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Journal of Big Data

Issue 1/2019

Content (113 Articles)

Manufacturing process data analysis pipelines: a requirements analysis and survey

  • Open Access
  • Survey paper

Ahmed Ismail, Hong-Linh Truong, Wolfgang Kastner

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

  • Open Access
  • Research

Karim Dahdouh, Ahmed Dakkak, Lahcen Oughdir, Abdelali Ibriz

Predicting referendum results in the Big Data Era

  • Open Access
  • Research

Amaryllis Mavragani, Konstantinos P. Tsagarakis

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

  • Open Access
  • Research

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

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

  • Open Access
  • Case Study

Fatima Zahra El Mazouri, Mohammed Chaouki Abounaima, Khalid Zenkouar

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

  • Open Access
  • Research

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

The impact of colleges and hospitals to local real estate markets

  • Open Access
  • Research

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

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

  • Open Access
  • Survey Paper

Fatemeh Soleimani-Roozbahani, Ali Rajabzadeh Ghatari, Reza Radfar

How to (better) find a perpetrator in a haystack

  • Open Access
  • Methodology

Yair Neuman, Yochai Cohen, Yiftach Neuman

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

  • Open Access
  • Research

Maluambanzila Minerve Mampaka, Mbuyu Sumbwanyambe

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

  • Open Access
  • Research

Aderibigbe Israel Adekitan, Jeremiah Abolade, Olamilekan Shobayo

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

  • Open Access
  • Research

Maddalena Favaretto, Eva De Clercq, Bernice Simone Elger

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

  • Open Access
  • Research

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

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

  • Open Access
  • Survey paper

Somnath Mazumdar, Daniel Seybold, Kyriakos Kritikos, Yiannis Verginadis

A parallel and distributed stochastic gradient descent implementation using commodity clusters

