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Frontiers in Big Data, Volume 3
Volume 3, 2020
- Sophie Giffard-Roisin
, Mo Yang, Guillaume Charpiat
, Christina Kumler-Bonfanti
, Balázs Kégl, Claire Monteleoni
:
Tropical Cyclone Track Forecasting Using Fused Deep Learning From Aligned Reanalysis Data. 1 - Yi-Wei Chen, Qingquan Song, Xi Liu, P. S. Sastry, Xia Hu:
On Robustness of Neural Architecture Search Under Label Noise. 2 - Salla-Maaria Laaksonen
, Jesse Haapoja, Teemu Kinnunen, Matti Nelimarkka
, Reeta Pöyhtäri:
The Datafication of Hate: Expectations and Challenges in Automated Hate Speech Monitoring. 3 - Shruti Kaushik
, Abhinav Choudhury, Pankaj Kumar Sheron, Nataraj Dasgupta, Sayee Natarajan, Larry A. Pickett, Varun Dutt
:
AI in Healthcare: Time-Series Forecasting Using Statistical, Neural, and Ensemble Architectures. 4 - Doris Allhutter, Florian Cech
, Fabian Fischer
, Gabriel Grill
, Astrid Mager
:
Algorithmic Profiling of Job Seekers in Austria: How Austerity Politics Are Made Effective. 5 - Bradley J. Nartowt, Gregory R. Hart, Wazir Muhammad, Ying Liang, Gigi Felice Stark, Jun Deng:
Robust Machine Learning for Colorectal Cancer Risk Prediction and Stratification. 6 - Ashwini Rao, Jürgen Pfeffer:
Types of Privacy Expectations. 7 - Kentaro Katahira, Yoshihiko Kunisato, Yuichi Yamashita, Shinsuke Suzuki:
Commentary: A robust data-driven approach identifies four personality types across four large data sets. 8 - Yu Meng, Jiaxin Huang, Guangyuan Wang, Zihan Wang, Chao Zhang, Jiawei Han:
Unsupervised Word Embedding Learning by Incorporating Local and Global Contexts. 9 - Iliana E. Mladenova, John D. Bolten, Wade T. Crow, Nazmus Sazib, Curt Reynolds:
Agricultural Drought Monitoring via the Assimilation of SMAP Soil Moisture Retrievals Into a Global Soil Water Balance Model. 10 - Muhammad Imran Khan, Simon N. Foley, Barry O'Sullivan:
Quantitatively Measuring Privacy in Interactive Query Settings Within RDBMS Framework. 11 - Mohamed Gharibi, Arun Zachariah, Praveen Rao:
FoodKG: A Tool to Enrich Knowledge Graphs Using Machine Learning Techniques. 12 - Joshua Pitts, Sucharita Gopal, Yaxiong Ma, Magaly Koch
, Roelof Boumans, Les Kaufman:
Leveraging Big Data and Analytics to Improve Food, Energy, and Water System Sustainability. 13 - Furqan Baig, Chao Gao, Dejun Teng, Jun Kong, Fusheng Wang
:
Accelerating Spatial Cross-Matching on CPU-GPU Hybrid Platform With CUDA and OpenACC. 14 - Amita Sharma, Willem J. M. I. Verbeke:
Improving Diagnosis of Depression With XGBOOST Machine Learning Model and a Large Biomarkers Dutch Dataset (n = 11, 081). 15 - Jason Radford
, Kenneth Joseph:
Theory In, Theory Out: The Uses of Social Theory in Machine Learning for Social Science. 18 - Luise Gootjes-Dreesbach, Meemansa Sood, Akrishta Sahay, Martin Hofmann-Apitius, Holger Fröhlich
:
Variational Autoencoder Modular Bayesian Networks for Simulation of Heterogeneous Clinical Study Data. 16 - Feng Tao
, Zhenghu Zhou, Yuanyuan Huang
, Qianyu Li
, Xingjie Lu, Shuang Ma, Xiaomeng Huang, Yishuang Liang, Gustaf Hugelius, Lifen Jiang, Russell B. Doughty
, Zhehao Ren
, Yiqi Luo:
Deep Learning Optimizes Data-Driven Representation of Soil Organic Carbon in Earth System Model Over the Conterminous United States. 17 - Kevin Lopez, Samah J. Fodeh, Ahmed Allam, Cynthia Brandt, Michael Krauthammer
:
Reducing Annotation Burden Through Multimodal Learning. 19 - Muhammed Mas-ud Hussain, Mir Imtiaz Mostafiz, S. M. Farabi Mahmud
, Goce Trajcevski, Mohammed Eunus Ali:
Conditional MaxRS Query for Evolving Spatial Data. 20 - Mohamed Gharibi, Arun Zachariah, Praveen Rao:
