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Book Cover
E-book
Author International Symposium on Data Mining Applications (5th : 2018 : Riyadh, Saudi Arabia)

Title 5th International Symposium on Data Mining Applications / Mamdouh Alenezi, Basit Qureshi, editors
Published Cham, Switzerland : Springer, 2018

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Description 1 online resource (xvi, 248) : portraits, illustrations
Series Advances in intelligent systems and computing, 2194-5357 ; volume 753
Advances in intelligent systems and computing ; 753.
Contents Intro; Foreword; Organization; Organizing Committee; Symposium Co-chairs; Media and Publicity Chairs; Industrial Collaboration Chair; Invited Talks Chairs; Local Organization Chairs; Tutorials Chair; Web Manager; Technical Program Committee; Additional Reviewers; Acknowledgements; Keynote Speakers; Massive Online Analytics for the Internet of Things (IoT); Object and Pattern Recognition in Aerial Images Using Convolutional Neural Networks-Examples and Applications; Contents; Machine Learning and Data Mining Applications (MLDM)
Use of Machine Learning for Rate Adaptation in MPEG-DASH for Quality of Experience Improvement1 Introduction; 2 Related Work; 3 Proposed Method; 3.1 Experimental Setup and Data Acquisition; 3.2 Feature Extraction and Classification; 4 Experimental Results; 5 Conclusion; References; Analysis of Traffic Accident in Riyadh Using Clustering Algorithms; 1 Introduction; 2 Literature Review; 3 Method; 3.1 Data Understanding and Exploration; 3.2 Data Preparation and Pre-processing; 3.3 Traffic Accident Black Spot Analysys Techniques; 4 Experimental Results; 4.1 K-means Algorithm
4.2 DBSCAN Clustering4.3 Visualization; 5 Conclusion; References; Support of Existing Chatbot Development Framework for Arabic Language: A Brief Survey; Abstract; 1 Introduction; 2 Related Work; 2.1 Chatbot Overview; 2.2 The Arabic Language; 2.3 Arabic Language and Chatbot Challenges; 3 Survey; 4 Conclusions; References; The Generative Power of Arabic Morphology and Implications: A Case for Pattern Orientation in Arabic Corpus Annotation and a Proposed Pattern Ontology; Abstract; 1 Introduction; 2 The Corpus; 3 The Frequency of Patterns
4 The Frequency of Nontemplatic Words (Particles and Foreign Nouns)5 A Case for Pattern Orientation and a Proposed Ontology; 6 Conclusion; Acknowledgement; References; A Benchmark Collection for Mapping Program Educational Objectives to ABET Student Outcomes: Accredit ... ; Abstract; 1 Introduction; 2 Literature Review; 3 Importance of the Data; 4 Data Collection; 4.1 Documents; 4.2 Class-Labels (Student Outcomes); 4.3 Policies of Developing PEOs; 4.4 Data Cleansing and Statistics; 5 Benchmarking of the Collection; 6 Results and Discussion; 7 Conclusion and Future Work; References
Software/Frameworks for Machine Learning and Data Mining Applications (Software)Bug Reports Evolution in Open Source Systems; 1 Introduction; 2 Literature Review; 3 Bug Tracking System; 4 Data Collection; 5 Research Methodology; 6 Analysis and Discussion; 7 Conclusion; References; Analysis of Call Detail Records for Understanding Users Behavior and Anomaly Detection Using Neo4j; Abstract; 1 Introduction; 2 Preliminary; 2.1 Call Detail Records; 2.2 Neo4j; 2.3 Cypher Query; 3 Description of the Problem; 4 Running Example; 5 Transformation from CDRs into Neo4j
Summary The 5th Symposium on Data Mining Applications (SDMA 2018) provides valuable opportunities for technical collaboration among data mining and machine learning researchers in Saudi Arabia, Gulf Cooperation Council (GCC) countries and the Middle East region. This book gathers the proceedings of the SDMA 2018. All papers were peer-reviewed based on a strict policy concerning the originality, significance to the area, scientific vigor and quality of the contribution, and address the following research areas." Applications: Applications of data mining in domains including databases, social networks, web, bioinformatics, finance, healthcare, and security." Algorithms: Data mining and machine learning foundations, algorithms, models, and theory." Text Mining: Semantic analysis and mining text in Arabic, semi-structured, streaming, multimedia data." Framework: Data mining frameworks, platforms and systems implementation." Visualizations: Data visualization and modeling
Notes Includes author index
Online resource; title from PDF title page (SpringerLink, viewed April 5, 2018)
Subject Data mining -- Congresses
Artificial intelligence.
COMPUTERS -- General.
Data mining
Genre/Form proceedings (reports)
Conference papers and proceedings
Conference papers and proceedings.
Actes de congrès.
Form Electronic book
Author Alenezi, Mamdouh, editor
Qureshi, Basit, editor
ISBN 9783319787534
3319787535