The Second International Conference on Soft Computing and Data Mining (SCDM-2016)

SCDM 2016 – Accepted as regular paper

Acceptance rate 46% (51/110 papers)


All accepted papers (regular and special sessions) will be published in Advances in Intelligent Systems and Computing" volume 458 by renowned publisher Springer.


Soft Computing

Cluster Validation Analysis on Attribute Relative of Soft Set Theory

Rabiei Mamat, Ahmad Shukri Mohd Nor, Tutut Herawan and Mustafa Mat Deris


Optimizing Weights in Elman Recurrent Neural Networks with Wolf Search Algorithm

Nazri Mohd Nawi, M. Z. Rehman, Norhamreeza Abdul Hamid, Abdullah khan, Rashid Naseem, Irfan Darmawan and Jamaluddin


Performance Evaluation of Firefly Algorithm with Variation in Sorting for Non-Linear Benchmark Problems

A. J. Umbarkar, Umesh Balande and Pranali Sheth


Optimization of ANFIS using Articial Bee Colony Algorithm for Classication of Malaysian SMEs

Mohd Najib Mohd.Salleh, Kashif Hussain, Rashid Naseem and Jamal Uddin


Forecasting of Malaysian Oil Production and Oil Consumption Using Fuzzy Time Series

Riswan Efendi and Mustafa Mat Deris


A Fuzzy TOPSIS with Z-Numbers Approach for Evaluation on Accident at the Construction Site

Nurnadiah Zamri, Fadhilah Ahmad, Ahmad Nazari Mohd Rose and Mokhairi Makhtar


Hybrid Bat algorithm for overlapping community detection

Imane Messaoudi and Nadjet Kamel


Formation Control Optimization for Odor Localization

Bambang Tutuko, Siti Nurmaini, Rendyansyah, Aditya Putra P, and Saparudin


A New Search Direction for Broyden’s Family Method in Solving Unconstrained Optimization Problems

Mohd Asrul Hery Ibrahim, Zailani Abdullah, Mohd Ashlyzan Razik, Irfan Darmawan, Sri Rahmawati, and Tutut Herawan


Improved Functional Link Neural Network Learning Using Modified Bee-Firefly Algorithm for Classification Task

Yana Mazwin Mohmad Hassim, Rozaida Ghazali and Noorhaniza Wahid


Artificial Neural Network with Hyperbolic Tangent Activation Function to Improve the Accuracy of COCOMO II Model

Sarah Abdulkarem Abdulaziz Al-Shalif, Noraini Ibrahim and Tutut Herawan


A study of data imputation using Fuzzy C-Means with Particle Swarm Optimization

Nurul Ashikin Samat and Mohd Najib Mohd Salleh


Utilizing Clonal Selection Theory Inspired Algorithms and K-Means Clustering for Predicting OPEC Carbon Dioxide Emissions from Petroleum Consumption

Ayodele Lasisi, Rozaida Ghazali, Tutut Herawan and Haruna Chiroma


Chicken S-BP: An Efficient Chicken Swarm Based Back-Propagation Algorithm

Abdullah Khan, Nazri Mohd Nawi, Muhammad Zubair Rehman, Rahmat Shah, Nasreen Akhtar, Atta Ullah, Norhamreeza Abdulhamid and Haruna Chiroma


A New Framework of Violence Video Classification Using Convolutional Neural Networks

Ashikin Ali and Norhalina Senan


Modified Backpropagation Algorithm for Polycystic Ovary Syndrome Detection Based on Ultrasound Images

Untari Novia Wisesty and Adiwijaya


An Implementation of Local Regression Smoothing on Evolving Fuzzy Algorithm for Planting Calendar Forecasting based on Rainfall

Arizal Akbar Rahma Saputro, Fhira Nhita and Adiwijaya


Dynamic Clonal Selection (DCS) for Adaptive User Profiling: Experimenting on Multiple Interests and Changing Interests

