Ausgabe 1/2019
Inhalt (113 Artikel)
- Open Access
- Survey paper
Manufacturing process data analysis pipelines: a requirements analysis and survey
Ahmed Ismail, Hong-Linh Truong, Wolfgang Kastner
- Open Access
- Research
Large-scale e-learning recommender system based on Spark and Hadoop
Karim Dahdouh, Ahmed Dakkak, Lahcen Oughdir, Abdelali Ibriz
- Open Access
- Research
Predicting referendum results in the Big Data Era
Amaryllis Mavragani, Konstantinos P. Tsagarakis
- Open Access
- Research
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
- Open Access
- Case Study
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
- Open Access
- Research
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
- Open Access
- Research
The impact of colleges and hospitals to local real estate markets
Ryan Rivas, Dinesh Patil, Vagelis Hristidis, Joseph R. Barr, Narayanan Srinivasan
- Open Access
- Survey Paper
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
- Open Access
- Methodology
How to (better) find a perpetrator in a haystack
Yair Neuman, Yochai Cohen, Yiftach Neuman
- Open Access
- Research
A quadri-dimensional approach for poor performance prioritization in mobile networks using Big Data
Maluambanzila Minerve Mampaka, Mbuyu Sumbwanyambe
- Open Access
- Research
Data mining approach for predicting the daily Internet data traffic of a smart university
Aderibigbe Israel Adekitan, Jeremiah Abolade, Olamilekan Shobayo
- Open Access
- Research
Big Data and discrimination: perils, promises and solutions. A systematic review
Maddalena Favaretto, Eva De Clercq, Bernice Simone Elger
- Open Access
- Research
Analysis of diabetes mellitus for early prediction using optimal features selection
N. Sneha, Tarun Gangil
- Open Access
- Research
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
- Open Access
- Survey paper
A survey on data storage and placement methodologies for Cloud-Big Data ecosystem
Somnath Mazumdar, Daniel Seybold, Kyriakos Kritikos, Yiannis Verginadis
- Open Access
- Methodology
A parallel and distributed stochastic gradient descent implementation using commodity clusters
Robert K. L. Kennedy, Taghi M. Khoshgoftaar, Flavio Villanustre, Timothy Humphrey
- Open Access
- Methodology
Application of variable selection and dimension reduction on predictors of MSE’s development
Habtamu Tilaye Wubetie
- Open Access
- Research
Predicting customer’s gender and age depending on mobile phone data
Ibrahim Mousa Al-Zuabi, Assef Jafar, Kadan Aljoumaa
- Open Access
- Research
Hierarchical data fusion for Smart Healthcare
Rustem Dautov, Salvatore Distefano, Rajkumaar Buyya
- Open Access
- Research
Gapprox: using Gallup approach for approximation in Big Data processing
Hossein Ahmadvand, Maziar Goudarzi, Fouzhan Foroutan
- Open Access
- Research
The effects of class rarity on the evaluation of supervised healthcare fraud detection models
Matthew Herland, Richard A. Bauder, Taghi M. Khoshgoftaar
- Open Access
- Methodology
Mining aspects of customer’s review on the social network
Tu Nguyen Thi Ngoc, Ha Nguyen Thi Thu, Viet Anh Nguyen
- Open Access
- Research
Selecting a representative decision tree from an ensemble of decision-tree models for fast big data classification
Abraham Itzhak Weinberg, Mark Last
- Open Access
- Methodology
Adaptive network diagram constructions for representing big data event streams on monitoring dashboards
Alexander V. Mantzaris, Thomas G. Walker, Cameron E. Taylor, Dustin Ehling
- Open Access
- Survey paper
On the sustainability of smart and smarter cities in the era of big data: an interdisciplinary and transdisciplinary literature review
Simon Elias Bibri
- Open Access
- Research
HPCC based framework for COPD readmission risk analysis
Piyush Jain, Ankur Agarwal, Ravi Behara, Christopher Baechle
- Open Access
- Survey paper
Survey on deep learning with class imbalance
Justin M. Johnson, Taghi M. Khoshgoftaar
- Open Access
- Research
