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Journal of Big Data

Journal of Big Data 1/2019

Issue 1/2019

Table of Contents ( 113 Articles )

01-12-2019 | Survey paper | Issue 1/2019 Open Access

Manufacturing process data analysis pipelines: a requirements analysis and survey

Ahmed Ismail, Hong-Linh Truong, Wolfgang Kastner

01-12-2019 | Research | Issue 1/2019 Open Access

Large-scale e-learning recommender system based on Spark and Hadoop

Karim Dahdouh, Ahmed Dakkak, Lahcen Oughdir, Abdelali Ibriz

01-12-2019 | Research | Issue 1/2019 Open Access

Predicting referendum results in the Big Data Era

Amaryllis Mavragani, Konstantinos P. Tsagarakis

01-12-2019 | Research | Issue 1/2019 Open Access

Detecting and understanding urban changes through decomposing the numbers of visitors’ arrivals using human mobility data

Takashi Nicholas Maeda, Narushige Shiode, Chen Zhong, Junichiro Mori, Tetsuo Sakimoto

01-12-2019 | Case Study | Issue 1/2019 Open Access

Data mining combined to the multicriteria decision analysis for the improvement of road safety: case of France

Fatima Zahra El Mazouri, Mohammed Chaouki Abounaima, Khalid Zenkouar

01-12-2019 | Research | Issue 1/2019 Open Access

Investigating the adoption of big data analytics in healthcare: the moderating role of resistance to change

Muhammad Shahbaz, Changyuan Gao, LiLi Zhai, Fakhar Shahzad, Yanling Hu

01-12-2019 | Research | Issue 1/2019 Open Access

The impact of colleges and hospitals to local real estate markets

Ryan Rivas, Dinesh Patil, Vagelis Hristidis, Joseph R. Barr, Narayanan Srinivasan

01-12-2019 | Survey Paper | Issue 1/2019 Open Access

Knowledge discovery from a more than a decade studies on healthcare Big Data systems: a scientometrics study

Fatemeh Soleimani-Roozbahani, Ali Rajabzadeh Ghatari, Reza Radfar

01-12-2019 | Methodology | Issue 1/2019 Open Access

How to (better) find a perpetrator in a haystack

Yair Neuman, Yochai Cohen, Yiftach Neuman

01-12-2019 | Research | Issue 1/2019 Open Access

A quadri-dimensional approach for poor performance prioritization in mobile networks using Big Data

Maluambanzila Minerve Mampaka, Mbuyu Sumbwanyambe

01-12-2019 | Research | Issue 1/2019 Open Access

Data mining approach for predicting the daily Internet data traffic of a smart university

Aderibigbe Israel Adekitan, Jeremiah Abolade, Olamilekan Shobayo

01-12-2019 | Research | Issue 1/2019 Open Access

Big Data and discrimination: perils, promises and solutions. A systematic review

Maddalena Favaretto, Eva De Clercq, Bernice Simone Elger

01-12-2019 | Research | Issue 1/2019 Open Access

Analysis of diabetes mellitus for early prediction using optimal features selection

N. Sneha, Tarun Gangil

01-12-2019 | Research | Issue 1/2019 Open Access

Identifying and characterizing the effects of calendar and environmental conditions on pediatric admissions in Shanghai

Guang-jun Yu, Jian-lei Gu, Wen-bin Cui, Jian-ping Jiang, Yang Wang, Georgi Z. Genchev, Ting Lu, Hui Lu

01-12-2019 | Survey paper | Issue 1/2019 Open Access

A survey on data storage and placement methodologies for Cloud-Big Data ecosystem

Somnath Mazumdar, Daniel Seybold, Kyriakos Kritikos, Yiannis Verginadis

01-12-2019 | Methodology | Issue 1/2019 Open Access

A parallel and distributed stochastic gradient descent implementation using commodity clusters

Robert K. L. Kennedy, Taghi M. Khoshgoftaar, Flavio Villanustre, Timothy Humphrey

01-12-2019 | Methodology | Issue 1/2019 Open Access

Application of variable selection and dimension reduction on predictors of MSE’s development

