Ebook: Advanced Computational Methods for Knowledge Engineering
- Tags: Computational Intelligence, Image Processing and Computer Vision, Mathematical Modeling and Industrial Mathematics
- Series: Studies in Computational Intelligence 479
- Year: 2013
- Publisher: Springer International Publishing
- Edition: 1
- Language: English
- pdf
The book consists of 29 extended chapters which have been selected and invited from the submissions to the 1st International Conference on Computer Science, Applied Mathematics and Applications (ICCSAMA 2013) held on 9-10 May, 2013 in Warsaw, Poland. The book is organized into five parts, which are: Advanced Optimization Methods and Their Applications, Queuing Theory and Applications, Computational Methods for Knowledge Engineering, Knowledge Engineering with Cloud and Grid Computing, and Logic Based Methods for Decision Making and Data Mining, respectively. All chapters in the book discuss theoretical and practical issues connected with computational methods and optimization methods for knowledge engineering.
The book consists of 29 extended chapters which have been selected and invited from the submissions to the 1st International Conference on Computer Science, Applied Mathematics and Applications (ICCSAMA 2013) held on 9-10 May, 2013 inWarsaw, Poland. The book is organized into five parts, which are: Advanced Optimization Methods and Their Applications, Queueing Theory and Applications, Computational Methods for Knowledge Engineering, Knowledge Engineering with Cloud and Grid Computing, and Logic Based Methods for Decision Making and Data Mining, respectively. All chapters in the book discuss theoretical and practical issues connected with computational methods and optimization methods for knowledge engineering.
The book consists of 29 extended chapters which have been selected and invited from the submissions to the 1st International Conference on Computer Science, Applied Mathematics and Applications (ICCSAMA 2013) held on 9-10 May, 2013 inWarsaw, Poland. The book is organized into five parts, which are: Advanced Optimization Methods and Their Applications, Queueing Theory and Applications, Computational Methods for Knowledge Engineering, Knowledge Engineering with Cloud and Grid Computing, and Logic Based Methods for Decision Making and Data Mining, respectively. All chapters in the book discuss theoretical and practical issues connected with computational methods and optimization methods for knowledge engineering.
Content:
Front Matter....Pages 1-12
Front Matter....Pages 1-1
Solution Methods for General Quadratic Programming Problem with Continuous and Binary Variables: Overview....Pages 3-17
Branch and Bound Algorithm Using Cutting Angle Method for Global Minimization of Increasing Positively Homogeneous Functions....Pages 19-30
A DC Programming Framework for Portfolio Selection by Minimizing the Transaction Costs....Pages 31-40
Efficient Algorithms for Feature Selection in Multi-class Support Vector Machine....Pages 41-52
Image Segmentation via Feature Weighted Fuzzy Clustering by a DCA Based Algorithm....Pages 53-63
Clustering Data Streams over Sliding Windows by DCA....Pages 65-75
A Column Generation Based Label Correcting Approach for the Sensor Management in an Information Collection Process....Pages 77-89
Planning Sensors with Cost-Restricted Subprocess Calls: A Rare-Event Simulation Approach....Pages 91-104
Large Scale Image Classification with Many Classes, Multi-features and Very High-Dimensional Signatures....Pages 105-116
Partitioning Methods to Parallelize Constraint Programming Solver Using the Parallel Framework Bobpp....Pages 117-127
Front Matter....Pages 129-129
Spectral Expansion Solution Methodology for QBD-M Processes and Applications in Future Internet Engineering....Pages 131-142
On the Properties of Generalised Markovian Queues with Heterogeneous Servers....Pages 143-155
Performance Analysis of Edge Nodes with Multiple Path Routing....Pages 157-165
Front Matter....Pages 167-167
Meta-concept and Intelligent Data Processing in the Geotechnical Fields....Pages 169-186
Ekman Layers of Rotating Fluids with Vanishing Viscosity between Two Infinite Parallel Plates....Pages 187-207
Parallelization of the Fast Multipole Method for Molecular Dynamics Simulations on Multicore Computers....Pages 209-224
An Adaptive Neuro-Fuzzy Inference System for Seasonal Forecasting of Tropical Cyclones Making Landfall along the Vietnam Coast....Pages 225-236
An Application of Computational Collective Intelligence to Governance and Policy Modelling....Pages 237-249
A Framework for Building Intelligent Tutoring Systems....Pages 251-265
A Review of AI-Supported Tutoring Approaches for Learning Programming....Pages 267-279
Front Matter....Pages 167-167
Supporting Career Counseling with User Modeling and Job Matching....Pages 281-292
Front Matter....Pages 293-293
An Abstraction Model for High-Level Application Programming on the Cloud....Pages 295-306
Agent Based Modeling of Ecodistricts with Smart Grid....Pages 307-318
Cloud-Based Data Warehousing Application Framework for Modeling Global and Regional Data Management Systems....Pages 319-327
Front Matter....Pages 329-329
A Tableau Method with Optimal Complexity for Deciding the Description Logic SHIQ....Pages 331-342
An Approach to Semantic Indexing Based on Tolerance Rough Set Model....Pages 343-354
An Approach for Mining Concurrently Closed Itemsets and Generators....Pages 355-366
An Efficient Algorithm for Mining Frequent Itemsets with Single Constraint....Pages 367-378
Mining Frequent Weighted Closed Itemsets....Pages 379-390
Back Matter....Pages 391-392
The book consists of 29 extended chapters which have been selected and invited from the submissions to the 1st International Conference on Computer Science, Applied Mathematics and Applications (ICCSAMA 2013) held on 9-10 May, 2013 inWarsaw, Poland. The book is organized into five parts, which are: Advanced Optimization Methods and Their Applications, Queueing Theory and Applications, Computational Methods for Knowledge Engineering, Knowledge Engineering with Cloud and Grid Computing, and Logic Based Methods for Decision Making and Data Mining, respectively. All chapters in the book discuss theoretical and practical issues connected with computational methods and optimization methods for knowledge engineering.
