Ebook: Advanced Machine Learning Technologies and Applications: First International Conference, AMLTA 2012, Cairo, Egypt, December 8-10, 2012. Proceedings

This book constitutes the refereed proceedings of the First International Conference on Advanced Machine Learning Technologies and Applications, AMLTA 2012, held in Cairo, Egypt, in December 2012. The 58 full papers presented were carefully reviewed and selected from 99 intial submissions. The papers are organized in topical sections on rough sets and applications, machine learning in pattern recognition and image processing, machine learning in multimedia computing, bioinformatics and cheminformatics, data classification and clustering, cloud computing and recommender systems.

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This book constitutes the refereed proceedings of the First International Conference on Advanced Machine Learning Technologies and Applications, AMLTA 2012, held in Cairo, Egypt, in December 2012.

The 58 full papers presented were carefully reviewed and selected from 99 intial submissions. The papers are organized in topical sections on rough sets and applications, machine learning in pattern recognition and image processing, machine learning in multimedia computing, bioinformatics and cheminformatics, data classification and clustering, cloud computing and recommender systems.

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This book constitutes the refereed proceedings of the First International Conference on Advanced Machine Learning Technologies and Applications, AMLTA 2012, held in Cairo, Egypt, in December 2012.

The 58 full papers presented were carefully reviewed and selected from 99 intial submissions. The papers are organized in topical sections on rough sets and applications, machine learning in pattern recognition and image processing, machine learning in multimedia computing, bioinformatics and cheminformatics, data classification and clustering, cloud computing and recommender systems.

Content:
Front Matter....Pages -
Front Matter....Pages 1-1
Rough Sets-Based Machine Learning over Non-deterministic Data: A Brief Survey....Pages 3-12
A Role of (Not) Crisp Discernibility in Rough Set Approach to Numeric Feature Selection....Pages 13-23
Learning a Table from a Table with Non-deterministic Information: A Perspective....Pages 24-32
Parameterised Fuzzy Petri Nets for Approximate Reasoning in Decision Support Systems....Pages 33-42
New Method for Finding Rules in Incomplete and Distributed Information Systems Controlled by Reducts....Pages 43-51
Rough Sets-Based Rules Generation Approach: A Hepatitis C Virus Data Sets....Pages 52-59
Mammogram Segmentation Using Rough k-Means and Mass Lesion Classification with Artificial Neural Network....Pages 60-69
Front Matter....Pages 71-71
Automatic Color Image Segmentation Based on Illumination Invariant and Superpixelization....Pages 73-81
Wavelet Based Statistical Adapted Local Binary Patterns for Recognizing Avatar Faces....Pages 82-91
Solving Avatar Captchas Automatically....Pages 92-101
Comparative Analysis of Image Fusion Techniques in Remote Sensing....Pages 102-110
Density Based Fuzzy Thresholding for Image Segmentation....Pages 111-117
Subjectivity and Sentiment Analysis of Arabic: A Survey....Pages 118-127
Front Matter....Pages 128-139
Support Vector Machine Approach for Detecting Events in Video Streams....Pages 141-141
Study of Feature Categories for Musical Instrument Recognition....Pages 143-151
Towards a Characterization of Musical Timbre Based on Chroma Contours....Pages 152-161
Augmenting Interaction Possibilities between People with Mobility Impairments and Their Surrounding Environment....Pages 162-171
A Genetic-CBR Approach for Cross-Document Relationship Identification....Pages 172-181
Improved Action Recognition Using an Efficient Boosting Method....Pages 182-192
Front Matter....Pages 193-202
Towards Smart Egypt – The Role of Large Scale WSNs....Pages 141-141
Arabic Sign Language Recognition System Based on Adaptive Pulse-Coupled Neural Network....Pages 203-212
Surface Mining Signal Discrimination Using Landsat TM Sensor: An Empirical Approach....Pages 213-221
Design Space Exploration for High Availability drFPGA Based Embedded Systems....Pages 222-233
Front Matter....Pages 234-243
LWDOSM: Language for Writing Descriptors of Outline Shape of Molecules....Pages 245-245
Web Service Based Approach for Viral Hepatitis Ontology Sharing and Diagnosing....Pages 247-256
Analysis of Scintigraphic Renal Dynamic Studies: An Image Processing Tool for the Clinician and Researcher....Pages 257-266
Combining Multiple Individual Clusterings of Chemical Structures Using Cluster-Based Similarity Partitioning Algorithm....Pages 267-275
SampleBoost for Capsule Endoscopy Categorization and Abnormality Detection....Pages 276-284
Advanced Parallel Genetic Algorithm with Gene Matrix for Global Optimization....Pages 285-294
Combining Multiple K-Means Clusterings of Chemical Structures Using Cluster-Based Similarity Partitioning Algorithm....Pages 295-303
Front Matter....Pages 304-312
Soft Flexible Overlapping Biclustering Utilizing Hybrid Search Strategies....Pages 313-313
Semi-possibilistic Biclustering Applied to Discrete and Continuous Data....Pages 315-326
A Comparative Study of Localization Algorithms in WSNs....Pages 327-338
Sentiment Classification Using Graph Based Word Sense Disambigution....Pages 339-350
Test Cases Automatic Generator (TCAG): A Prototype....Pages 351-358
Support Vector Machines with Weighted Powered Kernels for Data Classification....Pages 359-368
Named Entity Based Document Similarity with SVM-Based Re-ranking for Entity Linking....Pages 369-378
Front Matter....Pages 379-388
Cloud Model—A Bidirectional Cognition Model between Concept’s Extension and Intension....Pages 389-389
An Enhanced Cloud-Based View Materialization Approach for Peer-to-Peer Architecture....Pages 391-400
Front Matter....Pages 401-412
An Enhanced Resource Allocation Approach for Optimizing Sub Query on Cloud....Pages 389-389
Food Recommendation Using Ontology and Heuristics....Pages 413-422
A Population Based Feature Subset Selection Algorithm Guided by Fuzzy Feature Dependency....Pages 423-429
Adapting Voting Techniques for Online Forum Thread Retrieval....Pages 430-438
On the Use of Data Mining Techniques in Vehicular Ad Hoc Network....Pages 439-448
Front Matter....Pages 449-462
Comparative Study of Data Quality Dimensions for Data Warehouse Development: A Survey....Pages 463-463
A General Framework for Measuring Information and Communication Technology Investment....Pages 465-473
Learning and Applying Range Adaptation Rules in Case-Based Reasoning Systems....Pages 474-486
Integration of Neural Network Preprocessing Model for OMI Aerosol Optical Depth Data Assimilation....Pages 487-495
Front Matter....Pages 496-506
Initial Study of the Content Authentication on Digital Preservation of Cultural Institutions....Pages 507-507
Advanced Encryption Standard Algorithm: Issues and Implementation Aspects....Pages 509-515
Machine Learning Techniques for Fingerprint Identification: A Short Review....Pages 516-523
A Novel Watermarking Approach for Data Integrity and Non-repudiation in Rational Databases....Pages 524-531
Fuzzy Semantic Plagiarism Detection....Pages 532-542
Development of Malaysian Digital Forensics Investigator Competency Identification Methods....Pages 543-553
A Holistic Approach to Duplicate Publication and Plagiarism Detection Using Probabilistic Ontologies....Pages 554-565
Novel Binary Search Algorithm for Fast Tag Detection in Robust and Secure RFID Systems....Pages 566-574
A New Dynamic Hash Algorithm in Digital Signature....Pages 575-582
Design of Adaptive IDS with Regulated Retraining Approach....Pages 583-589
Back Matter....Pages 590-600
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