[HTML][HTML] Big data in healthcare: management, analysis and future prospects

S Dash, SK Shakyawar, M Sharma, S Kaushik - Journal of big data, 2019 - Springer
… Previously, the common practice to store such medical records for a patient was in the form
… list some of the widely used bioinformatics-based tools for big data analytics on omics data. …

Scaling tree-based automated machine learning to biomedical big data with a feature set selector

TT Le, W Fu, JH Moore - Bioinformatics, 2020 - academic.oup.com
… other methods and performance metrics for comparison. Detailed simulation and analysis
code … to simulate realistic effects to be expected in gene expression or resting-state fMRI …

Big data analytics capabilities and knowledge management: impact on firm performance

A Ferraris, A Mazzoleni, A Devalle… - Management Decision, 2019 - emerald.com
… End-users utilise object-oriented tools to create their own analytics applications; BDAT6. …
sense, practical experience, or received wisdom. On other occasions, this sort of analysis can …

A comparative analysis of gradient boosting algorithms

C Bentéjac, A Csörgő, G Martínez-Muñoz - Artificial Intelligence Review, 2021 - Springer
… This work proposes a practical analysis of how these novel … The best two methods of that
comparative study are based on … fifth (out of 179 methods) in the comparison was random forest …

A survey on image data augmentation for deep learning

C Shorten, TM Khoshgoftaar - Journal of big data, 2019 - Springer
… In addition to augmentation techniques, this paper will briefly … used as a practical processing
step for image data with mixed … Taylor and Nitschke [63] provide a comparative study on the …

An introductory review of deep learning for prediction models with big data

F Emmert-Streib, Z Yang, H Feng, S Tripathi… - Frontiers in Artificial …, 2020 - frontiersin.org
realistic models. Instead, the purpose of these models is to … cases only be found by conducting
a comparative study. In Table 3, we … In contrast, for all methods discussed in this paper, we …

IMG/M v. 5.0: an integrated data management and comparative analysis system for microbial genomes and microbiomes

IMA Chen, K Chu, K Palaniappan, M Pillay… - … acids research, 2019 - academic.oup.com
… IMG data warehouse. IMG’s web user interface provides a variety of analytical and visualization
tools for comparative analysis of … in the IMG data warehouse, while its expert review (ER) …

Role of institutional pressures and resources in the adoption of big data analytics powered artificial intelligence, sustainable manufacturing practices and circular …

S Bag, JHC Pretorius, S Gupta, YK Dwivedi - … Forecasting and Social …, 2021 - Elsevier
… The model is practice oriented and has the ability to sense not only BDA-AI adoption-related …
of BDA methods such as descriptive analytics, predictive analytics, and prescriptive …

A survey on missing data in machine learning

T Emmanuel, T Maupong, D Mpoeleng, T Semong… - … of Big data, 2021 - Springer
evaluate two methods, the k nearest neighbor and an iterative imputation method (missForest)
based on the random forest algorithm. Evaluation … method for clinical practice data. The …

Survey on categorical data for neural networks

JT Hancock, TM Khoshgoftaar - Journal of big data, 2020 - Springer
… In practice, we find encoding techniques are blended as we depict in Fig. 1. … ” we find “A
comparative study of categorical variable encoding techniques for neural network classifiers” [12…