Essays about: "Topological machine learning"
Showing result 1 - 5 of 8 essays containing the words Topological machine learning.
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1. Topological regularization and relative latent representations
University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)Abstract : This Master's Thesis delves into the application of topological regularization techniques and relative latent representations within the realm of zero-shot model stitching. Building upon the prior work of Moschella et al. READ MORE
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2. Towards topology-aware Variational Auto-Encoders : from InvMap-VAE to Witness Simplicial VAE
University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)Abstract : Variational Auto-Encoders (VAEs) are one of the most famous deep generative models. After showing that standard VAEs may not preserve the topology, that is the shape of the data, between the input and the latent space, we tried to modify them so that the topology is preserved. READ MORE
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3. Topological recursive fitting trees : A framework for interpretable regression extending decision trees
University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)Abstract : Many real-world machine learning applications need interpretation of an algorithm output. The simplicity of some of the most fundamental machine learning algorithms for regression, such as linear regression or decision trees, facilitates interpretation. However, they fall short when facing complex (e.g. READ MORE
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4. Predicting network performancein IoT environments using LSTM
University essay from Uppsala universitet/Institutionen för informationsteknologiAbstract : There are still many problems that need to be solved with Internet of Things (IoT) technology, one of them being performance assurance. To ensure a certain quality of service in an IoT environment, the network has to be monitored and actively measured. READ MORE
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5. Reconstruction of challenging signatures characteristic to new physics beyond the Standard Model
University essay from Uppsala universitet/HögenergifysikAbstract : A study of photon-jets and their identification variables computed in the electromagnetic calorimeter of an in-house, ATLAS-like, detector model developed at Uppsala University for full-simulations is presented. The signal, which is based on the Composite Higgs Model, considers the pair production of vector-like top quarks, denoted t', with the successive decays t' to S and a Standard Model top quark and S to two photons, where S is a new pseudo-scalar boson. READ MORE