Corrigendum: FoodKG: A Tool to Enrich Knowledge Graphs Using Machine Learning Techniques. 21 - Scott Christley, Ademar Aguiar
, George Blanck, Felix Breden, Syed Ahmad Chan Bukhari, Christian E. Busse
, Jerome Jaglale, Srilakshmy L. Harikrishnan, Uri Laserson, Bjoern Peters, Artur Rocha
, Chaim A. Schramm, Sarah Taylor, Jason A. Vander Heiden, Bojan Zimonja, Corey T. Watson, Brian Corrie, Lindsay G. Cowell:
The ADC API: A Web API for the Programmatic Query of the AIRR Data Commons. 22 - Christian Berghoff, Matthias Neu, Arndt von Twickel:
Vulnerabilities of Connectionist AI Applications: Evaluation and Defense. 23 - Lars Lau Rakêt
:
Statistical Disease Progression Modeling in Alzheimer Disease. 24 - Chenyu Li, Paola Romagnani
, Hans-Joachim Anders:
Novel Criteria for When and How to Exit a COVID-19 Pandemic Lockdown. 26 - Pantelis Leptourgos, Philip R. Corlett:
Embodied Predictions, Agency, and Psychosis. 27 - Alice Baird, Björn W. Schuller
:
Considerations for a More Ethical Approach to Data in AI: On Data Representation and Infrastructure. 25 - Tin Vu, Ahmed Eldawy
:
R*-Grove: Balanced Spatial Partitioning for Large-Scale Datasets. 28 - Angel Hsu
, Willie Khoo, Nihit Goyal
, Martin Wainstein:
Next-Generation Digital Ecosystem for Climate Data Mining and Knowledge Discovery: A Review of Digital Data Collection Technologies. 29 - Dominik Balazka
, Dario Rodighiero
:
Big Data and the Little Big Bang: An Epistemological (R)evolution. 31 - Mingjie Tang, Yongyang Yu, Ahmed R. Mahmood, Qutaibah M. Malluhi, Mourad Ouzzani, Walid G. Aref
:
LocationSpark: In-memory Distributed Spatial Query Processing and Optimization. 30 - Nandini Ramanan, Sriraam Natarajan:
Causal Learning From Predictive Modeling for Observational Data. 535976 - George Nasser
, Ben W. Morrison
, Piers Bayl-Smith
, Ronnie Taib
, Michael Gayed, Mark W. Wiggins
:
The Role of Cue Utilization and Cognitive Load in the Recognition of Phishing Emails. 546860 - Ian McCulloh, Kevin Kiernan, Trevor Kent:
Inferring True COVID19 Infection Rates From Deaths. 565589 - Max Pellert
, Jana Lasser
, Hannah Metzler
, David García:
Dashboard of Sentiment in Austrian Social Media During COVID-19. 32 - Beckett W. Sterner, Edward E. Gilbert
, Nico M. Franz:
Decentralized but Globally Coordinated Biodiversity Data. 519133 - Umakant Mishra, Sagar Gautam, William J. Riley, Forrest M. Hoffman
:
Ensemble Machine Learning Approach Improves Predicted Spatial Variation of Surface Soil Organic Carbon Stocks in Data-Limited Northern Circumpolar Region. 528441 - Maria Schmidt, Lydia Hopp, Arsen Arakelyan, Holger Kirsten
, Christoph Engel
, Kerstin Wirkner, Knut Krohn, Ralph Burkhardt
, Joachim Thiery, Markus Loeffler, Henry Löffler-Wirth
, Hans Binder
:
The Human Blood Transcriptome in a Large Population Cohort and Its Relation to Aging and Health. 548873 - Patricia L. Mabry
, Xiaoran Yan, Valentin Pentchev, Robert Van Rennes, Stephanie Hernandez McGavin, Jamie Viva Wittenberg
:
CADRE: A Collaborative, Cloud-Based Solution for Big Bibliographic Data Research in Academic Libraries. 556282 - Yoann Bertrand, Karima Boudaoud, Michel Riveill:
What Do You Think About Your Company's Leaks? A Survey on End-Users Perception Toward Data Leakage Mechanisms. 568257 - An-Kwok Ian Wong, Patricia C. Cheung, Rishikesan Kamaleswaran, Greg S. Martin, Andre L. Holder:
Machine Learning Methods to Predict Acute Respiratory Failure and Acute Respiratory Distress Syndrome. 579774 - Adnan Qayyum, Aneeqa Ijaz, Muhammad Usama
, Waleed Iqbal, Junaid Qadir, Yehia Elkhatib