Nurulhuda Firdaus Mohd Azmi, Suriani Md Sam, Saiful Adli Ismail and Azizul Azizan


Chebyshev Multilayer Perceptron Neural Network with Levenberg Marquardt-Back Propagation Learning for Classification Tasks

Umer Iqbal and Rozaida Ghazali


Computing The Metric Dimension of Hypercube Graphs by Particle Swarm Optimization Algorithms

Danang Triantoro Murdiansyah and Adiwijaya


Time Series Forecasting Using Ridge Polynomial Neural Network with Error Feedback

Waddah Waheeb, Rozaida Ghazali and Tutut Herawan


Swarm Optimized Grey Support Vector Regression and ARIMA for Modeling of Larceny-Theft Rate with Economic Indicators

Razana Alwee, Siti Mariyam Shamsuddin and Roselina Sallehuddin


Segment-based Polygonal Approximation using Interest Point Detection and Freeman Chain Code

Ema Rachmawati, Masayu Leylia Khodra and Iping Supriana


Training ANFIS using Catfish-Particle Swarm Optimization for Classification

Norlida Hassan, Rozaida Ghazali, Kashif Hussain, and Irfan Darmawan



Data Mining

Binarization via the Dynamic Histogram and Window Tracking for Degraded Textual Images

Sitti Rachmawati Yahya, Khairuddin Omar, Siti Norul Huda Sh. Abdullah and Choong-Yeun Liong


FCA-ARMM: A Model for Mining Association Rules from Formal Concept Analysis

Zailani Abdullah, Md Yazid Mohd Saman, Basyirah Karim, Tutut Herawan, Mustafa Mat Deris, Rd Rohmat Saedudin, and Abdul Razak Hamdan


ELP-M2: An Efficient Model for Mining Least Patterns from Data Repository

Zailani Abdullah, Amir Ngah, Tutut Herawan, Noraziah Ahmad,  Siti Zaharah Mohamad, Tien Fabrianti Kusumasari, Silfia Andini, and Abdul Razak Hamdan


Integration of Self-Adaptation Approach on Requirements Modeling

Aradea Aradea, Iping Supriana, Kridanto Surendro and Irfan Darmawan


Detection of Redundancy in CFG-Based Test Cases Using Entropy

Noor Fardzilawati Md Nasir, Noraini Ibrahim and Tutut Herawan


Variety of Approaches in Self-Adaptation Requirements: A Case Study

Aradea Aradea, Iping Supriana, Kridanto Surendro and Irfan Darmawan


Dynamic Trackback Strategy for Email-born Phishing

Isredza Rahmi A Hamid, Noor Azah Samsudin, Aida Mustapha and Nureize Arbaiy


A Case Based Methodology for Problem Solving aiming at Knee Osteoarthritis Detection

Marisa Esteves, Henrique Vicente, Victor Alves and José Neves


Analytic Hierarchy Processing Scaling Technique and Twitter Dataset Size for Trust Modelling

Choo Jiun Yean, Choo Yee Ting and Ian Tan


One-Way ANOVA Model with Fuzzy Data for Distinguishing Factors from Consumer Demand

Nureize Arbaiy, Pei-Chun Lin and Isredza Rahmi Abd Hamid


Preliminary study for the Implementation of Electrical Capacitance Volume Tomography (ECVT) to Display Fruit Content

Riza Agustiansyah, Rd Rohmat Saedudin and Mahfudz Al Huda


Dependency scheme for Revise and Reasoning Solution

Wiwin Suwarningsih, Ayu Purwarianti and Iping Supriana


Non-Linear Based Fuzzy Random Regression for Independent Variable Selection

Mohd Zaki Mohd Salikon and Nureize Arbaiy


A New Binary Similarity Measure Based on Integration of the Strengths of Existing Measures: Application to Software Clustering

Rashid Naseem and Mustafa Mat Deris


A Comparative Study of Linear and Nonlinear Regression Models in Outlier Detection

