai pronunțat pe algoritmi de învățare prin ranforsare profundă și dataseturi specifice pentru SDN, zonă pe care cealaltă lucrare o atinge doar tangențial. Recomandăm acest parcurs narativ tehnic deoarece oferă nu doar rezultate experimentale, ci și o analiză comparativă a performanței algoritmilor de tip AdaGrad sau k-NN, esențială pentru cercetătorii care doresc să optimizeze modele de predicție existente.

În contextul operei editorilor, acest volum consolidează direcțiile explorate în Applied Soft Computing Techniques, extinzând însă aplicabilitatea tehnicilor către zona de infrastructură critică și Cloud. Spre deosebire de AI in Manufacturing and Green Technology, care se concentrează pe sustenabilitate industrială, lucrarea de față prioritizează robustețea comunicațiilor și securitatea cibernetică, oferind o perspectivă tehnică asupra paradigmelor computaționale de ultimă generație.

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Specificații

ISBN-13: 9789819942831
ISBN-10: 9819942837
Pagini: 546
Ilustrații: XIX, 546 p. 220 illus., 168 illus. in color.
Dimensiuni: 155 x 235 mm
Greutate: 0.98 kg
Ediția:1st ed. 2023
Editura: Springer Nature Singapore
Colecția Springer
Seria Lecture Notes in Networks and Systems

Locul publicării:Singapore, Singapore

De ce să citești această carte

Recomandăm această lucrare profesioniștilor din IT și cercetătorilor care caută implementări concrete ale inteligenței artificiale în securitate și comunicații. Cititorul câștigă acces la metodologii verificate pentru optimizarea rețelelor și securizarea datelor prin Blockchain. Este un instrument valoros pentru cei care doresc să înțeleagă tranziția de la teoria algoritmilor de tip swarm optimization la aplicații practice în sisteme de detecție a intruziunilor și baze de date temporale.

Despre autor

Samarjeet Borah, Tapan K. Gandhi și Vincenzo Piuri sunt editori recunoscuți în comunitatea științifică internațională, având o experiență vastă în coordonarea publicațiilor de înalt nivel academic. Samarjeet Borah, afiliat la Sikkim Manipal Institute of Technology, a editat numeroase volume care explorează intersecția dintre Machine Learning și sistemele cibernetice, precum Computing and Machine Learning. Vincenzo Piuri este o figură proeminentă în domeniul sistemelor inteligente, contribuind constant la dezvoltarea rețelelor neuronale și a procesării semnalelor. Expertiza lor combinată asigură o selecție riguroasă a lucrărilor, transformând acest volum într-o referință solidă pentru domeniul informaticii avansate.

Descriere scurtă

This book presents high-quality, peer-reviewed papers from Fourth International Conference on Advanced Computational and Communication Paradigms (ICACCP 2023), organized by Department of Computer Science and Engineering (CSE), Sikkim Manipal Institute of Technology (SMIT), Sikkim, India, during February 16–18, 2023. ICACCP 2023 covers advanced computational paradigms and communications technique which provides failsafe and robust solutions to the emerging problems faced by mankind. Technologists, scientists, industry professionals, and research scholars from regional, national, and international levels are invited to present their original unpublished work in this conference.

Cuprins

Part 1: Soft Computing and Machine Learning.- Chapter 1. Performance Analysis of Clustering Using Modified Grey Wolf Optimization.- Chapter 2. Designing of Advanced Machine Learning based Predictive Model for Maternal Mortality.- Chapter 3. Multi-Criteria based Page Ranking using Metaheuristic Swarm Optimization.- Chapter 4. k-NN-SSc: An Effective Similarity Score for k-NN Classifier.- Chapter 5. Password Management System using Blockchain.- Chapter 6. Deep Reinforcement Learning Algorithms for D2D Communications: A Comparative Analysis.- Chapter 7. AI-enabled IDS for Identifying Malicious Traffics in Cloud Systems.- Chapter 8. NITSDN: Development of SDN dataset for ML-based Intrusion Detection System.- Chapter 9. Association Rule Mining in Distributed Environment: A Survey.- Chapter 10. Performance Analysis of the AdaGrad Family of Algorithms.- Chapter 11. Time-Related Natural Language Query Handling to Extract Autism Spectrum Disorder Information from Temporal Database.- Chapter12. Emotion-Based Music Recommendation.- Chapter 13. A Comprehensive Study on Natural Language Processing, It's Techniques and Advancements in Nepali Language.- Chapter 14. Quality Evaluation of Enterprise Architecture Frameworks.- Chapter 15. Natural Language Query Processing System to Extract Autism Spectrum Disorder Information from Database. etc.

Notă biografică

Dr. Samarjeet Borah is currently working as Professor and Head in the Department of Computer Applications, SMIT, Sikkim Manipal University (SMU), Sikkim, India. Dr. Borah has carried out various funded projects from AICTE (GoI), DST-CSRI (GoI), etc. He has published around 90 research papers in various journals and conferences. He has organized various workshops and conferences in national and international levels. Dr. Borah is involved with various book volumes and journals of repute from Springer, IEEE, Inderscience, and IGI Global as Editor or Guest Editor. He is Editor-in-Chief of the book and proceedings series—Research Notes on Computing and Communication Sciences, Apple Academic Press, USA. Dr. Borah has served as Keynote as well as Invited Speakers in several international conferences. His areas of research are data mining, information security, data science, and machine learning. 

Dr. Tapan Kumar Gandhi is currently working as Associate Professor in the Dept. of Electrical Engineering, IIT Delhi, and Adjunct Faculty in the school of AI and data science, IIT Jodhpur. He is also Research Affiliate to MIT, USA. He received his Ph.D. fellowship from (MIT, USA) and obtained his Ph.D. in Biomedical Engineering from IIT Delhi. He has published papers in top ranking journals like Nature, PNAS, Current Biology, PloS Biology, IEEE Transactions. He has more than 150 publications in international journals and conference proceedings. He is PI and Co-PI of many funded projects from industry, international organizations as well as GoI organizations. He is serving as Expert Member in various research committees in GoI and UNESCO. He has also received Platinum Jubilee Young Scientist award 2015 by National Academy of Science in India and GYTI 2019 Award. Presently, he is Chairperson of Project Prakash Charitable Trust that helps in Restoration of Vision and providing education to visually impaired in India. 
Dr. Vincenzo Piuriis Full Professor at the University of Milan, Italy (since 2000), where he was also Department Chair (2007–2012). He was Associate Professor at Politecnico di Milano, Italy (1992–2000), visiting professor at the University of Texas at Austin, USA (summers 1996–1999), and visiting researcher at George Mason University, USA (summers 2012–2017). He founded a start-up company, Sensure srl, in the area of intelligent systems for industrial applications (leading it from 2007 until 2010) and was active in industrial research projects with several companies. He received his M.S. and Ph.D. in Computer Engineering from Politecnico di Milano, Italy. His main research and industrial application interests are intelligent systems, computational intelligence, pattern analysis and recognition, machine learning, signal and image processing, biometrics, intelligent measurement systems, industrial applications, distributed processing systems, Internet of things, cloud computing, fault tolerance, application-specific digital processing architectures, and arithmetic architectures.

Caracteristici

Presents research works in the field of computational and communication technology Provides original works presented at ICACCP 2023 held in Sikkim, India Serves as a reference for researchers and practitioners in academia and industry