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Journal of Big Data

Ausgabe 1/2021

Inhalt (161 Artikel)

Open Access Research

A novel community detection based genetic algorithm for feature selection

Mehrdad Rostami, Kamal Berahmand, Saman Forouzandeh

Open Access Research

Querying knowledge graphs in natural language

Shiqi Liang, Kurt Stockinger, Tarcisio Mendes de Farias, Maria Anisimova, Manuel Gil

Open Access Research

Bayesian zero-inflated regression model with application to under-five child mortality

Mekuanint Simeneh Workie, Abebaw Gedef Azene

Open Access Research

Evaluation of the effectiveness and efficiency of state-of-the-art features and models for automatic speech recognition error detection

Asmaa El Hannani, Rahhal Errattahi, Fatima Zahra Salmam, Thomas Hain, Hassan Ouahmane

Open Access Research

Resampling imbalanced data for network intrusion detection datasets

Sikha Bagui, Kunqi Li

Open Access Methodology

Assessing the accuracy of record linkages with Markov chain based Monte Carlo simulation approach

Shovanur Haque, Kerrie Mengersen, Steven Stern

Open Access Research

Stable bagging feature selection on medical data

Salem Alelyani

Open Access Short Report

Multiclass emotion prediction using heart rate and virtual reality stimuli

Aaron Frederick Bulagang, James Mountstephens, Jason Teo

Open Access Research

A method for extracting travel patterns using data polishing

Mio Hosoe, Masashi Kuwano, Taku Moriyama

Open Access Methodology

A GPU based multidimensional amplitude analysis to search for tetraquark candidates

Nairit Sur, Leonardo Cristella, Adriano Di Florio, Vincenzo Mastrapasqua

Open Access Survey Paper

Deep Learning applications for COVID-19

Connor Shorten, Taghi M. Khoshgoftaar, Borko Furht

Open Access Research

SDPSO: Spark Distributed PSO-based approach for feature selection and cancer disease prognosis

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

Open Access Research

CoPart: a context-based partitioning technique for big data

Sara Migliorini, Alberto Belussi, Elisa Quintarelli, Damiano Carra

Open Access Research

Composition of weighted finite transducers in MapReduce

Bilal Elghadyry, Faissal Ouardi, Sébastien Verel

Open Access Research

CaReAl: capturing read alignments in a BAM file rapidly and conveniently

Yoomi Park, Heewon Seo, Kyunghun Yoo, Ju Han Kim

Open Access Survey Paper

A survey on data‐efficient algorithms in big data era

Amina Adadi

Open Access Short Report

Improving the accuracy of text classification using stemming method, a case of non-formal Indonesian conversation

Rianto, Achmad Benny Mutiara, Eri Prasetyo Wibowo, Paulus Insap Santosa

Open Access Survey Paper

A survey on generative adversarial networks for imbalance problems in computer vision tasks

Vignesh Sampath, Iñaki Maurtua, Juan José Aguilar Martín, Aitor Gutierrez

Open Access Survey Paper

Array databases: concepts, standards, implementations

Peter Baumann, Dimitar Misev, Vlad Merticariu, Bang Pham Huu

Open Access Research

Optimized hybrid investigative based dimensionality reduction methods for malaria vector using KNN classifier

Micheal Olaolu Arowolo, Marion Olubunmi Adebiyi, Ayodele Ariyo Adebiyi, Oludayo Olugbara

Open Access Research

A sample decreasing threshold greedy-based algorithm for big data summarisation

Teng Li, Hyo-Sang Shin, Antonios Tsourdos

Open Access Research

A hybrid recommender system based-on link prediction for movie baskets analysis

Mohammadsadegh Vahidi Farashah, Akbar Etebarian, Reza Azmi, Reza Ebrahimzadeh Dastjerdi

Open Access Methodology

Modeling and tracking Covid-19 cases using Big Data analytics on HPCC system platform

