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Fernando Fernández Martínez

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affiliation (PhD 2008): Technical University of Madrid (UPM), Information Processing and Telecomunications Center, Spain

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2020 – today

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2024
[c44]
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Manuel Gil-Martín, Sergio Esteban Romero, Fernando Fernández Martínez, Rubén San Segundo:
A Comprehensive Analysis of Parkinson's Disease Detection Through Inertial Signal Processing. ICAART (3) 2024: 462-469
[c43]
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Manuel Gil-Martín, Sergio Esteban Romero, Fernando Fernández Martínez, Rubén San Segundo:
Parkinson's Disease Detection Through Inertial Signals and Posture Insights. ICAART (3) 2024: 1144-1151
2023
[j34]
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Manuel Gil-Martín, Javier López-Iniesta, Fernando Fernández Martínez, Rubén San Segundo:
Reducing the Impact of Sensor Orientation Variability in Human Activity Recognition Using a Consistent Reference System. Sensors 23(13): 5845 (2023)
[c42]
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Iván Martín-Fernández, Ricardo Kleinlein, Cristina Luna Jiménez, Manuel Gil-Martín, Fernando Fernández Martínez:
Video Memorability Prediction From Jointly-learnt Semantic and Visual Features. CBMI 2023: 178-182
[c41]
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Cristina Luna Jiménez, Manuel Gil-Martín, Ricardo Kleinlein, Rubén San Segundo, Fernando Fernández Martínez:
Interpreting Sign Language Recognition using Transformers and MediaPipe Landmarks. ICMI 2023: 373-377
[c40]
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Iván Martín-Fernández, Sergio Esteban Romero, Jaime Bellver-Soler, Manuel Gil-Martín, Fernando Fernández Martínez:
Exploring Video Transformers and Automatic Segment Selection for Memorability Prediction. MediaEval 2023
[c39]
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Sergio Esteban Romero, Iván Martín-Fernández, Jaime Bellver-Soler, Manuel Gil-Martín, Fernando Fernández Martínez:
Multimodal and Multilingual Olfactory Matching based on Contrastive Learning. MediaEval 2023
[c38]
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Manuel Gil-Martín, Cristina Luna Jiménez, Fernando Fernández Martínez, Rubén San Segundo:
Signal and Visual Approaches for Parkinson's Disease Detection from Spiral Drawings. NLDL 2023
2022
[c37]
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  - conf/bmvc/KleinleinHSM22
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Ricardo Kleinlein, Alexander Hepburn, Raúl Santos-Rodríguez, Fernando Fernández Martínez:
Sampling Based On Natural Image Statistics Improves Local Surrogate Explainers. BMVC 2022: 1083
[c36]
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David Griol, Zoraida Callejas, Fernando Fernández Martínez, Anna Esposito:
An application of conversational systems to promote healthy lifestyle habits. DASC/PiCom/CBDCom/CyberSciTech 2022: 1-6
[c35]
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Cristina Luna Jiménez, Ricardo Kleinlein, Syaheerah Lebai Lutfi, Juan Manuel Montero, Fernando Fernández Martínez:
Analysis of Trustworthiness Recognition models from an aural and emotional perspective. IberSPEECH 2022: 81-85
[c34]
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Cristina Luna Jiménez, Syaheerah Lebai Lutfi, Manuel Gil-Martín, Ricardo Kleinlein, Juan Manuel Montero, Fernando Fernández Martínez:
Measuring trust at zero-acquaintance using acted-emotional videos. IberSPEECH 2022: 206-210
[c33]
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Ricardo Kleinlein, Enrique Rodríguez Sebastián, Fernando Fernández Martínez:
Understanding Media Memorability From Event-Related Potential Records And Visual Semantics. MediaEval 2022
[i2]
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  - journals/corr/abs-2208-03961
