Browsing TD-Ingeniería y Arquitectura by Author "Del Ser, Javier"
Now showing items 1-6 of 6
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Advances on Time Series Analysis using Elastic Measures of Similarity
Oregui Bravo, Izaskun (2020-07-23)A sequence is a collection of data instances arranged in an structured manner. When thisarrangement is held in the time domain, sequences are instead referred to as time series. As such,each observation in a time series ... -
Design and validation of novel methods for long-term road traffic forecasting
Laña Aurrecoechea, Ibai (2018-10-19)Road traffic management is a critical aspect for the design and planning of complex urban transport networks for which vehicle flow forecasting is an essential component. As a testimony of its paramount relevance in transport ... -
Intrinsic Motivation mechanisms for a better sample efficiency in deep reinforcement learning applied to scenarios with sparse rewards
Andrés Fernández, Alain (2023-10-20)Driven by the quest to create intelligent systems that can autonomously learn to make optimal decisions, Reinforcement Learning has emerged as a powerful branch of Machine Learning. Reinforcement Learning agents interact ... -
Millimetre wave communications in 5G networks under latency constraints: machine intelligence, application scenarios and perspectives.
Nowadays there is little doubt that wireless communications have been a pivotal player in the irruption and maturity of digital technologies in almost all sectors of activity. Over the years, the society has witnessed how ... -
New perspectives and methods for stream learning in the presence of concept drift.
López Lobo, Jesús (2018-10-18)Applications that generate data in the form of fast streams from non-stationary environments, that is,those where the underlying phenomena change over time, are becoming increasingly prevalent. In thiskind of environments ... -
On the Design, Implementation and Application of Novel Multi-disciplinary Techniques for explaining Artificial Intelligence Models
Barredo Arrieta, Alejandro (2022-01-28)Artificial Intelligence is a non-stopping field of research that has experienced some incredible growth lastdecades. Some of the reasons for this apparently exponential growth are the improvements incomputational power, ...