Customer churn prediction in telecom using machine learning in big data platform
Abdelrahim Kasem Ahmad, Assef Jafar, Kadan Aljoumaa
- Open Access
- Methodology
Bayesian mixture models and their Big Data implementations with application to invasive species presence-only data
Insha Ullah, Kerrie Mengersen
- Open Access
- Research
Enhanced Secured Map Reduce layer for Big Data privacy and security
Priyank Jain, Manasi Gyanchandani, Nilay Khare
- Open Access
- Methodology
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
- Open Access
- Research
An intelligent Alzheimer’s disease diagnosis method using unsupervised feature learning
Firouzeh Razavi, Mohammad Jafar Tarokh, Mahmood Alborzi
- Open Access
- Research
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
- Open Access
- Research
Evaluating partitioning and bucketing strategies for Hive-based Big Data Warehousing systems
Eduarda Costa, Carlos Costa, Maribel Yasmina Santos
- Open Access
- Short Report
Exploring the applicability of low-shot learning in mining software repositories
Jordan Ott, Abigail Atchison, Erik J. Linstead
- Open Access
- Methodology
Fast implementation of pattern mining algorithms with time stamp uncertainties and temporal constraints
Sofya S. Titarenko, Valeriy N. Titarenko, Georgios Aivaliotis, Jan Palczewski
- Open Access
- Short report
The intrinsically linked future for human and Artificial Intelligence interaction
Anthony Miller
- Open Access
- Research
Detecting taxi movements using Random Swap clustering and sequential pattern mining
Rami Ibrahim, M. Omair Shafiq
- Open Access
- Methodology
Verifying big data topologies by-design: a semi-automated approach
Marcello M. Bersani, Francesco Marconi, Damian A. Tamburri, Andrea Nodari, Pooyan Jamshidi
- Open Access
- Methodology
Diftong: a tool for validating big data workflows
Raya Rizk, Steve McKeever, Johan Petrini, Erik Zeitler
- Open Access
- Research
Oscillation of tweet sentiments in the election of João Doria Jr. for Mayor
Rubens Mussi Cury
- Open Access
- Methodology
DENCAST: distributed density-based clustering for multi-target regression
Roberto Corizzo, Gianvito Pio, Michelangelo Ceci, Donato Malerba
- Open Access
- Survey paper
Uncertainty in big data analytics: survey, opportunities, and challenges
Reihaneh H. Hariri, Erik M. Fredericks, Kate M. Bowers
- Open Access
- Research
Exploring and cleaning big data with random sample data blocks
Salman Salloum, Joshua Zhexue Huang, Yulin He
- Open Access
- Research
Scalable architecture for Big Data financial analytics: user-defined functions vs. SQL
Kurt Stockinger, Nils Bundi, Jonas Heitz, Wolfgang Breymann
- Open Access
- Survey paper
Big data stream analysis: a systematic literature review
Taiwo Kolajo, Olawande Daramola, Ayodele Adebiyi
- Open Access
- Survey paper
Intelligent video surveillance: a review through deep learning techniques for crowd analysis
G. Sreenu, M. A. Saleem Durai
- Open Access
- Research
RecencyMiner: mining recency-based personalized behavior from contextual smartphone data
Iqbal H. Sarker, Alan Colman, Jun Han
- Open Access
- Research
Cyber risk prediction through social media big data analytics and statistical machine learning
Athor Subroto, Andri Apriyana
- Open Access
- Research
Evaluation of distributed stream processing frameworks for IoT applications in Smart Cities
Hamid Nasiri, Saeed Nasehi, Maziar Goudarzi
- Open Access
- Research
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
- Open Access
- Survey paper
Big data in healthcare: management, analysis and future prospects
Sabyasachi Dash, Sushil Kumar Shakyawar, Mohit Sharma, Sandeep Kaushik
- Open Access
- Research
STVG: an evolutionary graph framework for analyzing fast-evolving networks
Ikechukwu Maduako, Monica Wachowicz, Trevor Hanson
- Open Access
- Research
Feature visualization in comic artist classification using deep neural networks
Kim Young-Min
- Open Access
- Research
