Explaining Predictive Model Performance: An Experimental Study of Data Preparation and Model Choice.
Sign Up to like & getrecommendations! Published in 2021 at "Big data"
DOI: 10.1089/big.2021.0067
Abstract: Although confirmatory modeling has dominated much of applied research in medical, business, and behavioral sciences, modeling large data sets with the goal of accurate prediction has become more widely accepted. The current practice for fitting… read more here.
Keywords: study; preparation model; model; performance ... See more keywords
Rigorous Model-Based Mask Data Preparation Algorithm Applied to Grayscale Lithography for the Patterning at the Micrometer Scale
Sign Up to like & getrecommendations! Published in 2021 at "Journal of Microelectromechanical Systems"
DOI: 10.1109/jmems.2021.3067475
Abstract: Grayscale mask creation has for the most part been restricted to over-simplified optical and resist models usually based on a contrast curve approach. While this technique has proven to work for microstructures of large dimensions… read more here.
Keywords: preparation algorithm; mask data; mask; model ... See more keywords
Asymptomatic Bacteriuria versus Symptom Underreporting in Older Emergency Department Patients with Suspected Urinary Tract Infection
Sign Up to like & getrecommendations! Published in 2020 at "Journal of the American Geriatrics Society"
DOI: 10.1111/jgs.16775
Abstract: analysis and interpretation of data, and preparation of manuscript. Sarah Cook participated in the study concept and design, analysis and interpretation of data, and preparation of manuscript. Margaret Hardy participated in the acquisition of data… read more here.
Keywords: interpretation data; preparation manuscript; data preparation; analysis interpretation ... See more keywords
Forecasting ASEAN countries exchange rates using auto regression model based on triangular fuzzy number
Sign Up to like & getrecommendations! Published in 2019 at "Indonesian Journal of Electrical Engineering and Computer Science"
DOI: 10.11591/ijeecs.v14.i3.pp1525-1532
Abstract: Exchange rate forecasting is important to represent the expectation of exchange rates future values. The forecasting task is due to the economic factor and the historical data used to forecast are exposed to uncertainty and… read more here.
Keywords: exchange rates; model; fuzzy number; data preparation ... See more keywords
SWAT + input data preparation in a scripted workflow: SWATprepR
Sign Up to like & getrecommendations! Published in 2024 at "Environmental Sciences Europe"
DOI: 10.1186/s12302-024-00873-1
Abstract: Input data collection, quality assurance and preparation are central but time_consuming steps in environmental modeling. Errors due to manual processing of model input data can result in an incorrect representation of an environmental system and… read more here.
Keywords: input data; input; swat input; model ... See more keywords
Audio-as-Data Tools: Replicating Computational Data Processing
Sign Up to like & getrecommendations! Published in 2024 at "Media and Communication"
DOI: 10.17645/mac.7851
Abstract: The rise of audio-as-data in social science research accentuates a fundamental challenge: establishing reproducible and reliable methodologies to guide this emerging area of study. In this study, we focus on the reproducibility of audio-as-data preparation… read more here.
Keywords: audio data; data tools; processing; audio ... See more keywords
A scalable and transparent data pipeline for AI-enabled health data ecosystems
Sign Up to like & getrecommendations! Published in 2024 at "Frontiers in Medicine"
DOI: 10.3389/fmed.2024.1393123
Abstract: Introduction Transparency and traceability are essential for establishing trustworthy artificial intelligence (AI). The lack of transparency in the data preparation process is a significant obstacle in developing reliable AI systems which can lead to issues… read more here.
Keywords: pipeline; model; data preparation; feature ... See more keywords
Automated data preparation for in vivo tumor characterization with machine learning
Sign Up to like & getrecommendations! Published in 2022 at "Frontiers in Oncology"
DOI: 10.3389/fonc.2022.1017911
Abstract: Background This study proposes machine learning-driven data preparation (MLDP) for optimal data preparation (DP) prior to building prediction models for cancer cohorts. Methods A collection of well-established DP methods were incorporated for building the DP… read more here.
Keywords: machine; machine learning; center; data preparation ... See more keywords
The Impact of Data Preparation and Model Complexity on the Natural Language Classification of Chinese News Headlines
Sign Up to like & getrecommendations! Published in 2024 at "Algorithms"
DOI: 10.3390/a17040132
Abstract: Given the emergence of China as a political and economic power in the 21st century, there is increased interest in analyzing Chinese news articles to better understand developing trends in China. Because of the volume… read more here.
Keywords: language; model; data preparation; chinese news ... See more keywords