  • Open Access
  • Methodology

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

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

  • Open Access
  • Research

Ibrahim Mousa Al-Zuabi, Assef Jafar, Kadan Aljoumaa

Hierarchical data fusion for Smart Healthcare

  • Open Access
  • Research

Rustem Dautov, Salvatore Distefano, Rajkumaar Buyya

Gapprox: using Gallup approach for approximation in Big Data processing

  • Open Access
  • Research

Hossein Ahmadvand, Maziar Goudarzi, Fouzhan Foroutan

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

  • Open Access
  • Research

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

Mining aspects of customer’s review on the social network

  • Open Access
  • Methodology

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

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

  • Open Access
  • Methodology

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

HPCC based framework for COPD readmission risk analysis

  • Open Access
  • Research

Piyush Jain, Ankur Agarwal, Ravi Behara, Christopher Baechle

Survey on deep learning with class imbalance

  • Open Access
  • Survey paper

Justin M. Johnson, Taghi M. Khoshgoftaar

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

  • Open Access
  • Research

Abdelrahim Kasem Ahmad, Assef Jafar, Kadan Aljoumaa

Enhanced Secured Map Reduce layer for Big Data privacy and security

  • Open Access
  • Research

Priyank Jain, Manasi Gyanchandani, Nilay Khare

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

  • Open Access
  • Methodology

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

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

  • Open Access
  • Research

Firouzeh Razavi, Mohammad Jafar Tarokh, Mahmood Alborzi

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

  • Open Access
  • Research

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

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

  • Open Access
  • Research

Eduarda Costa, Carlos Costa, Maribel Yasmina Santos

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

  • Open Access
  • Short Report

Jordan Ott, Abigail Atchison, Erik J. Linstead

Library adoption in public software repositories

  • Open Access
  • Research

Rachel Krohn, Tim Weninger

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

  • Open Access
  • Methodology

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

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

  • Open Access
  • Methodology

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

Diftong: a tool for validating big data workflows

  • Open Access
  • Methodology

Raya Rizk, Steve McKeever, Johan Petrini, Erik Zeitler

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

  • Open Access
  • Methodology

Roberto Corizzo, Gianvito Pio, Michelangelo Ceci, Donato Malerba

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

  • Open Access
  • Survey paper

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

Exploring and cleaning big data with random sample data blocks

  • Open Access
  • Research

Salman Salloum, Joshua Zhexue Huang, Yulin He

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

  • Open Access
  • Research

Kurt Stockinger, Nils Bundi, Jonas Heitz, Wolfgang Breymann

Big data stream analysis: a systematic literature review

  • Open Access
  • Survey paper

Taiwo Kolajo, Olawande Daramola, Ayodele Adebiyi

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

  • Open Access
  • Research

Iqbal H. Sarker, Alan Colman, Jun Han

Ally patches for spoliation of adversarial patches

  • Open Access
  • Research

Alaa E. Abdel-Hakim

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

  • Open Access
  • Research

Hamid Nasiri, Saeed Nasehi, Maziar Goudarzi

GNSS-based navigation systems of autonomous drone for delivering items

  • Open Access
  • Research

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

Big data in healthcare: management, analysis and future prospects

  • Open Access
  • Survey paper

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

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

  • Open Access
  • Research

Ikechukwu Maduako, Monica Wachowicz, Trevor Hanson

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

  • Open Access
  • Research

Ari Wibisono, Devvi Sarwinda, Petrus Mursanto

A survey on Image Data Augmentation for Deep Learning

  • Open Access
  • Survey paper

Connor Shorten, Taghi M. Khoshgoftaar

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

  • Open Access
  • Research

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

Medicare fraud detection using neural networks

  • Open Access
  • Research

Justin M. Johnson, Taghi M. Khoshgoftaar

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

  • Open Access
  • Research

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

Exploring crime patterns in Mexico City

  • Open Access
  • Case study

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

Reality mining and predictive analytics for building smart applications

  • Open Access
  • Research

Hiba Asri, Hajar Mousannif, Hassan Al Moatassime

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

  • Open Access
  • Research

Chad L. Calvert, Taghi M. Khoshgoftaar

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

  • Open Access
  • Methodology

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

Examining characteristics of predictive models with imbalanced big data

  • Open Access
  • Research

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

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

  • Open Access
  • Research

Gabriel Castaneda, Paul Morris, Taghi M. Khoshgoftaar

Traffic flow estimation with data from a video surveillance camera

  • Open Access
  • Methodology

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

VADA: an architecture for end user informed data preparation

  • Open Access
  • Research

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

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

  • Open Access
  • Research

Sikha Bagui, Probal Chandra Dhar

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

  • Open Access
  • Correction

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

Big data clustering with varied density based on MapReduce

  • Open Access
  • Research

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

Leveraging resource management for efficient performance of Apache Spark

  • Open Access
  • Research

Khadija Aziz, Dounia Zaidouni, Mostafa Bellafkih

Feature selection methods and genomic big data: a systematic review

  • Open Access
  • Survey Paper

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

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

  • Open Access
  • Case Study

Brian Dumbacher, Darcy Steeg Morris, Carma Hogue

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

  • Open Access
  • Research

Mazin Alkathiri, Abdul Jhummarwala, M. B. Potdar

Advancing community detection using Keyword Attribute Search

  • Open Access
  • Research

Sanket Chobe, Justin Zhan

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

  • Open Access
  • Survey Paper

Subramanian Arumugam, R. Bhargavi

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

  • Open Access
  • Research

Khloud Al Jallad, Mohamad Aljnidi, Mohammad Said Desouki

Emotion analysis of Arabic tweets using deep learning approach

  • Open Access
  • Research

Massa Baali, Nada Ghneim

RBSEP: a reassignment and buffer based streaming edge partitioning approach

  • Open Access
  • Research

Monireh Taimouri, Hamid Saadatfar

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

  • Open Access
  • Methodology

Claus Boye Asmussen, Charles Møller

HaRD: a heterogeneity-aware replica deletion for HDFS

  • Open Access
  • Research

Hilmi Egemen Ciritoglu, John Murphy, Christina Thorpe

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

  • Open Access
  • Research

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

Social network analysis in Telecom data

  • Open Access
  • Research

Nour Raeef Al-Molhem, Yasser Rahal, Mustapha Dakkak

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

  • Open Access
  • Research

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

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

  • Open Access
  • Case Study

Phongphun Kijsanayothin, Gantaphon Chalumporn, Rattikorn Hewett

HybSMRP: a hybrid scheduling algorithm in Hadoop MapReduce framework

  • Open Access
  • Research

Abolfazl Gandomi, Midia Reshadi, Ali Movaghar, Ahmad Khademzadeh

Severely imbalanced Big Data challenges: investigating data sampling approaches

  • Open Access
  • Research

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

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

  • Open Access
  • Case Study

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

Evaluation of big data frameworks for analysis of smart grids

  • Open Access
  • Research

Mohammad Hasan Ansari, Vahid Tabatab Vakili, Behnam Bahrak

Using transfer learning for smart building management system

  • Open Access
  • Research

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

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

  • Open Access
  • Survey Paper

Sachin Kumar, Prayag Tiwari, Mikhail Zymbler

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

  • Open Access
  • Methodology

Saad Ahmed Dheyab, Mohammed Najm Abdullah, Buthainah Fahran Abed

Deep convolutional neural network based medical image classification for disease diagnosis

  • Open Access
  • Research

Samir S. Yadav, Shivajirao M. Jadhav

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