Flavio Villanustre, Arjuna Chala, Roger Dev, Lili Xu, Jesse Shaw LexisNexis, Borko Furht, Taghi Khoshgoftaar

Open Access Research

Bayesian multilevel model on maternal mortality in Ethiopia

Shibiru Jabessa, Dabala Jabessa

Open Access Research

Evaluation of recent advances in recommender systems on Arabic content

Mehdi Srifi, Ahmed Oussous, Ayoub Ait Lahcen, Salma Mouline

Open Access Research

An analytics model for TelecoVAS customers’ basket clustering using ensemble learning approach

Mohammadsadegh Vahidi Farashah, Akbar Etebarian, Reza Azmi, Reza Ebrahimzadeh Dastjerdi

Open Access Research

Class center-based firefly algorithm for handling missing data

Heru Nugroho, Nugraha Priya Utama, Kridanto Surendro

Open Access Research

Detecting cybersecurity attacks across different network features and learners

Joffrey L. Leevy, John Hancock, Richard Zuech, Taghi M. Khoshgoftaar

Open Access Research

An alternative approach to dimension reduction for pareto distributed data: a case study

Marco Roccetti, Giovanni Delnevo, Luca Casini, Silvia Mirri

Open Access Survey Paper

A survey on bandwidth-aware geo-distributed frameworks for big-data analytics

Mohammed Bergui, Said Najah, Nikola S. Nikolov

Open Access Research

Annotating and detecting topics in social media forum and modelling the annotation to derive directions-a case study

B. Athira, Josette Jones, Sumam Mary Idicula, Anand Kulanthaivel, Enming Zhang

Open Access Research

Development of a regional voice dataset and speaker classification based on machine learning

Muhammad Ismail, Shahzad Memon, Lachhman Das Dhomeja, Shahid Munir Shah, Dostdar Hussain, Sabit Rahim, Imran Ali

Open Access Research

DV-DVFS: merging data variety and DVFS technique to manage the energy consumption of big data processing

Hossein Ahmadvand, Fouzhan Foroutan, Mahmood Fathy

Open Access Methodology

Multi-objective database queries in combined knapsack and set covering problem domains

Sean A. Mochocki, Gary B. Lamont, Robert C. Leishman, Kyle J. Kauffman

Open Access Research

Mapping and 3D modelling using quadrotor drone and GIS software

Widodo Budiharto, Edy Irwansyah, Jarot S. Suroso, Andry Chowanda, Heri Ngarianto, Alexander Agung Santoso Gunawan

Open Access Research

Exploring big data traits and data quality dimensions for big data analytics application using partial least squares structural equation modelling

Muslihah Wook, Nor Asiakin Hasbullah, Norulzahrah Mohd Zainudin, Zam Zarina Abdul Jabar, Suzaimah Ramli, Noor Afiza Mat Razali, Nurhafizah Moziyana Mohd Yusop

Open Access Survey Paper

A survey of dimension reduction and classification methods for RNA-Seq data on malaria vector

Micheal Olaolu Arowolo, Marion Olubunmi Adebiyi, Charity Aremu, Ayodele A. Adebiyi

Open Access Research

Sensing and making sense of tourism flows and urban data to foster sustainability awareness: a real-world experience

Catia Prandi, Valentina Nisi, Miguel Ribeiro, Nuno Nunes

Open Access Research

User profile correlation-based similarity (UPCSim) algorithm in movie recommendation system

Triyanna Widiyaningtyas, Indriana Hidayah, Teguh B. Adji

Open Access Survey Paper

Review of deep learning: concepts, CNN architectures, challenges, applications, future directions

Laith Alzubaidi, Jinglan Zhang, Amjad J. Humaidi, Ayad Al-Dujaili, Ye Duan, Omran Al-Shamma, J. Santamaría, Mohammed A. Fadhel, Muthana Al-Amidie, Laith Farhan

