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   Articles with "conformal prediction" as a keyword



Nonparametric predictive distributions based on conformal prediction

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recommendations! Published in 2018 at "Machine Learning"

DOI: 10.1007/s10994-018-5755-8

Abstract: This paper applies conformal prediction to derive predictive distributions that are valid under a nonparametric assumption. Namely, we introduce and explore predictive distribution functions that always satisfy a natural property of validity in terms of… read more here.

Keywords: conformal prediction; distributions based; based conformal; nonparametric predictive ... See more keywords

Conformal prediction interval estimation and applications to day-ahead and intraday power markets

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recommendations! Published in 2020 at "International Journal of Forecasting"

DOI: 10.1016/j.ijforecast.2020.09.006

Abstract: Abstract In this study, we investigated the application of the conformal prediction (CP) concept in the context of short-term electricity price forecasting. In particular, we determined the most important aspects related to the utility of… read more here.

Keywords: power markets; power; conformal prediction; short term ... See more keywords

Predicting with confidence: Using conformal prediction in drug discovery.

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recommendations! Published in 2020 at "Journal of pharmaceutical sciences"

DOI: 10.1016/j.xphs.2020.09.055

Abstract: One of the challenges with predictive modeling is how to quantify the reliability of the models' predictions on new objects. In this work we give an introduction to conformal prediction, a framework that sits on… read more here.

Keywords: confidence; conformal prediction; using conformal; drug discovery ... See more keywords

Combining In Vivo Data with In Silico Predictions for Modeling Hepatic Steatosis by Using Stratified Bagging and Conformal Prediction

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recommendations! Published in 2020 at "Chemical Research in Toxicology"

DOI: 10.1021/acs.chemrestox.0c00511

Abstract: Hepatic steatosis (fatty liver) is a severe liver disease induced by the excessive accumulation of fatty acids in hepatocytes. In this study, we developed reliable in silico models for predicting hepatic steatosis on the basis… read more here.

Keywords: conformal prediction; hepatic steatosis; vivo data; toxicology ... See more keywords
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Deep Learning-Based Conformal Prediction of Toxicity

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recommendations! Published in 2021 at "Journal of chemical information and modeling"

DOI: 10.1021/acs.jcim.1c00208

Abstract: Predictive modeling for toxicity can help reduce risks in a range of applications and potentially serve as the basis for regulatory decisions. However, the utility of these predictions can be limited if the associated uncertainty… read more here.

Keywords: conformal prediction; deep learning; toxicity; conformal predictors ... See more keywords
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ChemBioSim: Enhancing Conformal Prediction of In Vivo Toxicity by Use of Predicted Bioactivities

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recommendations! Published in 2021 at "Journal of Chemical Information and Modeling"

DOI: 10.1021/acs.jcim.1c00451

Abstract: Computational methods such as machine learning approaches have a strong track record of success in predicting the outcomes of in vitro assays. In contrast, their ability to predict in vivo endpoints is more limited due… read more here.

Keywords: vivo endpoints; bioactivity; conformal prediction; vivo toxicity ... See more keywords

In silico predictions of the human pharmacokinetics/toxicokinetics of 65 chemicals from various classes using conformal prediction methodology

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recommendations! Published in 2022 at "Xenobiotica"

DOI: 10.1080/00498254.2022.2049397

Abstract: Abstract Pharmacokinetic/toxicokinetic (PK/TK) information for chemicals in humans is generally lacking. Here we applied machine learning, conformal prediction and a new physiologically-based PK/TK model for prediction of the human PK/TK of 65 chemicals from different… read more here.

Keywords: silico predictions; methodology; human pharmacokinetics; conformal prediction ... See more keywords

Conformal Prediction for Astronomy Data with Measurement Error

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recommendations! Published in 2024 at "Monthly Notices of the Royal Astronomical Society"

DOI: 10.1093/mnras/staf515

Abstract: Astronomers often deal with data where the covariates and the dependent variable are measured with heteroscedastic non-Gaussian error. For instance, while TESS and Kepler datasets provide a wealth of information, addressing the challenges of measurement… read more here.

Keywords: prediction astronomy; prediction; conformal prediction; astronomy ... See more keywords

Task-Oriented Mulsemedia Communication Using Unified Perceiver and Conformal Prediction in 6G Wireless Systems

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recommendations! Published in 2024 at "IEEE Transactions on Mobile Computing"

DOI: 10.1109/tmc.2025.3567880

Abstract: The growing prominence of eXtended Reality (XR), holographic-type communications, and metaverse demands truly immersive user experiences by using many sensory modalities, including sight, hearing, touch, smell, taste, etc. Additionally, the widespread deployment of sensors in… read more here.

Keywords: task; conformal prediction; sensory modalities; communication ... See more keywords

MetaSTNet: Multimodal Meta-Learning for Cellular Traffic Conformal Prediction

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recommendations! Published in 2024 at "IEEE Transactions on Network Science and Engineering"

DOI: 10.1109/tnse.2023.3335626

Abstract: Network traffic prediction techniques have attracted much attention since they are valuable for network congestion control and user experience improvement. While existing prediction techniques can achieve favorable performance when there is sufficient training data, it… read more here.

Keywords: multimodal meta; prediction; conformal prediction; network ... See more keywords

Conformal Prediction Based on Raman Spectra for the Classification of Chinese Liquors

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recommendations! Published in 2019 at "Applied Spectroscopy"

DOI: 10.1177/0003702819831017

Abstract: This work extends the conventional back-propagation neural network (BPNN) to the classification of Chinese liquors of different flavors according to their Raman spectra. Conformal prediction is applied to assign reliable confidence measures for each classification… read more here.

Keywords: classification; confidence; conformal prediction; chinese liquors ... See more keywords