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Innovations in Data Analytics de Abhishek Bhattacharya

Innovations in Data Analytics: Lecture Notes in Networks and Systems, cartea 972

Editat de Abhishek Bhattacharya, Soumi Dutta, Paramartha Dutta, Debabrata Samanta
en Limba Engleză Paperback – 21 iul 2024

Pe linia practică a volumului Computational Intelligence in Communications and Business Analytics, dar cu un focus pronunțat pe diversitatea aplicațiilor sectoriale, Innovations in Data Analytics reprezintă o sinteză tehnică a celor mai recente cercetări prezentate în cadrul conferinței ICIDA 2023. Notăm cu interes modul în care această lucrare reușește să pună în dialog rigoarea academică a cercetătorilor de la instituții de prestigiu, precum Indian Statistical Institute, cu nevoile pragmatice ale industriei de profil. În contextul operei editoriale anterioare a lui Abhishek Bhattacharya, în special Emerging Technologies in Data Mining and Information Security, volumul de față continuă explorarea tehnologiilor emergente, însă plasează o greutate mai mare pe soluțiile de tip real-time și pe impactul social al algoritmilor.

Putem afirma că structura volumului este una modulară și extrem de aplicată. Organizarea cuprinsului indică o progresie de la modele teoretice de deep learning către implementări specifice în domenii critice. Merită menționat că cititorul va găsi capitole dedicate unor probleme contemporane presante, cum ar fi detectarea știrilor false, monitorizarea stresului în timpul examenelor prin tehnici EEG și sisteme inteligente de control al traficului bazate pe AI. Această abordare diferențiază volumul de lucrări mai generaliste, precum Computational Intelligence in Data Science, oferind studii de caz granulare care includ de la analiza sentimentelor pe rețelele sociale până la diagnosticarea bolilor plantelor de orez.

Din punct de vedere tehnic, volumul acoperă întregul spectru al analizei de date: de la procesarea preliminară și explorarea datelor (EDA), până la utilizarea modelelor pre-antrenate și a tehnicilor de tip stacking în machine learning. Este o resursă care documentează transformarea cercetării fundamentale în aplicații industrializate, oferind o perspectivă clară asupra direcțiilor viitoare în securitatea rețelelor IoT și procesarea limbajului natural.

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Specificații

ISBN-13: 9789819734658
ISBN-10: 9819734657
Pagini: 484
Ilustrații: X, 390 p. 80 illus.
Dimensiuni: 155 x 235 x 25 mm
Greutate: 0.82 kg
Ediția:2024
Editura: Springer
Colecția Lecture Notes in Networks and Systems
Seria Lecture Notes in Networks and Systems

Locul publicării:Singapore, Singapore

De ce să citești această carte

Această carte se adresează specialiștilor în data science și inginerilor software care caută soluții implementabile pentru probleme complexe. Cititorul câștigă acces la metodologii verificate pentru detectarea fraudelor, clasificarea documentelor și securitatea IoT. Este un volum esențial pentru cei care vor să înțeleagă cum inteligența artificială poate fi utilizată în beneficiul societății, oferind un fundament solid pentru dezvoltarea de noi aplicații în domeniul sănătății și al securității cibernetice.

Despre autor

Abhishek Bhattacharya este în prezent conferențiar la Indian Statistical Institute (ISI). Cu un parcurs academic de excepție, acesta deține diplome de licență și masterat de la ISI și un doctorat obținut la University of Arizona în 2008. Experiența sa este consolidată de o perioadă de cercetare postdoctorală la Duke University, finalizată în 2010. Expertiza sa vastă acoperă domenii diverse, de la statistica nonparametrică frecventistă la metode bayesiene pe varietăți non-euclidiene, fiind autorul a numeroase articole de specialitate care fundamentează rigoarea tehnică a volumelor pe care le coordonează.

Descriere scurtă

This book features research papers presented at the 2nd International Conference on Innovations in Data Analytics (ICIDA 2023), held at Eminent College of Management and Technology (ECMT), West Bengal, India during 29 – 30 November 2023. The book presents original research work in the areas of computational intelligence, advance computing, network security and telecommunication, data science and data analytics, and pattern recognition. The book is beneficial for readers from both academia and industry.

Cuprins

Applications and challenges of blockchain technology in image processing: A comparative review.- Research on the impact of computer information technology on urban performing arts tourism design.- Assessment of Smart Supply Chain Production Floor Based on The Impact of The Raw Materials Queue: A Simulation-Based Study.- A Comparative Assessment of Balanced Transportation Problems.- Performance and Evaluation of Non-Fungible Tokens: A Review.- A concept matrix based approach for research paper clustering.- A Novel Approach for Intelligent Hardware Utilization in CI/CD Pipeline.- Retinal vessel segmentation using modify Matching filter and Hessian matrix.- Gradient Ridge Enhancer: A Robust Approach for Ridge Detection in Infant Retina Images.- Securing Real-Time Data Streams with Cloud-Enabled Lightweight Cryptography.- Examining the Consequences of Cyber Attacks on Businesses and Organizations.- Player Performance Analysis in Cricket.- A Systematic Review of Wavelet Tree Compression Techniques.- Real Time Smart Alert System for Prevention of Vehicle Accident and Fire: An IoT-Based Alarm System.- Enhancement of Microscopic Images Using K-means Segmentation Based on Adaptive Histogram Equalisation.- Virtual Environment Testbed For DSDN Network.- Construction of digital shared resources in vocational colleges based on the computer network security framework system of the credit bank.- Decision Tree based Network Intrusion Detection for Cyber Security Application.- A State of the Art Analysis of Genetic Algorithm in Cryptography.- Identification of Bird Species through Audio Signal Processing using Neural Network.