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Ricardo Kleinlein, Alexander Hepburn, Raúl Santos-Rodríguez, Fernando Fernández Martínez:
Sampling Based On Natural Image Statistics Improves Local Surrogate Explainers. CoRR abs/2208.03961 (2022)
[i1]
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  - journals/corr/abs-2210-10578
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Ricardo Kleinlein, Cristina Luna Jiménez, Fernando Fernández Martínez:
Language Does More Than Describe: On The Lack Of Figurative Speech in Text-To-Image Models. CoRR abs/2210.10578 (2022)
2021
[j33]
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Alejandro Coucheiro-Limeres, Javier Ferreiros López, Fernando Fernández Martínez, Ricardo de Córdoba:
A dynamic term discovery strategy for automatic speech recognizers with evolving dictionaries. Expert Syst. Appl. 176: 114860 (2021)
[j32]
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Manuel Gil-Martín, Rubén San Segundo, Fernando Fernández Martínez, Javier Ferreiros López:
Time Analysis in Human Activity Recognition. Neural Process. Lett. 53(6): 4507-4525 (2021)
[j31]
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Cristina Luna Jiménez, David Griol, Zoraida Callejas, Ricardo Kleinlein, Juan Manuel Montero, Fernando Fernández Martínez:
Multimodal Emotion Recognition on RAVDESS Dataset Using Transfer Learning. Sensors 21(22): 7665 (2021)
[c32]
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Cristina Luna Jiménez, Ricardo Kleinlein, Fernando Fernández Martínez, José Manuel Pardo Muñoz, José Manuel Moya-Fernández:
GTH-UPM System for Albayzin Multimodal Diarization Challenge 2020. IberSPEECH 2021
[c31]
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Fernando Fernández Martínez, David Griol, Zoraida Callejas, Cristina Luna Jiménez:
An approach to intent detection and classification based on attentive recurrent neural networks. IberSPEECH 2021
[c30]
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Roberto Móstoles, David Griol, Zoraida Callejas, Fernando Fernández Martínez:
A proposal for emotion recognition using speech features, transfer learning and convolutional neural networks. IberSPEECH 2021
[c29]
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Ricardo Kleinlein, Cristina Luna Jiménez, Fernando Fernández Martínez:
THAU-UPM at MediaEval 2021: From Video Semantics To Memorability Using Pretrained Transformers. MediaEval 2021
[c28]
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Sergio Esteban Romero, Ricardo Kleinlein, Cristina Luna Jiménez, Juan Manuel Montero, Fernando Fernández Martínez:
GTH-UPM at DETOXIS-IberLEF 2021: Automatic Detection of Toxic Comments in Social Networks. IberLEF@SEPLN 2021: 533-546
2020
[j30]
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  - journals/cee/Gil-MartinSFC20
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Manuel Gil-Martín, Rubén San Segundo, Fernando Fernández Martínez, Ricardo de Córdoba:
Human activity recognition adapted to the type of movement. Comput. Electr. Eng. 88: 106822 (2020)
[j29]
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Manuel Gil-Martín, Rubén San Segundo, Fernando Fernández Martínez, Javier Ferreiros López:
Improving physical activity recognition using a new deep learning architecture and post-processing techniques. Eng. Appl. Artif. Intell. 92: 103679 (2020)
[c27]
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Ricardo Kleinlein, Cristina Luna Jiménez, Zoraida Callejas, Fernando Fernández Martínez:
Predicting Media Memorability from a Multimodal Late Fusion of Self-Attention and LSTM Models. MediaEval 2020
[c26]
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  - conf/webi/JimenezKMMCM20
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Cristina Luna Jiménez, Ricardo Kleinlein, Fernando Fernández Martínez, José Manuel Moya, Zoraida Callejas, José Manuel Pardo Muñoz:
Spotting celebrities among peers in a TV show: how to exploit web querying for weakly supervised visual diarization. WI/IAT 2020: 877-884

