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Data Science [Pehme köide]

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This book contains the proceedings of the 2018 International Conference on Data Science (ICDATA'18).

ICDATA is the renamed former International Conference on Data Mining, DMIN, which was held for the past thirteen years. Therefore, we will continue with the 14th conference on this topic. We hope that the new name (and acronym) will be more attractive and reflect a more modern perspective although the content itself has not changed dramatically in the sense, that we still aim at organizing an interesting and modern conference related to all aspects of data science, e.g., data mining, machine learning, big data. We are the same organization team as in the past for DMIN, and we have the same processes.
Session: Real-World Data Mining Applications, Challenges, And Perspectives + Machine Learning
Mining Significant Terminologies in Online Social Media Using Parallelized LDA for the Promotion of Cultural Products
3(7)
Richard de Groof Haiping Xu
Jurui Zhang
Raymond Liu
Multi-label Classification of Single and Clustered Cervical Cells Using Deep Convolutional Networks
10(6)
Melanie Kwon
Mohammed Kuko
Vanessa Martin
Tae Hun Kim
Sue Ellen Martin
Mohammad Pourhomayoun
Credit Default Mining using Combined Machine Learning and Heuristic Approach
16(7)
Sheikh Rabiul Islam
William Eberle
Sheikh Khaled Ghafoor
Customer Level Predictive Modeling for Accounts Receivable to Reduce Intervention Actions
23(7)
Michelle L.F. Cheong
Wen Shi
A Platform For Sentiment Analysis on Arabic Social Media
30(7)
Sara Elshobaky
Noha Adly
Traffic Jam Direction Field Clustering
37(5)
Alejandro Molina-Villegas
Louis Breton-Tenorio
Adrian Perez-Espinosa
Jose Luis Quiroz-Fabian
Araceli Liliana Reyes-Cabello
Emilio Bravo-Grajales
Message Classification for Generalized Disease Incidence Detection with Topologically Derived Concept Embeddings
42(7)
Mark Abraham Magumba
Peter Nabende
Ernest Mwebaze
Data-Driven Exploration of Factors Affecting Federal Student Loan Repayment
49(7)
Bin Luo
Qi Zhang
Somya Mohanty
Analysis of Tornado Environments using Convolutional Neural Networks
56(7)
Michael P. McGuire
Todd W. Moore
On Monitoring Heat-pumps with a Group-based Conformal Aomaly Detection Approach
63(7)
Shiraz Farouq
Stefan Byttner
Mohamed-Rafik Bouguelia
ML2ESC: A Source Code Generator to Embed Machine Learning Models in Production Environments
70(4)
Oscar Castro-Lopez
Ines F. Vega-Lopez
Effective Machine Learning Approach to Detect Groups of Fake Reviewers
74(5)
Jayesh Soni
Nagarajan Prabakar
Sentiment Probing of Social Media Data using Various Supervised Learners
79(7)
Sourangshu Das
S. Kami Makki
Evaluating Self-Organizing Map Quality Measures as Convergence Criteria
86(7)
Gregory Breard
Lutz Hamel
SwiftVis2: Plotting with Spark using Scala
93(7)
Mark C. Lewis
Lisa L. Lacher
Organizations's Investment in Cloud Computing: Designing a Decision Support Platform
100(5)
Jacques Bou Abdo
Najma Saidani
Ahmed Bounfour
RNN as a Multivariate Arrival Process Model: Modeling and Predicting Taxi Trips
105(7)
Xian Lai
Gary Weiss
Implementing Data Mining Methods to Predict Diamond Prices
112(5)
Jose M. Pena Marmolejos
Analyzing Inventory Data Using K-Means Clustering
117(6)
Michael Pigman
Hung Le
Urvish Bhagat
Maxfield Thompson
Qingguo Wang
Assessment of Minorities Access to Finance
123(7)
Emi N. Harry
Gary Weiss
Open-Source Neural Network and Wavelet Transform Tools for Server Log Analysis
130(7)
Chunyu Liu
Tong Yu
Recursion Identify Algorithm for Gender Prediction with Chinese Names
