2 code implementations • 26 May 2023 • Sonny Achten, Arun Pandey, Hannes De Meulemeester, Bart De Moor, Johan A. K. Suykens
We propose a unifying setting that combines existing restricted kernel machine methods into a single primal-dual multi-view framework for kernel principal component analysis in both supervised and unsupervised settings.
no code implementations • 24 Jan 2023 • Arun Pandey, Hannes De Meulemeester, Bart De Moor, Johan A. K. Suykens
In this paper, we propose a kernel principal component analysis model for multi-variate time series forecasting, where the training and prediction schemes are derived from the multi-view formulation of Restricted Kernel Machines.
1 code implementation • 16 Feb 2021 • Francesco Tonin, Arun Pandey, Panagiotis Patrinos, Johan A. K. Suykens
Detecting out-of-distribution (OOD) samples is an essential requirement for the deployment of machine learning systems in the real world.
Out-of-Distribution Detection Out of Distribution (OOD) Detection
no code implementations • 12 Jun 2020 • Arun Pandey, Michael Fanuel, Joachim Schreurs, Johan A. K. Suykens
Our analysis shows that such a construction promotes disentanglement by matching the principal directions in the latent space with the directions of orthogonal variation in data space.
no code implementations • 4 Feb 2020 • Arun Pandey, Joachim Schreurs, Johan A. K. Suykens
Experiments show that the weighted RKM is capable of generating clean images when contamination is present in the training data.
no code implementations • 25 Sep 2019 • Arun Pandey, Joachim Schreurs, Johan A.K. Suykens
We introduce a novel framework for generative models based on Restricted Kernel Machines (RKMs) with multi-view generation and uncorrelated feature learning capabilities, called Gen-RKM.
no code implementations • 19 Jun 2019 • Arun Pandey, Joachim Schreurs, Johan A. K. Suykens
This paper introduces a novel framework for generative models based on Restricted Kernel Machines (RKMs) with joint multi-view generation and uncorrelated feature learning, called Gen-RKM.
1 code implementation • 30 Aug 2015 • Karthik Gopalakrishnan, Arun Pandey, Joydeep Chandra
Online social networking sites such as Facebook, Twitter and Flickr are among the most popular sites on the Web, providing platforms for sharing information and interacting with a large number of people.
Social and Information Networks C.4; H.3.5; J.4