Search Results for author: Ilias Flaounas

Found 5 papers, 0 papers with code

Beyond the technical challenges for deploying Machine Learning solutions in a software company

no code implementations8 Aug 2017 Ilias Flaounas

Recently software development companies started to embrace Machine Learning (ML) techniques for introducing a series of advanced functionality in their products such as personalisation of the user experience, improved search, content recommendation and automation.

BIG-bench Machine Learning

Efficient Classification of Multi-Labelled Text Streams by Clashing

no code implementations12 Apr 2016 Ricardo Ñanculef, Ilias Flaounas, Nello Cristianini

Our method is composed of an online procedure used to efficiently map text into a low-dimensional feature space and a partition of this space into a set of regions for which the system extracts and keeps statistics used to predict multi-label text annotations.

Classification General Classification

The Anatomy of a Modular System for Media Content Analysis

no code implementations25 Feb 2014 Ilias Flaounas, Thomas Lansdall-Welfare, Panagiota Antonakaki, Nello Cristianini

As part of our ongoing effort in automating media content analysis for the social sciences, we have built a modular system by combining multiple AI modules into a flexible framework in which they can cooperate in complex tasks.

Anatomy Machine Translation +2

Finite-Time Analysis of Kernelised Contextual Bandits

no code implementations26 Sep 2013 Michal Valko, Nathaniel Korda, Remi Munos, Ilias Flaounas, Nelo Cristianini

For contextual bandits, the related algorithm GP-UCB turns out to be a special case of our algorithm, and our finite-time analysis improves the regret bound of GP-UCB for the agnostic case, both in the terms of the kernel-dependent quantity and the RKHS norm of the reward function.

Multi-Armed Bandits

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