137(6)
Hua Zhao
Fairouz Kamareddine
Maximizing the Processing Rate for Streaming Applications in Apache Storm
143(4)
Ali Al-Sinayyid
Michelle Zhu
Machine Learning Models for Predicting Fracture Strength of Porous Ceramics and Glasses
147(4)
Saishruthi Swaminathan
Tejash Shah
Birsen Sirkeci-Mergen
Ozgur Keles
Big Data Security Analytics: Key Challenges
151(6)
Ripon Patgiri
Umakanta Majhi
Session: Clustering, Association + Web/Text/Multimedia Mining + Software
Improvement of the Firefly-based K-means Clustering Algorithm
157(6)
Lubo Zhou
Longzhuang Li
Anomaly Detection of Elderly Patient Activities in Smart Homes using a Graph-Based Approach
163(7)
Ramesh Paudel
William Eberle
Lawrence B. Holder
Finding a Balance Between Interestingness and Diversity in Sequential Pattern Mining
170(7)
Rina Singh
Jeffrey A. Graves
Lemuel R. Waitman
Douglas A. Talbert
Modeling Topics on Open Source Apache Spark Repositories
177(4)
Xiaoran Wang
Leonardo Jimenez Rodriguez
Jilong Kuang
Effective Grouping of Unlabelled Texts using A New Similarity Measure for Spectral Clustering
181(6)
Arnab Roy
Tanmay Basu
Session: Regression And Classification
High-Performance Support Vector Machines and Its Applications
187(7)
Taiping He
Tao Wang
Ralph Abbey
Joshua Griffin
Dyn2Vec: Exploiting Dynamic Behaviour using Difference Networks-based Node Embeddings for Classification
194(7)
Sandra Mitrovic
Jochen De Weerdt
A Generalized Method for Fault Detection and Diagnosis in SCADA Sensor Data via Classification with Uncertain Labels
201(7)
Md Ridwan Al Iqbal
Rui Zhao
Qiang Ji
Kristin P. Bennett
Tuning the Layers of Neural Networks for Robust Generalization
208(6)
Chun Pang Chiu
Kwok Yee Michael Wong
FAWCA: A Flexible-greedy Approach to find Well-tuned CNN Architecture for Image Recognition Problem
214(6)
Md Mosharaf Hossain
Douglas A. Talbert
Sheikh Khaled Ghafoor
Ramakrishnan Kannan
Venn Predictors Using Lazy Learners
220(7)
Ulf Johansson
Tuwe Lofstrom
Hakan Sundell
A Multivariate Linear Regression Analysis of In Vitro Testing Conditions and Brain Biomechanical Response under Shear Loads
227(4)
Folly Crawford
Jennifer Fisher
Osama Abuomar
Raj Prabhu
An Effective Nearest Neighbor Classification Technique Using Medoid Based Weighting Scheme
231(6)
Avideep Mukherjee
Tanmay Basu
Session: Poster Papers And Extended Abstracts
Yet Another Weighting Scheme for Collaborative Filtering Towards Effective Movie Recommendation
237(2)
Anurag Banerjee
Tanmay Basu
Towards Developing Effective Machine Learning Frameworks to Identify Toxic Conversations Over Social Media
239(2)
Ritam Majumder
Tanmay Basu
An Interactive Data Analytics System for Employment Acceptance Recommendation
241(4)
Opeyemi Fadairo
David Olatunbosun
Premsagar Ravula
Manpreet Kaur
Session: Late Breaking Papers
Analysis of EHR Free-text Data with Supervised Deep Neural Networks
245(7)
Duncan Wallace
Tahar Kechadi
Predicting Epileptic Seizures using Dimensionality Reduction Techniques
252(6)
Luis A. Martinez-Lopez
Daniel A. Martinez-Perez
Predictive Hybrid Machine Learning Model for Network Intrusion Detection
258(5)
Ebrahim Alareqi
Khalid Abed
Modelling Radon Variability in Qatar: Challenges & Opportunities
263(5)
Kassim Mwitondi
Ibrahim Al Sadig
Rifaat Hassona
Charles Taylor
Adil Yousif
Acceleration of Python Artificial Neural Network in a High Performance Computing Cluster Environment
268(5)
Christopher Rosser
Ebrahim Alareqi
Anthony Wright
Khalid Abed
Stay Point Analysis in Automatic Identification System Trajectory Data
273(6)
Yihan Cai
Menghan Tian
Weidong Yang
Yi Zhang
To Read or to Do? That is the Task
279
Zaid Alibadi
Jose Vidal