Open Access Research

Optimization of air traffic management efficiency based on deep learning enriched by the long short-term memory (LSTM) and extreme learning machine (ELM)

Mahdi Yousefzadeh Aghdam, Seyed Reza Kamel Tabbakh, Seyed Javad Mahdavi Chabok, Maryam Kheyrabadi

Open Access Survey Paper

An analysis of the graph processing landscape

Miguel E. Coimbra, Alexandre P. Francisco, Luís Veiga

Open Access Correction

Correction to: Arabic text summarization using deep learning approach

Molham Al-Maleh, Said Desouki

Open Access Research

A reconstruction error-based framework for label noise detection

Zahra Salekshahrezaee, Joffrey L. Leevy, Taghi M. Khoshgoftaar

Open Access Research

Bayesian negative binomial logit hurdle and zero-inflated model for characterizing smoking intensity

Mekuanint Simeneh Workie, Abebaw Gedef Azene

Open Access Research

Testing coverage criteria for optimized deep belief network with search and rescue

Kiran Jammalamadaka, Nikhat Parveen

Open Access Survey Paper

A survey on artificial intelligence assurance

Feras A. Batarseh, Laura Freeman, Chih-Hao Huang

Open Access Research

Ontology generation for flight safety messages in air traffic management

Mahdi Yousefzadeh Aghdam, Seyed Reza Kamel Tabbakh, Seyed Javad Mahdavi Chabok, Maryam kheyrabadi

Open Access Research

PCJ Java library as a solution to integrate HPC, Big Data and Artificial Intelligence workloads

Marek Nowicki, Łukasz Górski, Piotr Bała

Open Access Research

Leveraging fine-grained mobile data for churn detection through Essence Random Forest

Christian Colot, Philippe Baecke, Isabelle Linden

Open Access Research

Big data fuzzy C-means algorithm based on bee colony optimization using an Apache Hbase

Seyyed Mohammad Razavi, Mohsen Kahani, Samad Paydar

Open Access Research

Intrusion detection systems using long short-term memory (LSTM)

FatimaEzzahra Laghrissi, Samira Douzi, Khadija Douzi, Badr Hssina

Open Access Research

Comparative analysis of deep learning image detection algorithms

Shrey Srivastava, Amit Vishvas Divekar, Chandu Anilkumar, Ishika Naik, Ved Kulkarni, V. Pattabiraman

Open Access Research

Towards a folksonomy graph-based context-aware recommender system of annotated books

Sara Qassimi, El Hassan Abdelwahed, Meriem Hafidi, Aimad Qazdar

Open Access Research

Text based personality prediction from multiple social media data sources using pre-trained language model and model averaging

Hans Christian, Derwin Suhartono, Andry Chowanda, Kamal Z. Zamli

Open Access Research

Modelling customers credit card behaviour using bidirectional LSTM neural networks

Maher Ala’raj, Maysam F. Abbod, Munir Majdalawieh

Open Access Research

Cursor movement detection in brain-computer-interface systems using the K-means clustering method and LSVM

Leila Mohammadi, Zahra Einalou, Hamidreza Hosseinzadeh, Mehrdad Dadgostar

Open Access Research

Investigating rarity in web attacks with ensemble learners

Richard Zuech, John Hancock, Taghi M. Khoshgoftaar

Open Access Research

Exploring halal tourism tweets on social media

Ali Feizollah, Mohamed M. Mostafa, Ainin Sulaiman, Zalina Zakaria, Ahmad Firdaus

Open Access Research

Machine learning-based mathematical modelling for prediction of social media consumer behavior using big data analytics

Kiran Chaudhary, Mansaf Alam, Mabrook S. Al-Rakhami, Abdu Gumaei

Open Access Research

Artificial intelligence paradigm for ligand-based virtual screening on the drug discovery of type 2 diabetes mellitus

Alhadi Bustamam, Haris Hamzah, Nadya A. Husna, Sarah Syarofina, Nalendra Dwimantara, Arry Yanuar, Devvi Sarwinda

