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Contents
Soft Computing Track
A Fuzzy Time Series Model in Road Accidents Forecast . . . . . . . . . . . . . . . . . 1
Lazim Abdullah, Chye Ling Gan
A Jordan Pi-Sigma Neural Network for Temperature Forecasting in Batu
Pahat Region . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 11
Noor Aida Husaini, Rozaida Ghazali, Lokman Hakim Ismail,
Tutut Herawan
A Legendre Approximation for Solving a Fuzzy Fractional Drug
Transduction Model into the Bloodstream . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 25
Ali Ahmadian, Norazak Senu, Farhad Larki, Soheil Salahshour,
Mohamed Suleiman, Md. Shabiul Islam
A Multi-reference Ontology for Profiling Scholars’ Background
Knowledge . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 35
Bahram Amini, Roliana Ibrahim, Mohd Shahizan Othman,
Mohd Nazir Ahmad
A New Binary Particle Swarm Optimization for Feature Subset Selection
with Support Vector Machine . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 47
Amir Rajabi Behjat, Aida Mustapha, Hossein Nezamabadi-Pour,
Md. Nasir Sulaiman, Norwati Mustapha
A New Hybrid Algorithm for Document Clustering Based on Cuckoo
Search and K-means . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 59
Ishak Boushaki Saida, Nadjet Kamel, Bendjeghaba Omar
A New Positive and Negative Linguistic Variable of Interval Triangular
Type-2 Fuzzy Sets for MCDM . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 69
Nurnadiah Zamri, Lazim Abdullah
XII Contents
A New Qualitative Evaluation for an Integrated Interval Type-2 Fuzzy
TOPSIS and MCGP . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 79
Nurnadiah Zamri, Lazim Abdullah
A Performance Comparison of Genetic Algorithm’s Mutation
Operators in n-Cities Open Loop Travelling Salesman
Problem . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 89
Hock Hung Chieng, Noorhaniza Wahid
A Practical Weather Forecasting for Air Traffic Control System Using
Fuzzy Hierarchical Technique . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 99
Azizul Azhar Ramli, Mohammad Rabiul Islam, Mohd Farhan Md Fudzee,
Mohamad Aizi Salamat, Shahreen Kasim
Adapted Bio-inspired Artificial Bee Colony and Differential Evolution for
Feature Selection in Biomarker Discovery Analysis . . . . . . . . . . . . . . . . . . . . . 111
Syarifah Adilah Mohamed Yusoff, Rosni Abdullah, Ibrahim Venkat
An Artificial Intelligence Technique for Prevent Black Hole Attacks in
MANET . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 121
Khalil I. Ghathwan, Abdul Razak B. Yaakub
ANFIS Based Model for Bispectral Index Prediction . . . . . . . . . . . . . . . . . . . . 133
Jing Jing Chang, S. Syafiie, Raja Kamil Raja Ahmad,
Thiam Aun Lim
Classify a Protein Domain Using SVM Sigmoid Kernel . . . . . . . . . . . . . . . . . . 143
Ummi Kalsum Hassan, Nazri Mohd Nawi, Shahreen Kasim,
Azizul Azhar Ramli, Mohd Farhan Md Fudzee, Mohamad Aizi
Salamat
Color Histogram and First Order Statistics for Content Based Image
Retrieval . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 153
Muhammad Imran, Rathiah Hashim, Noor Eliza Abd Khalid
Comparing Performances of Cuckoo Search Based Neural Networks . . . . . . 163
Nazri Mohd Nawi, Abdullah Khan, M.Z. Rehman, Tutut Herawan,
Mustafa Mat Deris
CSLMEN: A New Cuckoo Search Levenberg Marquardt Elman Network
for Data Classification . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 173
Nazri Mohd Nawi, Abdullah Khan, M.Z. Rehman, Tutut Herawan,
Mustafa Mat Deris
Enhanced MWO Training Algorithm to Improve Classification Accuracy
of Artificial Neural Networks . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 183
Ahmed A. Abusnaina, Rosni Abdullah, Ali Kattan
Contents XIII
Fuzzy Modified Great Deluge Algorithm for Attribute Reduction . . . . . . . . . 195
Majdi Mafarja, Salwani Abdullah
Fuzzy Random Regression to Improve Coefficient Determination in
Fuzzy Random Environment . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 205
Nureize Arbaiy, Hamijah Mohd Rahman
Honey Bees Inspired Learning Algorithm: Nature Intelligence Can
Predict Natural Disaster . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 215
Habib Shah, Rozaida Ghazali, Yana Mazwin Mohmad Hassim
Hybrid Radial Basis Function with Particle Swarm Optimisation