Paul Inuwa Dalatu, Anwar Fitrianto and Aida Mustapha


A Categorical Data Clustering Technique based on Classification Quality of Variable Precision Rough Set Model

Iwan Tri Riyadi Yanto, Rd Rohmat Saedudin, Dedy Hartama, Guslendra, and Tutut Herawan


A Data Clustering Framework based on Chicken Swarm Optimization

Nursyiva Irsalinda, Iwan Tri Riyadi Yanto, Haruna Chiroma, Deden Witarsyah Jacob, Surmayanti, and Tutut Herawan


Histogram Thresholding for Automatic Color Segmentation based on k-means Clustering

Adhi Prahara, Iwan Tri Riyadi Yanto, Muhammad Azani Hasibuan, Billy Hendrik, and Tutut Herawan


Does Number of Clusters Effect the Purity and Entropy of Clustering?

Jamal Uddin, Rozaida Ghazali, Mustafa Mat Deris and Tutut Herawan


Text Detection in Low Resolution Scene Images using Convolutional Neural Network

Anhar Risnumawan, Indra Adji Sulistijono, Jemal Abawajy and Younes Saadi


Handling Imbalanced Data in Churn Prediction Using RUSBoost and Feature Selection (Case Study: PT.Telekomunikasi Indonesia Regional 7)

Erna Dwiyanti, Adiwijaya and Arie Ardiyanti


Extended local mean-based nonparametric classifier for cervical cancer screening

Noor Azah Samsudin, Aida Mustapha, Nureize Arbaiy and Isredza Rahmi A.Hamid


Adaptive Weight in Combining Color and Texture Feature in Content Based Image Retrieval

Ema Rachmawati, Mursil Shadruddin Afkar and Bedy Purnama


Classification of Landsat 8 Satellite Data Using Fuzzy c-means

Afirah Taufik and S. Sakinah S. Ahmad


WordNet Gloss for Semantic Concept Relatedness

Moch Arif Bijaksana and Rakhmad Indra Permadi


A Performance Comparison of Feature Selection Methods for Sentiment Classification

Rayner Alfred


Difference Expansion-based Data Hiding Method by Changing Expansion Media

Tohari Ahmad, Diksy M. Firmansyah, Dwi S. Angreni



SCDM 2016 – Accepted in Special Session

 EMTA: Ensemble Methods and Their Applications


A New Customer Churn Prediction Approach Based on Soft Set Based Ensemble Pruning
Mohd Khalid Awang, Mokhairi Makhtar, M Nordin A Rahman and Mustafa Mat Deris
An Association Rule Mining Approach in Predicting Flood Areas
Fadzli Syed Abdullah, Nor Saidah Abd Manan, Aryati Ahmad, Sharifah Wajihah Wafa, Mohd Razif Shahril, Nurzaime Zulaily, Rahmah Mohd Amin, Amran Ahmed

The Reconstructed Heterogeneity to Enhance Ensemble Neural Network for Large Data
Mumtazimah Mohamad, Mokhairi Makhtar and Mohd Nordin Abd Rahman

A New Mobile Malware Classification for SMS Exploitation

Nurzi Juana Mohd Zaizi, Madihah Mohd Saudi and Adiebah Khailani

Data Mining Techniques for Classification of Childhood Obesity among Year 6 School Children

Nor Saidah Abd Manan, Fadzli Syed Abdullah, Aryati Ahmad, Sharifah Wajihah Wafa, Mohd Razif Shahril, Nurzaime Zulaily, Rahmah Mohd Amin and Amran Ahmed
Multiple Criteria Preference Relation by Dominance Relations in Soft Set Theory
Mohd Isa Awang, Ahmad Nazari Mohd Rose, Mohd Khalid Awang, Fadhilah Ahmad and Mustafa Mat Deris