Habtamu Tilaye Wubetie

01-12-2019 | Research | Issue 1/2019 Open Access

Predicting customer’s gender and age depending on mobile phone data

Ibrahim Mousa Al-Zuabi, Assef Jafar, Kadan Aljoumaa

01-12-2019 | Research | Issue 1/2019 Open Access

Hierarchical data fusion for Smart Healthcare

Rustem Dautov, Salvatore Distefano, Rajkumaar Buyya

01-12-2019 | Research | Issue 1/2019 Open Access

Gapprox: using Gallup approach for approximation in Big Data processing

Hossein Ahmadvand, Maziar Goudarzi, Fouzhan Foroutan

01-12-2019 | Research | Issue 1/2019 Open Access

The effects of class rarity on the evaluation of supervised healthcare fraud detection models

Matthew Herland, Richard A. Bauder, Taghi M. Khoshgoftaar

01-12-2019 | Methodology | Issue 1/2019 Open Access

Mining aspects of customer’s review on the social network

Tu Nguyen Thi Ngoc, Ha Nguyen Thi Thu, Viet Anh Nguyen

01-12-2019 | Research | Issue 1/2019 Open Access

Selecting a representative decision tree from an ensemble of decision-tree models for fast big data classification

Abraham Itzhak Weinberg, Mark Last

01-12-2019 | Methodology | Issue 1/2019 Open Access

Adaptive network diagram constructions for representing big data event streams on monitoring dashboards

Alexander V. Mantzaris, Thomas G. Walker, Cameron E. Taylor, Dustin Ehling

01-12-2019 | Survey paper | Issue 1/2019 Open Access

On the sustainability of smart and smarter cities in the era of big data: an interdisciplinary and transdisciplinary literature review

Simon Elias Bibri

01-12-2019 | Research | Issue 1/2019 Open Access

HPCC based framework for COPD readmission risk analysis

Piyush Jain, Ankur Agarwal, Ravi Behara, Christopher Baechle

01-12-2019 | Survey paper | Issue 1/2019 Open Access

Survey on deep learning with class imbalance

Justin M. Johnson, Taghi M. Khoshgoftaar

01-12-2019 | Research | Issue 1/2019 Open Access

Customer churn prediction in telecom using machine learning in big data platform

Abdelrahim Kasem Ahmad, Assef Jafar, Kadan Aljoumaa

01-12-2019 | Methodology | Issue 1/2019 Open Access

Bayesian mixture models and their Big Data implementations with application to invasive species presence-only data

Insha Ullah, Kerrie Mengersen

01-12-2019 | Research | Issue 1/2019 Open Access

Enhanced Secured Map Reduce layer for Big Data privacy and security

Priyank Jain, Manasi Gyanchandani, Nilay Khare

01-12-2019 | Methodology | Issue 1/2019 Open Access

Detecting high indoor crowd density with Wi-Fi localization: a statistical mechanics approach

Sonja Georgievska, Philip Rutten, Jan Amoraal, Elena Ranguelova, Rena Bakhshi, Ben L. de Vries, Michael Lees, Sander Klous

01-12-2019 | Research | Issue 1/2019 Open Access

An intelligent Alzheimer’s disease diagnosis method using unsupervised feature learning

Firouzeh Razavi, Mohammad Jafar Tarokh, Mahmood Alborzi

01-12-2019 | Research | Issue 1/2019 Open Access

Arabia Felix 2.0: a cross-linguistic Twitter analysis of happiness patterns in the United Arab Emirates

Aamna Al Shehhi, Justin Thomas, Roy Welsch, Ian Grey, Zeyar Aung

01-12-2019 | Research | Issue 1/2019 Open Access

Evaluating partitioning and bucketing strategies for Hive-based Big Data Warehousing systems

Eduarda Costa, Carlos Costa, Maribel Yasmina Santos

01-12-2019 | Short Report | Issue 1/2019 Open Access

Exploring the applicability of low-shot learning in mining software repositories

Jordan Ott, Abigail Atchison, Erik J. Linstead

01-12-2019 | Research | Issue 1/2019 Open Access

Library adoption in public software repositories

Rachel Krohn, Tim Weninger

01-12-2019 | Methodology | Issue 1/2019 Open Access

Fast implementation of pattern mining algorithms with time stamp uncertainties and temporal constraints

