A critical review of intrusion detection systems in the internet of things: techniques, deployment strategy, validation strategy, attacks, public datasets and challenges

A Khraisat, A Alazab - Cybersecurity, 2021 - Springer
… based on detection technique, validation strategy, and deployment strategy. This survey
paper … of techniques, deployment Strategy, validation strategy and datasets that are commonly …

Prediction of cancer outcome with microarrays: a multiple random validation strategy

S Michiels, S Koscielny, C Hill - The Lancet, 2005 - thelancet.com
… We reanalysed data from the seven largest published studies that have attempted to …
validation set of patients. We expanded this strategy (based on unique training and validation sets) …

Challenges of machine learning model validation using correlated behaviour data: Evaluation of cross-validation strategies and accuracy measures

B Ferdinandy, L Gerencsér, L Corrieri, P Perez… - PloS one, 2020 - journals.plos.org
… -validation (see Cross-validation strategies) is a better proxy for this, since the training data
never includes data … On Fig 3 we present a comparisons of the two cross-validation strategies

Strategies of validation: Assessing the varieties of democracy corruption data

KM McMann, D Pemstein, B Seim, J Teorell… - V-Dem Working …, 2016 - papers.ssrn.com
… , many of the other corruption datasets gather information about “public sector” or … ’s Global
Corruption Barometer (GCB) combines data on the public sector with private “big interests.” …

Roomba: Automatic validation, correction and generation of dataset metadata

A Assaf, A Senart, R Troncy - … of the 24th international conference on …, 2015 - dl.acm.org
… based data portals and we validate our approach against a set of open data portals including
the Linked Open Data … and identifying datasets is either through public data portals such as …

A systematic literature review on software defect prediction using artificial intelligence: Datasets, Data Validation Methods, Approaches, and Tools

J Pachouly, S Ahirrao, K Kotecha… - … Applications of Artificial …, 2022 - Elsevier
… The survey also recommends using public datasets, as public datasets are accessible, and
… keywords and queries used as a search strategy for selecting the data for this SLR. In the …

Enhanced data validation strategy of air quality monitoring network

MF Harkat, M Mansouri, M Nounou, H Nounou - Environmental research, 2018 - Elsevier
… to handle the types of data and models associated with air … paper will be validated using
real air quality data (such as … detected fault(s) that can ultimately be shared with the public. …

Evaluating validation strategies on the performance of soil property prediction from regional to continental spectral data

S Chen, H Xu, D Xu, W Ji, S Li, M Yang, B Hu, Y Zhou… - Geoderma, 2021 - Elsevier
… However, there is no consensus on which validation strategy is more suitable and robust …
validation strategies coupling different calibration sizes (a ratio of calibration to validation of …

A structured open dataset of government interventions in response to COVID-19

A Desvars-Larrive, E Dervic, N Haug… - Scientific data, 2020 - nature.com
… Monitoring and documenting government strategies during the … Following a content
analysis strategy of existing public … of data collection and to motivate collaborative validation

Analysis validation has been neglected in the Age of Reproducibility

KE Lotterhos, JH Moore, AE Stapleton - PLoS Biology, 2018 - journals.plos.org
… plan for collecting data without a detailed strategy for analyzing that data and relating the …
Computer scientists a have a long-standing culture of using public datasets for the …