, Ala I. Al-Fuqaha
:
Securing Machine Learning in the Cloud: A Systematic Review of Cloud Machine Learning Security. 587139 - Katharina E. Kinder-Kurlanda
, Katrin Weller:
Perspective: Acknowledging Data Work in the Social Media Research Lifecycle. 509954 - Gerald P. Clarke, Adam Kapelner:
The Bayesian Additive Regression Trees Formula for Safe Machine Learning-Based Intraocular Lens Predictions. 572134 - Remy Kusters
, Dusan Misevic, Hugues Berry
, Antoine Cully
, Yann Le Cunff
, Loic Dandoy, Natalia Díaz Rodríguez
, Marion Ficher, Jonathan Grizou, Alice Othmani, Themis Palpanas, Matthieu Komorowski
, Patrick Loiseau, Clément Moulin-Frier, Santino Nanini, Daniele Quercia, Michèle Sebag, Françoise Fogelman-Soulié, Sofiane Taleb, Liubov Tupikina, Vaibhav Sahu, Jill-Jênn Vie
, Fatima Wehbi:
Interdisciplinary Research in Artificial Intelligence: Challenges and Opportunities. 577974 - Marco Rovere, Ziheng Chen, Antonio Di Pilato
, Felice Pantaleo, Chris Seez:
CLUE: A Fast Parallel Clustering Algorithm for High Granularity Calorimeters in High-Energy Physics. 591315 - Megan Moreno, Travaughn C. Bain, Melissa S. Moreno, Katherine C. Carroll, Emily R. Cunningham, Zoe Ashton, Roby Poteau, Ersoy Subasi, Michael Lipkowitz, Munevver Mine Subasi
:
Identifying Clinical and Genomic Features Associated With Chronic Kidney Disease. 528828 - Patrick M. Wurster, Marco P. Maneta, John S. Kimball
, K. Arthur Endsley, Santiago Beguería:
Monitoring Crop Status in the Continental United States Using the SMAP Level-4 Carbon Product. 597720 - Yutaro Iiyama, Gianluca Cerminara, Abhijay Gupta, Jan Kieseler
, Vladimir Loncar, Maurizio Pierini, Shah Rukh Qasim
, Marcel Rieger, Sioni Summers, Gerrit Van Onsem, Kinga Anna Wozniak, Jennifer Ngadiuba
, Giuseppe Di Guglielmo, Javier M. Duarte
, Philip C. Harris, Dylan S. Rankin, Sergo Jindariani, Mia Liu, Kevin Pedro, Nhan Tran, Edward Kreinar, Zhenbin Wu:
Distance-Weighted Graph Neural Networks on FPGAs for Real-Time Particle Reconstruction in High Energy Physics. 598927 - A. Bocci, Vincenzo Innocente, M. Kortelainen, Felice Pantaleo, Marco Rovere:
Heterogeneous Reconstruction of Tracks and Primary Vertices With the CMS Pixel Tracker. 601728 - Michael Wang
, Tingjun Yang
, Maria Acosta Flechas
, Philip C. Harris, Benjamin Hawks, Burt Holzman, Kyle Knoepfel
, Jeffrey D. Krupa, Kevin Pedro
, Nhan Tran:
GPU-Accelerated Machine Learning Inference as a Service for Computing in Neutrino Experiments. 604083 - Naoki Abe, Huan Liu, Kuansan Wang:
Editorial: Innovations and Perspectives in Data Mining and Knowledge Discovery. 637906 - Nikolaus Poechhacker
, Severin Kacianka:
Algorithmic Accountability in Context. Socio-Technical Perspectives on Structural Causal Models. 519957 - Giovanni Abbiati
, Silvio Ranise, Antonio Schizzerotto, Alberto Siena:
Merging Datasets of CyberSecurity Incidents for Fun and Insight. 521132 - Puspita Majumdar, Saheb Chhabra, Richa Singh, Mayank Vatsa:
Subgroup Invariant Perturbation for Unbiased Pre-Trained Model Prediction. 590296 - Steven Martin Turnbull, Dion R. J. O'Neale
:
Entropy of Co-Enrolment Networks Reveal Disparities in High School STEM Participation. 599016 - Vasiliki Nataly Rahimzadeh:
A Policy and Practice Review of Consumer Protections and Their Application to Hospital-Sourced Data Aggregation and Analytics by Third-Party Companies. 603044 - Muhammad Ifte Islam, Farhan Tanvir, Ginger Johnson, Esra Akbas
, Mehmet Emin Aktas:
Proximity-Based Compression for Network Embedding. 608043
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