Algorithm for Time Series Prediction Problems . . . . . . . . . . . . . . . . . . . . . . . . 227
Ali Hassan, Salwani Abdullah
Implementation of Modified Cuckoo Search Algorithm on Functional
Link Neural Network for Climate Change Prediction via Temperature
and Ozone Data . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 239
Siti Zulaikha Abu Bakar, Rozaida Ghazali, Lokman Hakim Ismail,
Tutut Herawan, Ayodele Lasisi
Improving Weighted Fuzzy Decision Tree for Uncertain Data
Classification . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 249
Mohd Najib Mohd Salleh
Investigating Rendering Speed and Download Rate of Three-Dimension
(3D) Mobile Map Intended for Navigation Aid Using Genetic Algorithm . . . 261
Adamu I. Abubakar, Akram Zeki, Haruna Chiroma,
Tutut Herawan
Kernel Functions for the Support Vector Machine: Comparing
Performances on Crude Oil Price Data . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 273
Haruna Chiroma, Sameem Abdulkareem, Adamu I. Abubakar,
Tutut Herawan
Modified Tournament Harmony Search for Unconstrained Optimisation
Problems . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 283
Moh’d Khaled Shambour, Ahamad Tajudin Khader,
Ahmed A. Abusnaina, Qusai Shambour
Multi-objective Particle Swarm Optimization for Optimal Planning of
Biodiesel Supply Chain in Malaysia . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 293
Maryam Valizadeh, S. Syafiie, I.S. Ahamad
Nonlinear Dynamics as a Part of Soft Computing Systems: Novel
Approach to Design of DataMining Systems . . . . . . . . . . . . . . . . . . . . . . . . . . . 303
Elena N. Benderskaya
XIV Contents
Soft Solution of Soft Set Theory for Recommendation in Decision
Making . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 313
R.B. Fajriya Hakim, Eka Novita Sari, Tutut Herawan
Two-Echelon Logistic Model Based on Game Theory with Fuzzy
Variable . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 325
Pei Chun Lin, Arbaiy Nureize
Data Mining Track
A Hybrid Approach to Modelling the Climate Change
Effects on Malaysia’s Oil Palm Yield at the Regional
Scale . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 335
Subana Shanmuganathan, Ajit Narayanan, Maryati Mohamed,
Rosziati Ibrahim, Haron Khalid
A New Algorithm for Incremental Web Page Clustering Based on
k-Means and Ant Colony Optimization . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 347
Yasmina Boughachiche, Nadjet Kamel
A Qualitative Evaluation of Random Forest Feature Learning . . . . . . . . . . . . 359
Adelina Tang, Joan Tack Foong
A Semantic Content-Based Forum Recommender System Architecture
Based on Content-Based Filtering and Latent Semantic Analysis . . . . . . . . . . 369
Naji Ahmad Albatayneh, Khairil Imran Ghauth, Fang-Fang Chua
A Simplified Malaysian Vehicle Plate Number
Recognition . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 379
Abd Kadir Mahamad, Sharifah Saon, Sarah Nurul Oyun Abdul Aziz
Agglomerative Hierarchical Co-clustering Based on Bregman
Divergence . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 389
Guowei Shen, Wu Yang, Wei Wang, Miao Yu, Guozhong Dong
Agreement between Crowdsourced Workers and Expert Assessors in
Making Relevance Judgment for System Based IR Evaluation . . . . . . . . . . . . 399
Parnia Samimi, Sri Devi Ravana
An Effective Location-Based Information Filtering System on Mobile
Devices . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 409
Marzanah A. Jabar, Niloofar Yousefi, Ramin Ahmadi,
Mohammad Yaser Shafazand, Fatimah Sidi
An Enhanced Parameter-Free Subsequence Time Series Clustering for
High-Variability-Width Data . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 419
Navin Madicar, Haemwaan Sivaraks, Sura Rodpongpun,
Chotirat Ann Ratanamahatana
Contents XV
An Optimized Classification Approach Based on Genetic Algorithms
Principle . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 431
Ines Bouzouita
Comparative Performance Analysis of Negative Selection Algorithm with
Immune and Classification Algorithms . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 441
Ayodele Lasisi, Rozaida Ghazali, Tutut Herawan
Content Based Image Retrieval Using MPEG-7 and Histogram . . . . . . . . . . . 453
Muhammad Imran, Rathiah Hashim, Noor Elaiza Abd Khalid
Cost-Sensitive Bayesian Network Learning Using