Reduce Scanning Time Incremental Algorithm (RSTIA) of association rules
Iyad Aqra, Muhammad Azani Hasibuan, Deden Witarsyah Jacob, and Tutut Herawan

Multi Objective Optimization to Improve Growth Domestic Produce of Economic Using Metaheuristic Approaches: Case Study of Iraq Economic
Ahmed Khalaf Zager Al saedi, Rozaida Ghazali, and Mustafa Mat Deris

An Algorithm for Determining Starting Point Using Clustering Algorithm Method with Fuzzy C-Means

Edrian Hadinata, Rahmat W. Sembiring, Tien Fabrianti Kusumasari, Rd Rohmat Saedudin, and Tutut Herawan

On Mining Association Rules of Real-valued Items using Fuzzy Soft Set

Dede Rohidin, Noor A. Samsudin, and Tutut Herawan

Application of Wavelet De-noising Filters in Mammogram Images Classification Using Fuzzy Soft Set

Saima Anwar Lashari, Rosziati Ibrahim, Norhalina Senan, Iwan Tri Riyadi Yanto, and Tutut Herawan

Design Selection of In-UVAT Tool-holder Using MATLAB Fuzzy Logic Toolbox
Haris Rachmat, Tatang Mulyana, Sulaiman Hasan, and Mohd Rasidi Ibrahim



WMSS 2016: Web Mining, Services and Security


A Web Based Peer-To-Peer RFID Architecture

Harinda Fernando, and Hairulnizam Mahdin

Performance-Aware Trust-Based Access Control For Protecting Sensitive Attributes
Mohd Rafiz Salji, Nur Izura Udzir, Mohd Izuan Hafez Ninggal, Nor Fazlida Mohd Sani, and Hamidah Ibrahim

E-Code Checker Android Application

Ummi Aznazirah Azahar, Shahreen Kasim, Mohd Farhan Md Fudzee, Hairulnizam Mahdin, Azizul Azhar Ramli, Suriawati Suparjoh, and Mohamad Aizi Salamat


Factor Influencing the Use of Social Media in Adult Learning Experience

Syafiq Zulkarnain, Masitah Ahmad, Norhayati Husin, Mohd Farhan Md Fudzee, and Hairulnizam Mahdin

A Framework to Analyze Quality of Service (QoS) For Text-To-Speech (TTS) Services

Mohd Farhan Md Fudzee, Mohamud Hassan, Hairulnizam Mahdin, Shahreen Kasim, and Jemal H. Abawajy

Performance Analysis Of Microsoft Speech API By Ai Based Vist Audio Player
Muhammad Arif Shah, Husnul Karim, Umar Farooq, and Rathiah Hashim


Android Based FSKTM 2d Map Using A* Algorithm 

Loh Yin Xia, Shahreen Kasim, Mohd Farhan Md Fudzee, Hairulnizam Mahdin, Azizul Azhar Ramli, Suriawati Suparjoh, and Mohamad Aizi Salamat


Mining Interesting Association Rules from on Information and System Quality of Indonesian e-Government Dataset

Deden Witarsyah Jacob, Mohd Farhan Md Fudzee, Mohamad Aizi Salamat, Rd Rohmat Saedudin, Zailani Abdullah, and Tutut Herawan

Soft Set Approach for Clustering Graduated Dataset

Rd Rohmat Saedudin, and Muhammad Azhani Hasibuan


A Feature Selection Algorithm for Anomaly Traffic Detection In Grid Environment Using K-Fold Cross Validation Technique

Dahliyusmanto, Tutut Herawan, Syefrida Yulina, and Abdul Hanan Abdullah

An Application of Rough Set Theory for Clustering Performance Expectancy of Indonesian e-Government Dataset

Deden Witarsyah Jacob, Mohd Farhan Md Fudzee, Mohamad Aizi Salamat, Rd Rohmat Saedudin, Iwan Tri Riyadi Yanto, and Tutut Herawan