Effectiveness analysis of machine learning classification models for predicting personalized context-aware smartphone usage
Iqbal H. Sarker, A. S. M. Kayes, Paul Watters
- Open Access
- Research
Tree stream mining algorithm with Chernoff-bound and standard deviation approach for big data stream
Ari Wibisono, Devvi Sarwinda, Petrus Mursanto
- Open Access
- Research
The anatomy of the data-driven smart sustainable city: instrumentation, datafication, computerization and related applications
Simon Elias Bibri
- Open Access
- Survey paper
A survey on Image Data Augmentation for Deep Learning
Connor Shorten, Taghi M. Khoshgoftaar
- Open Access
- Research
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
- Open Access
- Research
A machine learning approach to analyze customer satisfaction from airline tweets
Sachin Kumar, Mikhail Zymbler
- Open Access
- Research
Medicare fraud detection using neural networks
Justin M. Johnson, Taghi M. Khoshgoftaar
- Open Access
- Research
On combining Big Data and machine learning to support eco-driving behaviours
Giovanni Delnevo, Pietro Di Lena, Silvia Mirri, Catia Prandi, Paola Salomoni
- Open Access
- Case study
Exploring crime patterns in Mexico City
C. A. Piña-García, Leticia Ramírez-Ramírez
- Open Access
- Research
Reality mining and predictive analytics for building smart applications
Hiba Asri, Hajar Mousannif, Hassan Al Moatassime
- Open Access
- Research
Impact of class distribution on the detection of slow HTTP DoS attacks using Big Data
Chad L. Calvert, Taghi M. Khoshgoftaar
- Open Access
- Methodology
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
- Open Access
- Research
Examining characteristics of predictive models with imbalanced big data
Tawfiq Hasanin, Taghi M. Khoshgoftaar, Joffrey L. Leevy, Naeem Seliya
- Open Access
- Research
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
- Open Access
- Research
Big data analytics: a link between knowledge management capabilities and superior cyber protection
Peter Oluseyi Obitade
- Open Access
- Research
Evaluation of maxout activations in deep learning across several big data domains
Gabriel Castaneda, Paul Morris, Taghi M. Khoshgoftaar
- Open Access
- Methodology
Traffic flow estimation with data from a video surveillance camera
Aleksandr Fedorov, Kseniia Nikolskaia, Sergey Ivanov, Vladimir Shepelev, Alexey Minbaleev
- Open Access
- Research
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
- Open Access
- Research
Positive and negative association rule mining in Hadoop’s MapReduce environment
Sikha Bagui, Probal Chandra Dhar
- Open Access
- Correction
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
- Open Access
- Research
Big data clustering with varied density based on MapReduce
Safanaz Heidari, Mahmood Alborzi, Reza Radfar, Mohammad Ali Afsharkazemi, Ali Rajabzadeh Ghatari
- Open Access
- Research
Leveraging resource management for efficient performance of Apache Spark
Khadija Aziz, Dounia Zaidouni, Mostafa Bellafkih
- Open Access
- Survey Paper
Feature selection methods and genomic big data: a systematic review
Khawla Tadist, Said Najah, Nikola S. Nikolov, Fatiha Mrabti, Azeddine Zahi
- Open Access
- Case Study
Using electronic transaction data to add geographic granularity to official estimates of retail sales
Brian Dumbacher, Darcy Steeg Morris, Carma Hogue
- Open Access
- Research
Analysis and classification of heart diseases using heartbeat features and machine learning algorithms
Fajr Ibrahem Alarsan, Mamoon Younes
- Open Access
- Research
Multi-dimensional geospatial data mining in a distributed environment using MapReduce
Mazin Alkathiri, Abdul Jhummarwala, M. B. Potdar
- Open Access
- Research
Advancing community detection using Keyword Attribute Search
Sanket Chobe, Justin Zhan
- Open Access
- Research
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
- Open Access
- Research
Development of a predictive model for on-time arrival flight of airliner by discovering correlation between flight and weather data
Noriko Etani