Sampling . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 467
Eman Nashnush, Sunil Vadera
Data Treatment Effects on Classification Accuracies of Bipedal Running
andWalking Motions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 477
Wei Ping Loh, Choo Wooi H’ng
Experimental Analysis of Firefly Algorithms for Divisive Clustering of
Web Documents . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 487
Athraa Jasim Mohammed, Yuhanis Yusof, Husniza Husni
Extended Naïve Bayes for Group Based Classification . . . . . . . . . . . . . . . . . . . 497
Noor Azah Samsudin, Andrew P. Bradley
Improvement of Audio Feature Extraction Techniques in Traditional
Indian Musical Instrument . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 507
Kohshelan, Noorhaniza Wahid
Increasing Failure Recovery Probability of Tourism-Related Web
Services. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 517
Hadi Saboohi, Amineh Amini, Tutut Herawan
Mining Critical Least Association Rule from Oral Cancer Dataset . . . . . . . . 529
Zailani Abdullah, Fatiha Mohd, Md Yazid Mohd Saman,
Mustafa Mat Deris, Tutut Herawan, Abd Razak Hamdan
Music Emotion Classification (MEC): Exploiting Vocal and Instrumental
Sound Features . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 539
Mudiana Mokhsin Misron, Nurlaila Rosli, Norehan Abdul Manaf,
Hamizan Abdul Halim
Resolving Uncertainty Information Using Case-Based Reasoning
Approach in Weight-Loss Participatory Sensing Campaign . . . . . . . . . . . . . . 551
Andita Suci Pratiwi, Syarulnaziah Anawar
XVI Contents
Towards a Model-Based Framework for Integrating Usability Evaluation
Techniques in Agile SoftwareModel . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 561
Saad Masood Butt, Azura Onn, Moaz Masood Butt,
Nadra Tabassam
Workshop on Nature Inspired Computing and Its
Applications
Emulating Pencil Sketches from 2D Images . . . . . . . . . . . . . . . . . . . . . . . . . . . . 571
Azhan Ahmad, Somnuk Phon-Amnuaisuk, Peter D. Shannon
Router Redundancy with Enhanced VRRP for Intelligent Message
Routing . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 581
Haja Mohd Saleem, Mohd Fadzil Hassan, Seyed M. Buhari
Selecting Most Suitable Members for Neural Network Ensemble Rainfall
ForecastingModel . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 591
Harshani Nagahamulla, Uditha Ratnayake, Asanga Ratnaweera
Simulating Basic Cell Processes with an Artificial Chemistry System . . . . . . 603
Chien-Le Goh, Hong Tat Ewe, Yong Kheng Goh
The Effectiveness of Sampling Methods for the Imbalanced Network
Intrusion Detection Data Set . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 613
Kok-Chin Khor, Choo-Yee Ting, Somnuk Phon-Amnuaisuk
Workshop on Machine Learning for Big Data Computing
A Clustering Based Technique for Large Scale Prioritization during
Requirements Elicitation . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 623
Philip Achimugu, Ali Selamat, Roliana Ibrahim
A Comparative Evaluation of State-of-the-Art Cloud Migration
Optimization Approaches. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 633
Abdelzahir Abdelmaboud, Dayang N.A. Jawawi, Imran Ghani,
Abubakar Elsafi
A Review of Intelligent Methods for Pre-fetching in Cloud Computing
Environment . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 647
Nur Syahela Hussien, Sarina Sulaiman, Siti Mariyam Shamsuddin
Enhanced Rules Application Order Approach to Stem Reduplication
Words in Malay Texts . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 657
M.N. Kassim, Mohd Aizaini Maarof, Anazida Zainal
Islamic Web Content Filtering and Categorization on Deviant Teaching . . . . 667
Nurfazrina Mohd Zamry, Mohd Aizaini Maarof, Anazida Zainal
Contents XVII
Multiobjective Differential Evolutionary Neural Network for Multi Class
Pattern Classification . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 679
Ashraf Osman Ibrahim, Siti Mariyam Shamsuddin,
Sultan Noman Qasem
Ontology Development to Handle Semantic Relationship between Moodle
E-Learning and Question Bank System . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 691
Arda Yunianta, Norazah Yusof, Herlina Jayadianti,
Mohd Shahizan Othman, Shaffika Suhaimi
Author Index . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 703