Sofya S. Titarenko, Valeriy N. Titarenko, Georgios Aivaliotis, Jan Palczewski

01-12-2019 | Short report | Issue 1/2019 Open Access

The intrinsically linked future for human and Artificial Intelligence interaction

Anthony Miller

01-12-2019 | Research | Issue 1/2019 Open Access

Detecting taxi movements using Random Swap clustering and sequential pattern mining

Rami Ibrahim, M. Omair Shafiq

01-12-2019 | Methodology | Issue 1/2019 Open Access

Verifying big data topologies by-design: a semi-automated approach

Marcello M. Bersani, Francesco Marconi, Damian A. Tamburri, Andrea Nodari, Pooyan Jamshidi

01-12-2019 | Methodology | Issue 1/2019 Open Access

Diftong: a tool for validating big data workflows

Raya Rizk, Steve McKeever, Johan Petrini, Erik Zeitler

01-12-2019 | Research | Issue 1/2019 Open Access

Oscillation of tweet sentiments in the election of João Doria Jr. for Mayor

Rubens Mussi Cury

01-12-2019 | Methodology | Issue 1/2019 Open Access

DENCAST: distributed density-based clustering for multi-target regression

Roberto Corizzo, Gianvito Pio, Michelangelo Ceci, Donato Malerba

01-12-2019 | Survey paper | Issue 1/2019 Open Access

Uncertainty in big data analytics: survey, opportunities, and challenges

Reihaneh H. Hariri, Erik M. Fredericks, Kate M. Bowers

01-12-2019 | Research | Issue 1/2019 Open Access

Exploring and cleaning big data with random sample data blocks

Salman Salloum, Joshua Zhexue Huang, Yulin He

01-12-2019 | Research | Issue 1/2019 Open Access

Scalable architecture for Big Data financial analytics: user-defined functions vs. SQL

Kurt Stockinger, Nils Bundi, Jonas Heitz, Wolfgang Breymann

01-12-2019 | Survey paper | Issue 1/2019 Open Access

Big data stream analysis: a systematic literature review

Taiwo Kolajo, Olawande Daramola, Ayodele Adebiyi

01-12-2019 | Survey paper | Issue 1/2019 Open Access

Intelligent video surveillance: a review through deep learning techniques for crowd analysis

G. Sreenu, M. A. Saleem Durai

01-12-2019 | Research | Issue 1/2019 Open Access

RecencyMiner: mining recency-based personalized behavior from contextual smartphone data

Iqbal H. Sarker, Alan Colman, Jun Han

01-12-2019 | Research | Issue 1/2019 Open Access

Cyber risk prediction through social media big data analytics and statistical machine learning

Athor Subroto, Andri Apriyana

01-12-2019 | Research | Issue 1/2019 Open Access

Ally patches for spoliation of adversarial patches

Alaa E. Abdel-Hakim

01-12-2019 | Research | Issue 1/2019 Open Access

Evaluation of distributed stream processing frameworks for IoT applications in Smart Cities

Hamid Nasiri, Saeed Nasehi, Maziar Goudarzi

01-12-2019 | Research | Issue 1/2019 Open Access

GNSS-based navigation systems of autonomous drone for delivering items

Aurello Patrik, Gaudi Utama, Alexander Agung Santoso Gunawan, Andry Chowanda, Jarot S. Suroso, Rizatus Shofiyanti, Widodo Budiharto

01-12-2019 | Survey paper | Issue 1/2019 Open Access

Big data in healthcare: management, analysis and future prospects

Sabyasachi Dash, Sushil Kumar Shakyawar, Mohit Sharma, Sandeep Kaushik

01-12-2019 | Research | Issue 1/2019 Open Access

STVG: an evolutionary graph framework for analyzing fast-evolving networks

Ikechukwu Maduako, Monica Wachowicz, Trevor Hanson

01-12-2019 | Research | Issue 1/2019 Open Access

Feature visualization in comic artist classification using deep neural networks

Kim Young-Min

01-12-2019 | Research | Issue 1/2019 Open Access

Effectiveness analysis of machine learning classification models for predicting personalized context-aware smartphone usage

