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E-book
Author Conference on Computer Systems and Applications (5th : 2022 : Algiers, Algeria)

Title Advances in computing systems and applications : proceedings of the 5th Conference on Computing Systems and Applications / Mustapha Reda Senouci, Said Yacine Boulahia, Mohamed Akrem Benatia, editors
Published Cham : Springer, 2022

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Description 1 online resource (1 volume) : illustrations (black and white, and color)
Series Lecture notes in networks and systems ; volume 513
Lecture notes in networks and systems ; v. 513.
Contents Intro -- Preface -- Organization -- Contents -- Artificial Intelligence and Data Science -- AttR2U-Net: Deep Attention Based Approach for Melanoma Skin Cancer Image Segmentation -- 1 Introduction -- 2 Background and Related Work -- 2.1 R2U-Net Architecture -- 2.2 Attention Mechanism -- 3 AttR2U-Net Configurations -- 3.1 AttR2U-Net-V1 -- 3.2 AttR2U-Net-V2 -- 3.3 AttR2U-Net-V3 -- 4 Experiments and Results -- 4.1 ISIC Dataset -- 4.2 Experimental Results -- 5 Conclusion -- References -- Causality Analysis Method and Model Related to Why-Question Answering in Business Intelligence Context
1 Introduction -- 2 Causality Analysis Approaches -- 3 Proposed Causality Perception Model in BI Context -- 4 Proposed Causality Analysis Method -- 5 Experimental Study -- 5.1 Granger Causality Tests -- 5.2 Association Rules Algorithms Results -- 6 Conclusion and Future Works -- References -- Markovian Segmentation of Non-stationary Data Corrupted by Non-stationary Noise -- 1 Introduction -- 2 Two-jumping Conditional Triplet Markov Models -- 2.1 Two-jumping Conditional Triplet Markov Chain -- 2.2 Two-jumping Conditional Triplet Markov Field -- 3 Performance Evaluation
3.1 Segmentation of Simulated Images -- 3.2 Segmentation of Synthetic Images -- 3.3 Results and Discussion -- 4 Conclusion -- References -- Aster: A DSL for Engineering Self-Adaptive Systems -- 1 Introduction -- 2 Illustrative Example -- 3 Modeling the Aircraft Arrival Planning System -- 3.1 Architecture of the Aircraft Arrival Planning System -- 3.2 Aster Syntax -- 4 The Aircraft Arrival Planning System Formal Semantics -- 4.1 A Petri Net-Based Semantics for Aster -- 4.2 Generating Formal Specifications -- 4.3 The Aircraft Arrival System Semantics -- 5 Conclusion -- References
Co-rating Aware Evidential User-Based Collaborative Filtering Recommender System -- 1 Introduction -- 2 Dempster-Shafer Theory Basic Concepts -- 3 Evidential Collaborative Filtering -- 3.1 A Brief Overview of ECF Research -- 3.2 Evidential K-Nearest Neighbors -- 4 Problem Formulation -- 5 Experimental Evaluation -- 5.1 Dataset -- 5.2 Metrics -- 5.3 Results -- 6 Conclusion and Perspectives -- References -- Graph Representation Learning for Covid-19 Drug Repurposing -- 1 Introduction -- 2 Related Work -- 3 Materials and Methods -- 3.1 Computational Workflow -- 3.2 Data Collection -- 3.3 Method
4 Results -- 4.1 Model Training -- 4.2 Model Evaluation -- 4.3 Drugs Ranking and Validation -- 5 Conclusion -- References -- A Scalable Adaptive Sampling Based Approach for Big Data Classification -- 1 Introduction -- 2 Prior Works in Big Data Sampling -- 3 Scalable Adaptive Sampling Based on ScaSRS, BLB and Chebyshev Inequality -- 3.1 Selecting Data with ScaSRS Algorithm -- 3.2 Learning and Creating Model -- 3.3 Calculating the Variance -- 3.4 Improved Sample Accuracy Using Active Learning -- 3.5 SGDAS Algorithm -- 4 Results and Discussion -- 4.1 Test Dataset -- 4.2 Empirical Results
Summary The book is a valuable reference work for students, researchers, academics, and industry practitioners interested in the latest scientific and technological advances across the conference topics. The CSA 2022 proceedings provide a collection of new ideas, original research findings, and experimental results in the field of computer science covering: artificial intelligence, data science, computer networks and security, information systems, software engineering, and computer graphics
Notes Includes author index
Print version record
Subject Computer systems -- Congresses
Computer systems
Genre/Form Electronic books
proceedings (reports)
Conference papers and proceedings
Conference papers and proceedings.
Actes de congrès.
Form Electronic book
Author Reda Senouci, Mustapha, editor.
Boulahia, Said Yacine, editor
Benatia, Mohamed Akrem, editor
ISBN 9783031120978
3031120973
Other Titles CSA 2022