Open Access Research

Detecting web attacks using random undersampling and ensemble learners

Richard Zuech, John Hancock, Taghi M. Khoshgoftaar

Open Access Research

Big data quality framework: a holistic approach to continuous quality management

Ikbal Taleb, Mohamed Adel Serhani, Chafik Bouhaddioui, Rachida Dssouli

Open Access Research

A genetic-based pairwise trip planner recommender system

Nunung Nurul Qomariyah, Dimitar Kazakov

Open Access Research

Big data insight on global mobility during the Covid-19 pandemic lockdown

Adam Sadowski, Zbigniew Galar, Robert Walasek, Grzegorz Zimon, Per Engelseth

Open Access Research

Using social media for sub-event detection during disasters

Loris Belcastro, Fabrizio Marozzo, Domenico Talia, Paolo Trunfio, Francesco Branda, Themis Palpanas, Muhammad Imran

Open Access Research

Unsupervised outlier detection in multidimensional data

Atiq ur Rehman, Samir Brahim Belhaouari

Open Access Research

A data value metric for quantifying information content and utility

Morteza Noshad, Jerome Choi, Yuming Sun, Alfred Hero III, Ivo D. Dinov

Open Access Research

Automatic analysis of social media images to identify disaster type and infer appropriate emergency response

Amna Asif, Shaheen Khatoon, Md Maruf Hasan, Majed A. Alshamari, Sherif Abdou, Khaled Mostafa Elsayed, Mohsen Rashwan

Open Access Research

Determining threshold value on information gain feature selection to increase speed and prediction accuracy of random forest

Maria Irmina Prasetiyowati, Nur Ulfa Maulidevi, Kridanto Surendro

Open Access Research

Classification of SSVEP-based BCIs using Genetic Algorithm

Hamideh Soltani, Zahra Einalou, Mehrdad Dadgostar, Keivan Maghooli

Open Access Research

A scalable association rule learning heuristic for large datasets

Haosong Li, Phillip C.-Y. Sheu

Open Access Research

A distributed Content-Based Video Retrieval system for large datasets

El Mehdi Saoudi, Said Jai-Andaloussi

Open Access Research

DaLiF: a data lifecycle framework for data-driven governments

Syed Iftikhar Hussain Shah, Vassilios Peristeras, Ioannis Magnisalis

Open Access Research

Apply machine learning techniques to detect malicious network traffic in cloud computing

Amirah Alshammari, Abdulaziz Aldribi

Open Access Research

Real-time spatio-temporal event detection on geotagged social media

Yasmeen George, Shanika Karunasekera, Aaron Harwood, Kwan Hui Lim

Open Access Research

Fast cluster-based computation of exact betweenness centrality in large graphs

Cecile Daniel, Angelo Furno, Lorenzo Goglia, Eugenio Zimeo

Open Access Research

Domain randomization for neural network classification

Svetozar Zarko Valtchev, Jianhong Wu

Open Access Research

Examining the impact of cross-domain learning on crime prediction

Fateha Khanam Bappee, Amilcar Soares, Lucas May Petry, Stan Matwin

Open Access Research

Prediction of chemoresistance trait of cancer cell lines using machine learning algorithms and systems biology analysis

Atousa Ataei, Niloufar Seyed Majidi, Javad Zahiri, Mehrdad Rostami, S. Shahriar Arab, Albert A. Rizvanov

Open Access Research

Accuracy improvements for cold-start recommendation problem using indirect relations in social networks

Fu Jie Tey, Tin-Yu Wu, Chiao-Ling Lin, Jiann-Liang Chen

Open Access Research

The forecast of COVID-19 spread risk at the county level

Murtadha D. Hssayeni, Arjuna Chala, Roger Dev, Lili Xu, Jesse Shaw, Borko Furht, Behnaz Ghoraani

