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Conformal Photography Tutorial

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What is the conformal camera model? - Photography …

    https://photo.stackexchange.com/questions/94040/what-is-the-conformal-camera-model
    Although the conformal part of an image projective transformation can be removed with almost no computational cost, leaving only a perspective transformation of the image, the conformality provides an advantage in imaging because the conformal mappings rotate and dilate the image's infinitesimal neighborhoods, and, therefore, locally preserve ...

Conformal Prediction: Enhanced Method for …

    https://www.youtube.com/watch?v=_ZVuEWEfwuw
    Presented by Artem Ryasik (Redfield) and Greg Landrum (KNIME). Download the slides and follow the KNIME Virtual Summit here: https://www.knime.com/about/even...

Conformal Prediction Tutorial - YouTube

    https://www.youtube.com/watch?v=0MsGri8nmJQ
    About Press Copyright Contact us Creators Advertise Developers Terms Privacy Policy & Safety How YouTube works Test new features Press Copyright Contact us Creators ...

A Tutorial on Conformal Prediction

    https://jmlr.csail.mit.edu/papers/volume9/shafer08a/shafer08a.pdf
    SHAFER AND VOVK region—a set Γ0:05 that contains y with probability at least 95%. Typically Γ0:05 also contains the prediction yˆ. We call yˆ the point prediction, and we call Γ0:05 the region prediction. In the case of regression, where y is a number, Γ0:05 is typically an interval around yˆ. In the case of classification,

Tutorial — Orange - Conformal Prediction 1.1 documentation

    https://orange3-conformal.readthedocs.io/en/latest/tutorial.html
    We will show how to train and use a conformal predictive model in the following simple, but fully functional example. Let’s load the iris data set and try to make a prediction for the last instance using the rest for learning. >>> import Orange >>> import orangecontrib.conformal as cp >>> iris = Orange.data.Table('iris') >>> train = iris[:-1 ...

A Tutorial on Conformal Prediction

    https://jmlr.csail.mit.edu/papers/v9/shafer08a.html
    This tutorial presents a self-contained account of the theory of conformal prediction and works through several numerical examples. A more comprehensive treatment of the topic is provided in Algorithmic Learning in a Random World, by Vladimir Vovk, Alex Gammerman, and Glenn Shafer (Springer, 2005).

An Introduction to Conformal Prediction | by Shuo Li

    https://towardsdatascience.com/conformal-prediction-4775e78b47b6
    Conformal prediction is a technique for quantifying such uncertainties for AI systems. In particular, given an input, conformal prediction estimates a prediction interval in regression problems and a set of classes in classification problems. Both the prediction interval and sets are guaranteed to cover the true value with high probability.

A tutorial on conformal prediction

    http://www.glennshafer.com/assets/downloads/03.pdf
    A tutorial on conformal prediction Glenn Shafer and Vladimir Vovk praktiqeskievyvody ... of conformal prediction under these models is demonstrated in Appendix A. In addition to the validity of a method for producing 95% prediction regions, we are also interested in its e–ciency. It is e–cient if the prediction region is

Conformal Prediction - A Tiny Tutorial on Predicting with …

    https://people.dsv.su.se/%7Ehenke/DSWS/johansson.pdf
    Conformal Prediction1 Transforms classifiers and regressors into confidence predictors. Predictions are multivalued prediction regions. ∙ Classification — label sets, e.g. {red, blue, green} ∙ Regression — intervals, e.g. [0.12, 0.19] Predictions are …

A Tutorial on Conformal Prediction | The Journal of …

    https://dl.acm.org/doi/10.5555/1390681.1390693
    This tutorial presents a self-contained account of the theory of conformal prediction and works through several numerical examples. A more comprehensive treatment of the topic is provided in Algorithmic Learning in a Random World, by Vladimir Vovk, Alex Gammerman, and Glenn Shafer (Springer, 2005). References Eugene A. Asarin.

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