- Open Access
- Survey Paper
A survey on driving behavior analysis in usage based insurance using big data
Subramanian Arumugam, R. Bhargavi
- Open Access
- Research
Unsupervised software defect prediction using median absolute deviation threshold based spectral classifier on signed Laplacian matrix
Aris Marjuni, Teguh B. Adji, Ridi Ferdiana
- Open Access
- Research
Big data analysis and distributed deep learning for next-generation intrusion detection system optimization
Khloud Al Jallad, Mohamad Aljnidi, Mohammad Said Desouki
- Open Access
- Research
Emotion analysis of Arabic tweets using deep learning approach
Massa Baali, Nada Ghneim
- Open Access
- Research
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
- Open Access
- Research
An analytical study of information extraction from unstructured and multidimensional big data
Kiran Adnan, Rehan Akbar
- Open Access
- Research
RBSEP: a reassignment and buffer based streaming edge partitioning approach
Monireh Taimouri, Hamid Saadatfar
- Open Access
- Methodology
Smart literature review: a practical topic modelling approach to exploratory literature review
Claus Boye Asmussen, Charles Møller
- Open Access
- Research
HaRD: a heterogeneity-aware replica deletion for HDFS
Hilmi Egemen Ciritoglu, John Murphy, Christina Thorpe
- Open Access
- Survey Paper
Context-aware rule learning from smartphone data: survey, challenges and future directions
Iqbal H. Sarker
- Open Access
- Methodology
A graphical heuristic for reduction and partitioning of large datasets for scalable supervised training
Sumedh Yadav, Mathis Bode
- Open Access
- Research
An adaptive and real-time based architecture for financial data integration
Noussair Fikri, Mohamed Rida, Noureddine Abghour, Khalid Moussaid, Amina El Omri
- Open Access
- Research
Enlarging smaller images before inputting into convolutional neural network: zero-padding vs. interpolation
Mahdi Hashemi
- Open Access
- Research
Social network analysis in Telecom data
Nour Raeef Al-Molhem, Yasser Rahal, Mustapha Dakkak
- Open Access
- Research
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
- Open Access
- Research
Characterizing popularity dynamics of hot topics using micro-blogs spatio-temporal data
Lianren Wu, Jinjie Li, Jiayin Qi
- Open Access
- Research
Efficient storage of heterogeneous geospatial data in spatial databases
Atle Frenvik Sveen
- Open Access
- Research
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
- Open Access
- Research
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
- Open Access
- Case Study
On using MapReduce to scale algorithms for Big Data analytics: a case study
Phongphun Kijsanayothin, Gantaphon Chalumporn, Rattikorn Hewett
- Open Access
- Research
HybSMRP: a hybrid scheduling algorithm in Hadoop MapReduce framework
Abolfazl Gandomi, Midia Reshadi, Ali Movaghar, Ahmad Khademzadeh
- Open Access
- Research
Severely imbalanced Big Data challenges: investigating data sampling approaches
Tawfiq Hasanin, Taghi M. Khoshgoftaar, Joffrey L. Leevy, Richard A. Bauder
- Open Access
- Case Study
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
- Open Access
- Research
Evaluation of big data frameworks for analysis of smart grids
Mohammad Hasan Ansari, Vahid Tabatab Vakili, Behnam Bahrak
- Open Access
- Research
Using transfer learning for smart building management system
Bens Pardamean, Hery Harjono Muljo, Tjeng Wawan Cenggoro, Bloomest Jansen Chandra, Reza Rahutomo
- Open Access
- Survey Paper
Internet of Things is a revolutionary approach for future technology enhancement: a review
Sachin Kumar, Prayag Tiwari, Mikhail Zymbler
- Open Access
- Methodology
A novel approach for big data processing using message passing interface based on memory mapping
Saad Ahmed Dheyab, Mohammed Najm Abdullah, Buthainah Fahran Abed
- Open Access
- Research
Deep convolutional neural network based medical image classification for disease diagnosis
Samir S. Yadav, Shivajirao M. Jadhav
