Complex Pattern Mining -

Complex Pattern Mining

New Challenges, Methods and Applications
Buch | Softcover
X, 250 Seiten
2021 | 1st ed. 2020
Springer International Publishing (Verlag)
978-3-030-36619-3 (ISBN)
160,49 inkl. MwSt
This book discusses the challenges facing current research in knowledge discovery and data mining posed by the huge volumes of complex data now gathered in various real-world applications (e.g., business process monitoring, cybersecurity, medicine, language processing, and remote sensing). The book consists of 14 chapters covering the latest research by the authors and the research centers they represent. It illustrates techniques and algorithms that have recently been developed to preserve the richness of the data and allow us to efficiently and effectively identify the complex information it contains. Presenting the latest developments in complex pattern mining, this book is a valuable reference resource for data science researchers and professionals in academia and industry.

E cient Infrequent Pattern Mining using Negative Itemset Tree.- Hierarchical Adversarial Training for Multi-Domain.- Optimizing C-index via Gradient Boosting in Medical Survival Analysis.- Order-preserving Biclustering Based on FCA and Pattern Structures.- A text-based regression approach to predict bug-fix time.- A Named Entity Recognition Approach for Albanian Using Deep Learning.- A Latitudinal Study on the Use of Sequential and Concurrency Patterns in Deviance Mining.- E cient Declarative-based Process Mining using an Enhanced Framework.- Exploiting Pattern Set Dissimilarity for Detecting Changes in Communication Networks.- Classification and Clustering of Emotive Microblogs in Albanian: Two User-Oriented Tasks.

Erscheinungsdatum
Reihe/Serie Studies in Computational Intelligence
Zusatzinfo X, 250 p. 77 illus., 47 illus. in color.
Verlagsort Cham
Sprache englisch
Maße 155 x 235 mm
Gewicht 403 g
Themenwelt Informatik Datenbanken Data Warehouse / Data Mining
Informatik Theorie / Studium Künstliche Intelligenz / Robotik
Technik
Schlagworte Complex Pattern Mining • Foundations of Pattern Mining • Mining Dynamic Data • Mining Evolving Data • NFMCP • Pattern Discovery • Representation Formalisms
ISBN-10 3-030-36619-7 / 3030366197
ISBN-13 978-3-030-36619-3 / 9783030366193
Zustand Neuware
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