Iqbal H. Sarker, A. S. M. Kayes, Paul Watters

01-12-2019 | Research | Issue 1/2019 Open Access

Tree stream mining algorithm with Chernoff-bound and standard deviation approach for big data stream

Ari Wibisono, Devvi Sarwinda, Petrus Mursanto

01-12-2019 | Research | Issue 1/2019 Open Access

The anatomy of the data-driven smart sustainable city: instrumentation, datafication, computerization and related applications

Simon Elias Bibri

01-12-2019 | Survey paper | Issue 1/2019 Open Access

A survey on Image Data Augmentation for Deep Learning

Connor Shorten, Taghi M. Khoshgoftaar

01-12-2019 | Research | Issue 1/2019 Open Access

Resolving intravoxel white matter structures in the human brain using regularized regression and clustering

Andrea Hart, Brianna Smith, Sean Smith, Elijah Sales, Jacqueline Hernandez-Camargo, Yarlin Mayor Garcia, Felix Zhan, Lori Griswold, Brian Dunkelberger, Michael R. Schwob, Sharang Chaudhry, Justin Zhan, Laxmi Gewali, Paul Oh

01-12-2019 | Research | Issue 1/2019 Open Access

A machine learning approach to analyze customer satisfaction from airline tweets

Sachin Kumar, Mikhail Zymbler

01-12-2019 | Research | Issue 1/2019 Open Access

Medicare fraud detection using neural networks

Justin M. Johnson, Taghi M. Khoshgoftaar

01-12-2019 | Research | Issue 1/2019 Open Access

On combining Big Data and machine learning to support eco-driving behaviours

Giovanni Delnevo, Pietro Di Lena, Silvia Mirri, Catia Prandi, Paola Salomoni

01-12-2019 | Case study | Issue 1/2019 Open Access

Exploring crime patterns in Mexico City

C. A. Piña-García, Leticia Ramírez-Ramírez

01-12-2019 | Research | Issue 1/2019 Open Access

Reality mining and predictive analytics for building smart applications

Hiba Asri, Hajar Mousannif, Hassan Al Moatassime

01-12-2019 | Research | Issue 1/2019 Open Access

Impact of class distribution on the detection of slow HTTP DoS attacks using Big Data

Chad L. Calvert, Taghi M. Khoshgoftaar

01-12-2019 | Methodology | Issue 1/2019 Open Access

Random forest implementation and optimization for Big Data analytics on LexisNexis’s high performance computing cluster platform

Victor M. Herrera, Taghi M. Khoshgoftaar, Flavio Villanustre, Borko Furht

01-12-2019 | Research | Issue 1/2019 Open Access

Examining characteristics of predictive models with imbalanced big data

Tawfiq Hasanin, Taghi M. Khoshgoftaar, Joffrey L. Leevy, Naeem Seliya

01-12-2019 | Research | Issue 1/2019 Open Access

Is bigger always better? A controversial journey to the center of machine learning design, with uses and misuses of big data for predicting water meter failures

Marco Roccetti, Giovanni Delnevo, Luca Casini, Giuseppe Cappiello

01-12-2019 | Research | Issue 1/2019 Open Access

Big data analytics: a link between knowledge management capabilities and superior cyber protection

Peter Oluseyi Obitade

01-12-2019 | Research | Issue 1/2019 Open Access

Evaluation of maxout activations in deep learning across several big data domains

Gabriel Castaneda, Paul Morris, Taghi M. Khoshgoftaar

01-12-2019 | Methodology | Issue 1/2019 Open Access

Traffic flow estimation with data from a video surveillance camera

Aleksandr Fedorov, Kseniia Nikolskaia, Sergey Ivanov, Vladimir Shepelev, Alexey Minbaleev

01-12-2019 | Research | Issue 1/2019 Open Access

VADA: an architecture for end user informed data preparation

Nikolaos Konstantinou, Edward Abel, Luigi Bellomarini, Alex Bogatu, Cristina Civili, Endri Irfanie, Martin Koehler, Lacramioara Mazilu, Emanuel Sallinger, Alvaro A. A. Fernandes, Georg Gottlob, John A. Keane, Norman W. Paton

