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
Analysis of diabetes mellitus for early prediction using optimal features selection
- Open Access
- Research
N. Sneha, Tarun Gangil
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
Application of variable selection and dimension reduction on predictors of MSE’s development
- Open Access
- Methodology
Habtamu Tilaye Wubetie
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
Selecting a representative decision tree from an ensemble of decision-tree models for fast big data classification
- Open Access
- Research
Abraham Itzhak Weinberg, Mark Last
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
On the sustainability of smart and smarter cities in the era of big data: an interdisciplinary and transdisciplinary literature review
- Open Access
- Survey paper
Simon Elias Bibri
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
Bayesian mixture models and their Big Data implementations with application to invasive species presence-only data
- Open Access
- Methodology
Insha Ullah, Kerrie Mengersen
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
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
The intrinsically linked future for human and Artificial Intelligence interaction
- Open Access
- Short report
Anthony Miller
Detecting taxi movements using Random Swap clustering and sequential pattern mining
- Open Access
- Research
Rami Ibrahim, M. Omair Shafiq
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
Oscillation of tweet sentiments in the election of João Doria Jr. for Mayor
- Open Access
- Research
Rubens Mussi Cury
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
Intelligent video surveillance: a review through deep learning techniques for crowd analysis
- Open Access
- Survey paper
G. Sreenu, M. A. Saleem Durai
RecencyMiner: mining recency-based personalized behavior from contextual smartphone data
- Open Access
- Research
Iqbal H. Sarker, Alan Colman, Jun Han
Cyber risk prediction through social media big data analytics and statistical machine learning
- Open Access
- Research
Athor Subroto, Andri Apriyana
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
Feature visualization in comic artist classification using deep neural networks
- Open Access
- Research
Kim Young-Min
Effectiveness analysis of machine learning classification models for predicting personalized context-aware smartphone usage
- Open Access
- Research
Iqbal H. Sarker, A. S. M. Kayes, Paul Watters
Tree stream mining algorithm with Chernoff-bound and standard deviation approach for big data stream
- Open Access
- Research
Ari Wibisono, Devvi Sarwinda, Petrus Mursanto
The anatomy of the data-driven smart sustainable city: instrumentation, datafication, computerization and related applications
- Open Access
- Research
Simon Elias Bibri
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
A machine learning approach to analyze customer satisfaction from airline tweets
- Open Access
- Research
Sachin Kumar, Mikhail Zymbler
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
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
- Open Access
- Research
Marco Roccetti, Giovanni Delnevo, Luca Casini, Giuseppe Cappiello
Big data analytics: a link between knowledge management capabilities and superior cyber protection
- Open Access
- Research
Peter Oluseyi Obitade
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
Analysis and classification of heart diseases using heartbeat features and machine learning algorithms
- Open Access
- Research
Fajr Ibrahem Alarsan, Mamoon Younes
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
Evaluating the performance of sentence level features and domain sensitive features of product reviews on supervised sentiment analysis tasks
- Open Access
- Research
Bagus Setya Rintyarna, Riyanarto Sarno, Chastine Fatichah
Development of a predictive model for on-time arrival flight of airliner by discovering correlation between flight and weather data
- Open Access
- Research
Noriko Etani
A survey on driving behavior analysis in usage based insurance using big data
- Open Access
- Survey Paper
Subramanian Arumugam, R. Bhargavi
Unsupervised software defect prediction using median absolute deviation threshold based spectral classifier on signed Laplacian matrix
- Open Access
- Research
Aris Marjuni, Teguh B. Adji, Ridi Ferdiana
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
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
- Open Access
- Research
Seyed Reza Kamel, Reyhaneh YaghoubZadeh, Maryam Kheirabadi
An analytical study of information extraction from unstructured and multidimensional big data
- Open Access
- Research
Kiran Adnan, Rehan Akbar
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
Context-aware rule learning from smartphone data: survey, challenges and future directions
- Open Access
- Survey Paper
Iqbal H. Sarker
A graphical heuristic for reduction and partitioning of large datasets for scalable supervised training
- Open Access
- Methodology
Sumedh Yadav, Mathis Bode
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
Enlarging smaller images before inputting into convolutional neural network: zero-padding vs. interpolation
- Open Access
- Research
Mahdi Hashemi
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
Characterizing popularity dynamics of hot topics using micro-blogs spatio-temporal data
- Open Access
- Research
Lianren Wu, Jinjie Li, Jiayin Qi
Efficient storage of heterogeneous geospatial data in spatial databases
- Open Access
- Research
Atle Frenvik Sveen
Online Feature Selection (OFS) with Accelerated Bat Algorithm (ABA) and Ensemble Incremental Deep Multiple Layer Perceptron (EIDMLP) for big data streams
- Open Access
- Research
D. Renuka Devi, S. Sasikala
A new Internet of Things architecture for real-time prediction of various diseases using machine learning on big data environment
- Open Access
- Research
Abderrahmane Ed-daoudy, Khalil Maalmi
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