Open Access Research

An empirical study on the evaluation of the RDF storage systems

Bilal Ben Mahria, Ilham Chaker, Azeddine Zahi

Open Access Survey Paper

Text Data Augmentation for Deep Learning

Connor Shorten, Taghi M. Khoshgoftaar, Borko Furht

Open Access Research

Time series modeling of road traffic accidents in Amhara Region

Kidane Alemtsega Getahun

Open Access Research

Enhancing argumentation component classification using contextual language model

Hidayaturrahman, Emmanuel Dave, Derwin Suhartono, Aniati Murni Arymurthy

Open Access Research

Predicting LQ45 financial sector indices using RNN-LSTM

Seng Hansun, Julio Christian Young

Open Access Research

Predictive analytics using Big Data for the real estate market during the COVID-19 pandemic

Andrius Grybauskas, Vaida Pilinkienė, Alina Stundžienė

Open Access Research

Model fusion of deep neural networks for anomaly detection

Nouar AlDahoul, Hezerul Abdul Karim, Abdulaziz Saleh Ba Wazir

Open Access Research

A parallelization model for performance characterization of Spark Big Data jobs on Hadoop clusters

N. Ahmed, Andre L. C. Barczak, Mohammad A. Rashid, Teo Susnjak

Open Access Research

A novel time efficient learning-based approach for smart intrusion detection system

Sugandh Seth, Gurvinder Singh, Kuljit Kaur Chahal

Open Access Research

Missing values compensation in duplicates detection using hot deck method

Abdulrazzak Ali, Nurul A. Emran, Siti A. Asmai

Open Access Research

Improving efficiency for discovering business processes containing invisible tasks in non-free choice

Riyanarto Sarno, Kelly Rossa Sungkono, Muhammad Taufiqulsa’di, Hendra Darmawan, Achmad Fahmi, Kuwat Triyana

Open Access Research

IoT Big Data provenance scheme using blockchain on Hadoop ecosystem

Houshyar Honar Pajooh, Mohammed A. Rashid, Fakhrul Alam, Serge Demidenko

Open Access Research

Towards more efficient CNN-based surgical tools classification using transfer learning

Jaafar Jaafari, Samira Douzi, Khadija Douzi, Badr Hssina

Open Access Research

Unsupervised feature learning-based encoder and adversarial networks

Endang Suryawati, Hilman F. Pardede, Vicky Zilvan, Ade Ramdan, Dikdik Krisnandi, Ana Heryana, R. Sandra Yuwana, R. Budiarianto Suryo Kusumo, Andria Arisal, Ahmad Afif Supianto

Open Access Research

Remote patient monitoring and classifying using the internet of things platform combined with cloud computing

Somayeh Iranpak, Asadollah Shahbahrami, Hassan Shakeri

Open Access Research

The sleep loss insult of Spring Daylight Savings in the US is observable in Twitter activity

Kelsey Linnell, Michael Arnold, Thayer Alshaabi, Thomas McAndrew, Jeanie Lim, Peter Sheridan Dodds, Christopher M. Danforth

Open Access Survey Paper

A literature review on one-class classification and its potential applications in big data

Naeem Seliya, Azadeh Abdollah Zadeh, Taghi M. Khoshgoftaar

Open Access Research

VEDAS: an efficient GPU alternative for store and query of large RDF data sets

Pisit Makpaisit, Chantana Chantrapornchai

Open Access Research

An LSTM and GRU based trading strategy adapted to the Moroccan market

Yassine Touzani, Khadija Douzi

Open Access Methodology

Remote sensing detection enhancement

Tian J. Ma

Open Access Research

A novel sensitivity-based method for feature selection

Dayakar L. Naik, Ravi kiran

Open Access Research

Normalization and outlier removal in class center-based firefly algorithm for missing value imputation