01-12-2019 | Research | Issue 1/2019 Open Access

Positive and negative association rule mining in Hadoop’s MapReduce environment

Sikha Bagui, Probal Chandra Dhar

01-12-2019 | Correction | Issue 1/2019 Open Access

Correction to: A novel adaptable approach for sentiment analysis on big social data

Imane El Alaoui, Youssef Gahi, Rochdi Messoussi, Youness Chaabi, Alexis Todoskoff, Abdessamad Kobi

01-12-2019 | Research | Issue 1/2019 Open Access

Big data clustering with varied density based on MapReduce

Safanaz Heidari, Mahmood Alborzi, Reza Radfar, Mohammad Ali Afsharkazemi, Ali Rajabzadeh Ghatari

01-12-2019 | Research | Issue 1/2019 Open Access

Leveraging resource management for efficient performance of Apache Spark

Khadija Aziz, Dounia Zaidouni, Mostafa Bellafkih

01-12-2019 | Survey Paper | Issue 1/2019 Open Access

Feature selection methods and genomic big data: a systematic review

Khawla Tadist, Said Najah, Nikola S. Nikolov, Fatiha Mrabti, Azeddine Zahi

01-12-2019 | Case Study | Issue 1/2019 Open Access

Using electronic transaction data to add geographic granularity to official estimates of retail sales

Brian Dumbacher, Darcy Steeg Morris, Carma Hogue

01-12-2019 | Research | Issue 1/2019 Open Access

Analysis and classification of heart diseases using heartbeat features and machine learning algorithms

Fajr Ibrahem Alarsan, Mamoon Younes

01-12-2019 | Research | Issue 1/2019 Open Access

Multi-dimensional geospatial data mining in a distributed environment using MapReduce

Mazin Alkathiri, Abdul Jhummarwala, M. B. Potdar

01-12-2019 | Research | Issue 1/2019 Open Access

Advancing community detection using Keyword Attribute Search

Sanket Chobe, Justin Zhan

01-12-2019 | Research | Issue 1/2019 Open Access

Evaluating the performance of sentence level features and domain sensitive features of product reviews on supervised sentiment analysis tasks

Bagus Setya Rintyarna, Riyanarto Sarno, Chastine Fatichah

01-12-2019 | Research | Issue 1/2019 Open Access

Development of a predictive model for on-time arrival flight of airliner by discovering correlation between flight and weather data

Noriko Etani

01-12-2019 | Survey Paper | Issue 1/2019 Open Access

A survey on driving behavior analysis in usage based insurance using big data

Subramanian Arumugam, R. Bhargavi

01-12-2019 | Research | Issue 1/2019 Open Access

Unsupervised software defect prediction using median absolute deviation threshold based spectral classifier on signed Laplacian matrix

Aris Marjuni, Teguh B. Adji, Ridi Ferdiana

01-12-2019 | Research | Issue 1/2019 Open Access

Big data analysis and distributed deep learning for next-generation intrusion detection system optimization

Khloud Al Jallad, Mohamad Aljnidi, Mohammad Said Desouki

01-12-2019 | Research | Issue 1/2019 Open Access

Emotion analysis of Arabic tweets using deep learning approach

Massa Baali, Nada Ghneim

01-12-2019 | Research | Issue 1/2019 Open Access

Improving the performance of support-vector machine by selecting the best features by Gray Wolf algorithm to increase the accuracy of diagnosis of breast cancer

Seyed Reza Kamel, Reyhaneh YaghoubZadeh, Maryam Kheirabadi

01-12-2019 | Research | Issue 1/2019 Open Access

An analytical study of information extraction from unstructured and multidimensional big data

Kiran Adnan, Rehan Akbar

01-12-2019 | Research | Issue 1/2019 Open Access

RBSEP: a reassignment and buffer based streaming edge partitioning approach

Monireh Taimouri, Hamid Saadatfar

01-12-2019 | Methodology | Issue 1/2019 Open Access

Smart literature review: a practical topic modelling approach to exploratory literature review

Claus Boye Asmussen, Charles Møller

01-12-2019 | Research | Issue 1/2019 Open Access

HaRD: a heterogeneity-aware replica deletion for HDFS

Hilmi Egemen Ciritoglu, John Murphy, Christina Thorpe

01-12-2019 | Survey Paper | Issue 1/2019 Open Access

Context-aware rule learning from smartphone data: survey, challenges and future directions

