Soft Computing in Data Science: Third International Conference, SCDS 2017, Yogyakarta, Indonesia, November 27–28, 2017, Proceedings (Communications in Computer and Information Science, 788)

Annotation This book constitutes the refereed proceedings of the International Conference on Soft Computing in Data Science, SCDS 2017, held in Yogyakarta, Indonesia, November 27-28, 2017. The 26 revised full papers presented were carefully reviewed and selected from 68 submissions. The papers are organized in topical sections on deep learning and real-time classification; image feature classification and extraction; classification, clustering, visualization; applications of machine learning; data visualization; fuzzy logic; prediction models and e-learning; text and sentiment analytics Front Matter ....Pages I-XV Front Matter ....Pages 1-1 Evaluation of Randomized Variable Translation Wavelet Neural Networks (Khairul Anam, Adel Al-Jumaily)....Pages 3-12 Road Lane Segmentation Using Deconvolutional Neural Network (Dwi Prasetyo Adi Nugroho, Mardhani Riasetiawan)....Pages 13-22 Rare Event Prediction Using Similarity Majority Under-Sampling Technique (Jinyan Li, Simon Fong, Shimin Hu, Victor W. Chu, Raymond K. Wong, Sabah Mohammed et al.)....Pages 23-39 Front Matter ....Pages 41-41 Pattern Recognition of Balinese Carving Motif Using Learning Vector Quantization (LVQ) (I Made Avendias Mahawan, Agus Harjoko)....Pages 43-55 Feature Extraction for Image Content Retrieval in Thai Traditional Painting with SIFT Algorithms (Sathit Prasomphan)....Pages 56-67 Modeling of the Gaussian-Based Component Analysis on the Kernel Space to Extract Face Image (Arif Muntasa, Indah Agustien Siradjuddin)....Pages 68-80 Classification of Batik Kain Besurek Image Using Speed Up Robust Features (SURF) and Gray Level Co-occurrence Matrix (GLCM) (Fathin Ulfah Karimah, Agus Harjoko)....Pages 81-91 Front Matter ....Pages 93-93 Model Selection in Feedforward Neural Networks for Forecasting Inflow and Outflow in Indonesia ( Suhartono, Prilyandari Dina Saputri, Farah Fajrina Amalia, Dedy Dwi Prastyo, Brodjol Sutijo Suprih Ulama)....Pages 95-105 The Selection Feature for Batik Motif Classification with Information Gain Value (Anita Ahmad Kasim, Retantyo Wardoyo, Agus Harjoko)....Pages 106-115 Eye Detection for Drowsy Driver Using Artificial Neural Network (Mohd. Razif Bin Shamsuddin, Nur Nadhirah Binti Shamsul Sahar, Mohammad Hafidz Bin Rahmat)....Pages 116-125 Time Series Machine Learning: Implementing ARIMA and Hybrid ARIMA-ANN for Electricity Forecasting Modeling (Wahyu Wibowo, Sarirazty Dwijantari, Alia Hartati)....Pages 126-139 A Design of a Reminiscence System for Tacit Knowledge Recall and Transfer (Sabiroh Md Sabri, Haryani Haron, Nursuriati Jamil)....Pages 140-150 Pattern Search Based on Particle Swarm Optimization Technique for Block Matching Motion Estimation Algorithm (Siti Eshah Che Osman, Hamidah Jantan)....Pages 151-161 Enhancing Parallel Self-organizing Map on Heterogeneous System Architecture (Muhammad Firdaus Mustapha, Noor Elaiza Abd Khalid, Azlan Ismail, Mazani Manaf)....Pages 162-174 Front Matter ....Pages 175-175 Geovisualization Using Hexagonal Tessellation for Spatiotemporal Earthquake Data Analysis in Indonesia (Ridho Dwi Dharmawan, Suharyadi, Nur Muhammad Farda)....Pages 177-187 Incremental Filtering Visualization of JobStreet Malaysia ICT Jobs (M. Bakri, Siti Z. Z. Abidin, Amal Shargabi)....Pages 188-196 Software Application for Analyzing Photovoltaic Module Panel Temperature in Relation to Climate Factors (Zainura Idrus, N. A. S. Abdullah, H. Zainuddin, A. D. M. Ja’afar)....Pages 197-208 Budget Visual: Malaysia Budget Visualization (Nur Atiqah Sia Abdullah, Nur Wahidah Ab Wahid, Zainura Idrus)....Pages 209-218 Front Matter ....Pages 219-219 Fuzzy Arithmetical Modeling of Pressurizer in a Nuclear Power Plant (Wan Munirah Wan Mohamad, Tahir Ahmad, Niki Anis Ab Rahman, Azmirul Ashaari)....Pages 221-229 Nitrogen Fertilizer Recommender for Paddy Fields (Mohamad Soffi Abd Razak, Shuzlina Abdul-Rahman, Sofianita Mutalib, Zalilah Abd Aziz)....Pages 230-240 Ranking Performance of Modified Fuzzy TOPSIS Variants Based on Different Similarity Measures (Izyana Athirah Selemin, Rosma Mohd Dom, Ainon Mardhiyah Shahidin)....Pages 241-252 Front Matter ....Pages 253-253 Prediction of New Bioactive Molecules of Chemical Compound Using Boosting Ensemble Methods (Haslinda Hashim, Faisal Saeed)....Pages 255-262 Pragmatic Miner to Risk Analysis for Intrusion Detection (PMRA-ID) (Samaher Al-Janabi)....Pages 263-277 Intelligent System E-Learning Modeling According to Learning Styles and Level of Ability of Students (Utomo Budiyanto, Sri Hartati, S. N. Azhari, Djemari Mardapi)....Pages 278-290 Front Matter ....Pages 291-291 Mining Textual Terms for Stock Market Prediction Analysis Using Financial News (Asyraf Safwan Ab. Rahman, Shuzlina Abdul-Rahman, Sofianita Mutalib)....Pages 293-305 Content Quality of Latent Dirichlet Allocation Summaries Constituted Using Unique Significant Words (Muthukkaruppan Annamalai, Amrah Mohd Narawi)....Pages 306-316 Back Matter ....Pages 317-317