Heru Nugroho, Nugraha Priya Utama, Kridanto Surendro

Open Access Research

MuSe: a multi-level storage scheme for big RDF data using MapReduce

Tanvi Chawla, Girdhari Singh, Emmanuel S. Pilli

Open Access Research

Machine learning-based identification of patients with a cardiovascular defect

Nabaouia Louridi, Samira Douzi, Bouabid El Ouahidi

Open Access Research

Performance testing on Transparent Data Encryption for SQL Server's reliability and efficiency

Evaristus Didik Madyatmadja, Aditya Nur Hakim, David Jumpa Malem Sembiring

Open Access Research

Dissimilarity space reinforced with manifold learning and latent space modeling for improved pattern classification

Azadeh Rezazadeh Hamedani, Mohammad Hossein Moattar, Yahya Forghani

Open Access Research

Deep learning for emotion analysis in Arabic tweets

Enas A. Hakim Khalil, Enas M. F. El Houby, Hoda Korashy Mohamed

Open Access Research

Why polls fail to predict elections

Zhenkun Zhou, Matteo Serafino, Luciano Cohan, Guido Caldarelli, Hernán A. Makse

Open Access Research

Video block and FABEMD features for an effective and fast method of reporting near-duplicate and mirroring videos

Abderrahmane Adoui El Ouadrhiri, Said Jai-Andaloussi, Ouail Ouchetto

Open Access Survey Paper

A survey on missing data in machine learning

Tlamelo Emmanuel, Thabiso Maupong, Dimane Mpoeleng, Thabo Semong, Banyatsang Mphago, Oteng Tabona

Open Access Research

Enhancing the quality of communication of cellular networks using big data applications

Mozamel Musa Saeed, Mohammed Alsharidah

Open Access Research

Efficient parallel derivation of short distinguishing sequences for nondeterministic finite state machines using MapReduce

Bilal Elghadyry, Faissal Ouardi, Zineb Lotfi, Sébastien Verel

Open Access Research

Minimum threshold determination method based on dataset characteristics in association rule mining

Erna Hikmawati, Nur Ulfa Maulidevi, Kridanto Surendro

Open Access Research

IDS-attention: an efficient algorithm for intrusion detection systems using attention mechanism

FatimaEzzahra Laghrissi, Samira Douzi, Khadija Douzi, Badr Hssina

Open Access Survey Paper

Opinion mining for national security: techniques, domain applications, challenges and research opportunities

Noor Afiza Mat Razali, Nur Atiqah Malizan, Nor Asiakin Hasbullah, Muslihah Wook, Norulzahrah Mohd Zainuddin, Khairul Khalil Ishak, Suzaimah Ramli, Sazali Sukardi

Open Access Research

Enhanced credit card fraud detection based on attention mechanism and LSTM deep model

Ibtissam Benchaji, Samira Douzi, Bouabid El Ouahidi, Jaafar Jaafari

Open Access Survey Paper

Gap, techniques and evaluation: traffic flow prediction using machine learning and deep learning

Noor Afiza Mat Razali, Nuraini Shamsaimon, Khairul Khalil Ishak, Suzaimah Ramli, Mohd Fahmi Mohamad Amran, Sazali Sukardi

Open Access Research

Machine learning techniques to predict daily rainfall amount

Chalachew Muluken Liyew, Haileyesus Amsaya Melese

Open Access Research

Dynamic order Markov model for categorical sequence clustering

Rongbo Chen, Haojun Sun, Lifei Chen, Jianfei Zhang, Shengrui Wang

Open Access Research

Assessing survival time of heart failure patients: using Bayesian approach

Tafese Ashine, Geremew Muleta, Kenenisa Tadesse

Open Access Survey Paper

Machine learning concepts for correlated Big Data privacy

Sreemoyee Biswas, Nilay Khare, Pragati Agrawal, Priyank Jain

Open Access Research

Air-pollution prediction in smart city, deep learning approach

Abdellatif Bekkar, Badr Hssina, Samira Douzi, Khadija Douzi