Content:
Front Matter....Pages 1-12
Front Matter....Pages 1-1
Solution Methods for General Quadratic Programming Problem with Continuous and Binary Variables: Overview....Pages 3-17
Branch and Bound Algorithm Using Cutting Angle Method for Global Minimization of Increasing Positively Homogeneous Functions....Pages 19-30
A DC Programming Framework for Portfolio Selection by Minimizing the Transaction Costs....Pages 31-40
Efficient Algorithms for Feature Selection in Multi-class Support Vector Machine....Pages 41-52
Image Segmentation via Feature Weighted Fuzzy Clustering by a DCA Based Algorithm....Pages 53-63
Clustering Data Streams over Sliding Windows by DCA....Pages 65-75
A Column Generation Based Label Correcting Approach for the Sensor Management in an Information Collection Process....Pages 77-89
Planning Sensors with Cost-Restricted Subprocess Calls: A Rare-Event Simulation Approach....Pages 91-104
Large Scale Image Classification with Many Classes, Multi-features and Very High-Dimensional Signatures....Pages 105-116
Partitioning Methods to Parallelize Constraint Programming Solver Using the Parallel Framework Bobpp....Pages 117-127
Front Matter....Pages 129-129
Spectral Expansion Solution Methodology for QBD-M Processes and Applications in Future Internet Engineering....Pages 131-142
On the Properties of Generalised Markovian Queues with Heterogeneous Servers....Pages 143-155
Performance Analysis of Edge Nodes with Multiple Path Routing....Pages 157-165
Front Matter....Pages 167-167
Meta-concept and Intelligent Data Processing in the Geotechnical Fields....Pages 169-186
Ekman Layers of Rotating Fluids with Vanishing Viscosity between Two Infinite Parallel Plates....Pages 187-207
Parallelization of the Fast Multipole Method for Molecular Dynamics Simulations on Multicore Computers....Pages 209-224
An Adaptive Neuro-Fuzzy Inference System for Seasonal Forecasting of Tropical Cyclones Making Landfall along the Vietnam Coast....Pages 225-236
An Application of Computational Collective Intelligence to Governance and Policy Modelling....Pages 237-249
A Framework for Building Intelligent Tutoring Systems....Pages 251-265
A Review of AI-Supported Tutoring Approaches for Learning Programming....Pages 267-279
Front Matter....Pages 167-167
Supporting Career Counseling with User Modeling and Job Matching....Pages 281-292
Front Matter....Pages 293-293
An Abstraction Model for High-Level Application Programming on the Cloud....Pages 295-306
Agent Based Modeling of Ecodistricts with Smart Grid....Pages 307-318
Cloud-Based Data Warehousing Application Framework for Modeling Global and Regional Data Management Systems....Pages 319-327
Front Matter....Pages 329-329
A Tableau Method with Optimal Complexity for Deciding the Description Logic SHIQ....Pages 331-342
An Approach to Semantic Indexing Based on Tolerance Rough Set Model....Pages 343-354
An Approach for Mining Concurrently Closed Itemsets and Generators....Pages 355-366
An Efficient Algorithm for Mining Frequent Itemsets with Single Constraint....Pages 367-378
Mining Frequent Weighted Closed Itemsets....Pages 379-390
Back Matter....Pages 391-392
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