Notă biografică

Dr. Abhishek Bhattacharya is Associate Professor at Sister Nivedita University, India. He has completed his PhD (CSE) from BIT, Mesra. He is certified as Publons Academy Peer Reviewer, 2020. His research interests are data mining, cyber security, and mobile computing. She has published 25 conference and journal papers in Springer, IEEE, IGI Global, Taylor & Francis etc. He has 3 book chapters in Taylor & Francis Group EAI. He is peer reviewer and TPC member in different international journals. He was the editor in IEMIS 2020, IEMIS 2018, IEMIS 2022, CIIR 2023, ICIDA 2022 and special issues in IJWLTT. He is the member of several technical functional bodies such as IEEE, IFERP, MACUL, SDIWC, Internet Society, ICSES, ASR, AIDASCO, USERN,  IAENG. He has published 3 patents. 

Dr. Soumi Dutta is Associate Professor at Sister Nivedita University, India. She has completed her PhD (CST), IIEST, Shibpur. She received her B.Tech (IT) and M.Tech (CSE) securing 1st position (Gold medallist), from MAKAUT. She is certified as Publons Academy Peer Reviewer, 2020 and Certified Microsoft Innovative Educator, 2020. Her research interests are Data Mining, Information Retrieval, Online Social Media Analysis, and Image Processing. She has published 55 conference and journal papers in Springer, IEEE, IGI Global, Taylor & Francis etc. She has 5 Book Chapters in Taylor & Francis Group and IGI Global. She is a peer reviewer and TPC member in different international journals. She was the editor in CIPR 2020, CIPR2019, IEMIS 2020, CIIR 2021, IEMIS 2018 special issues in IJWLTT. She is the member of several technical functional bodies such as ACM, IEEE, IFERP, MACUL, SDIWC, Internet Society, ICSES, ASR, AIDASCO, USERN, IRAN, IAENG. She has published 3 patents. Dr. Soumi Dutta has delivered 15 Keynote talks in Different International Conferences. She has been awarded with Rashtriya Shiksha Ratna Award, InSc Research Education Excellence Award, International Teacher Award 2020-21 by the Ministry of MSME, Government of India.
Paramartha Dutta, I am currently a Professor in the Department of Computer and System Sciences in Visva-Bharati University, Bolpur, Shantiniketan, West Bengal, India since November 2007. I did my Bachelors and Masters in Statistics from Indian Statistical Institute, Kolkata, India in 1988 and 1990, respectively. Subsequently, I did my Master of Technology in Computer Science in 1993 from Indian Statistical Institute, Kolkata, India. I did my PhD (Engineering) in 2005 from Bengal Engineering and Science University, Shibpore, India. I am co-author of eight authored books apart from thirteen edited books and more than two hundred and forty research publications in peer reviewed journals and conference proceedings. In addition, I am co-inventor of seventeen published patents. So far, I had the opportunity to supervise eight PhD scholars who have received their degree, two who have submitted their theses waiting for follow up formalities, apart from six who at present are pursuing their Ph. D work.
Dr. Debabrata Samanta, is presently working as Assistant Professor at RIT Kosovo (A.U.K), Rochester Institute of Technology – RIT Global Campus, Dr. Shpetim Robaj, n.n., Germia Campus, Prishtina 10000, Kosovo, Europe. He obtained his PhD in Computer Science and Enggineering from National Institute of Technology, Durgapur, India, in the areas of SAR Image Processing. He is keenly interested in Interdisciplinary Research & Development and has experience spanning fields of SAR Image Analysis, Video surveillance, Heuristic algorithm for Image Classification, Deep Learning Framework for Detection and Classification, Blockchain, Statistical Modelling, Wireless Adhoc Network, Natural Language Processing, V2I Communication. He has successfully completed six Consultancy Projects. He has received funding 8,110 USD under Open Access, Publication fund. He has received funding under International Travel Support Scheme in 2019 for attending conference in Thailand. He has received Travel Grant for speaker in Conference, Seminar etc for two years from July 2019. He is the owner of 21 patents (3 Design Indian Patent and 2 Australian patents Granted, 16 Indian Patents published) and 2 copyright.

Caracteristici

Presents recent research in data analytics and intelligent systems Discusses the outcomes of ICIDA 2023, held in Kolkata, India Serves as a reference resource for researchers and practitioners in academia and industry