Iqbal H. Sarker

01-12-2019 | Methodology | Issue 1/2019 Open Access

A graphical heuristic for reduction and partitioning of large datasets for scalable supervised training

Sumedh Yadav, Mathis Bode

01-12-2019 | Research | Issue 1/2019 Open Access

An adaptive and real-time based architecture for financial data integration

Noussair Fikri, Mohamed Rida, Noureddine Abghour, Khalid Moussaid, Amina El Omri

01-12-2019 | Research | Issue 1/2019 Open Access

Enlarging smaller images before inputting into convolutional neural network: zero-padding vs. interpolation

Mahdi Hashemi

01-12-2019 | Research | Issue 1/2019 Open Access

Social network analysis in Telecom data

Nour Raeef Al-Molhem, Yasser Rahal, Mustapha Dakkak

01-12-2019 | Research | Issue 1/2019 Open Access

Computational storage: an efficient and scalable platform for big data and HPC applications

Mahdi Torabzadehkashi, Siavash Rezaei, Ali HeydariGorji, Hosein Bobarshad, Vladimir Alves, Nader Bagherzadeh

01-12-2019 | Research | Issue 1/2019 Open Access

Characterizing popularity dynamics of hot topics using micro-blogs spatio-temporal data

Lianren Wu, Jinjie Li, Jiayin Qi

01-12-2019 | Research | Issue 1/2019 Open Access

Efficient storage of heterogeneous geospatial data in spatial databases

Atle Frenvik Sveen

01-12-2019 | Research | Issue 1/2019 Open Access

Online Feature Selection (OFS) with Accelerated Bat Algorithm (ABA) and Ensemble Incremental Deep Multiple Layer Perceptron (EIDMLP) for big data streams

D. Renuka Devi, S. Sasikala

01-12-2019 | Research | Issue 1/2019 Open Access

A new Internet of Things architecture for real-time prediction of various diseases using machine learning on big data environment

Abderrahmane Ed-daoudy, Khalil Maalmi

01-12-2019 | Case Study | Issue 1/2019 Open Access

On using MapReduce to scale algorithms for Big Data analytics: a case study

Phongphun Kijsanayothin, Gantaphon Chalumporn, Rattikorn Hewett

01-12-2019 | Research | Issue 1/2019 Open Access

HybSMRP: a hybrid scheduling algorithm in Hadoop MapReduce framework

Abolfazl Gandomi, Midia Reshadi, Ali Movaghar, Ahmad Khademzadeh

01-12-2019 | Research | Issue 1/2019 Open Access

Severely imbalanced Big Data challenges: investigating data sampling approaches

Tawfiq Hasanin, Taghi M. Khoshgoftaar, Joffrey L. Leevy, Richard A. Bauder

01-12-2019 | Case Study | Issue 1/2019 Open Access

Lifelong Machine Learning and root cause analysis for large-scale cancer patient data

Gautam Pal, Xianbin Hong, Zhuo Wang, Hongyi Wu, Gangmin Li, Katie Atkinson

01-12-2019 | Research | Issue 1/2019 Open Access

Evaluation of big data frameworks for analysis of smart grids

Mohammad Hasan Ansari, Vahid Tabatab Vakili, Behnam Bahrak

01-12-2019 | Research | Issue 1/2019 Open Access

Using transfer learning for smart building management system

Bens Pardamean, Hery Harjono Muljo, Tjeng Wawan Cenggoro, Bloomest Jansen Chandra, Reza Rahutomo

01-12-2019 | Survey Paper | Issue 1/2019 Open Access

Internet of Things is a revolutionary approach for future technology enhancement: a review

Sachin Kumar, Prayag Tiwari, Mikhail Zymbler

01-12-2019 | Methodology | Issue 1/2019 Open Access

A novel approach for big data processing using message passing interface based on memory mapping

Saad Ahmed Dheyab, Mohammed Najm Abdullah, Buthainah Fahran Abed

01-12-2019 | Research | Issue 1/2019 Open Access

Deep convolutional neural network based medical image classification for disease diagnosis

Samir S. Yadav, Shivajirao M. Jadhav

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