2010 – 2019

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2019
[j28]
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Álvaro García-Faura, Fernando Fernández Martínez, Ricardo Kleinlein, Rubén San-Segundo-Hernández, Fernando Díaz-de-María:
A multi-threshold approach and a realistic error measure for vanishing point detection in natural landscapes. Eng. Appl. Artif. Intell. 85: 713-726 (2019)
[j27]
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Fernando Fernández Martínez, Zoraida Callejas, Ricardo Kleinlein, Cristina Luna Jiménez, Juan Manuel Montero, José Manuel Pardo:
Project CAVIAR CApturing VIewers' Affective Response. Proces. del Leng. Natural 63: 155-158 (2019)
[j26]
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Álvaro García-Faura, Alejandro Hernández-García, Fernando Fernández Martínez, Fernando Díaz-de-María, Rubén San Segundo:
Emotion and attention: Audiovisual models for group-level skin response recognition in short movies. Web Intell. 17(1): 29-40 (2019)
[c25]
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  - conf/interspeech/KleinleinJMCF19
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Ricardo Kleinlein, Cristina Luna Jiménez, Juan Manuel Montero, Zoraida Callejas, Fernando Fernández Martínez:
Predicting Group-Level Skin Attention to Short Movies from Audio-Based LSTM-Mixture of Experts Models. INTERSPEECH 2019: 61-65
[c24]
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Alejandro Coucheiro-Limeres, Fernando Fernández Martínez, Rubén San Segundo, Javier Ferreiros López:
Attention-Based Word Vector Prediction with LSTMs and its Application to the OOV Problem in ASR. INTERSPEECH 2019: 3520-3524
2018
[j25]
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  - journals/mta/Fernandez-Martinez18
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Fernando Fernández Martínez, René Arnulfo García-Hernández, Miguel Angel Fernandez-Torres, Iván González-Díaz, Álvaro García-Faura, Fernando Díaz-de-María:
Exploiting visual saliency for assessing the impact of car commercials upon viewers. Multim. Tools Appl. 77(15): 18903-18933 (2018)
2017
[c23]
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Alejandro Hernández-García, Fernando Fernández Martínez, Fernando Díaz-de-María:
Emotion and attention: predicting electrodermal activity through video visual descriptors. WI 2017: 914-923
2016
[j24]
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Rubén San-Segundo-Hernández, Juan Manuel Montero, Roberto Barra-Chicote, Fernando Fernández Martínez, José Manuel Pardo:
Feature extraction from smartphone inertial signals for human activity segmentation. Signal Process. 120: 359-372 (2016)
[j23]
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Alejandro Hernández-García, Fernando Fernández Martínez, Fernando Díaz-de-María:
Comparing visual descriptors and automatic rating strategies for video aesthetics prediction. Signal Process. Image Commun. 47: 280-288 (2016)
2015
[j22]
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Fernando Fernández Martínez, Alejandro Hernández-García, Fernando Díaz-de-María:
Succeeding metadata based annotation scheme and visual tips for the automatic assessment of video aesthetic quality in car commercials. Expert Syst. Appl. 42(1): 293-305 (2015)
[j21]
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Amal Azazi, Syaheerah Lebai Lutfi, Ibrahim Venkat, Fernando Fernández Martínez:
Towards a robust affect recognition: Automatic facial expression recognition in 3D faces. Expert Syst. Appl. 42(6): 3056-3066 (2015)
2014
[c22]
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Luis Fernando D'Haro, Fernando Fernández Martínez, Ricardo de Córdoba Herralde, Juan Manuel Montero-Martínez:
A web-based application for the management and evaluation of tutoring requests in PBL-based massive laboratories. FIE 2014: 1-8
[c21]
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Fernando Fernández Martínez, Alejandro Hernández-García, Ascensión Gallardo-Antolín, Fernando Díaz-de-María:
Combining audio-visual features for viewers' perception classification of Youtube car commercials. SLAM@INTERSPEECH 2014: 14-18
2013
[j20]
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Juan Manuel Lucas-Cuesta, Javier Ferreiros, Fernando Fernández Martínez, Julián David Echeverry, Syaheerah L. Lutfi:
On the dynamic adaptation of language models based on dialogue information. Expert Syst. Appl. 40(4): 1069-1085 (2013)
[j19]
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Syaheerah Lebai Lutfi, Fernando Fernández Martínez, Jaime Lorenzo-Trueba, Roberto Barra-Chicote, Juan Manuel Montero:
I Feel You: The Design and Evaluation of a Domotic Affect-Sensitive Spoken Conversational Agent. Sensors 13(8): 10519-10538 (2013)
[j18]
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Syaheerah Lebai Lutfi, Fernando Fernández Martínez, Juan Manuel Lucas-Cuesta, Lorena Lopez-Lebon, Juan Manuel Montero:
A satisfaction-based model for affect recognition from conversational features in spoken dialog systems. Speech Commun. 55(7-8): 825-840 (2013)
[c20]
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Syaheerah Lebai Lutfi, Fernando Fernández Martínez, Jaime Lorenzo-Trueba, Roberto Barra-Chicote, Juan Manuel Montero:
NEMOHIFI: an affective HiFi agent. ICMI 2013: 319-320
2012
[j17]
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Fernando Fernández Martínez, Kseniya Zablotskaya, Wolfgang Minker:
Text categorization methods for automatic estimation of verbal intelligence. Expert Syst. Appl. 39(10): 9807-9820 (2012)
[j16]
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Fernando Fernández Martínez, Javier Ferreiros, Juan Manuel Lucas-Cuesta, Juan Manuel Montero-Martínez, Rubén San Segundo, Ricardo de Córdoba:
Towards building intelligent speech interfaces through the use of more flexible, robust and natural dialogue management solutions. Interact. Comput. 24(6): 482-498 (2012)
[j15]
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Rubén San Segundo, Juan Manuel Montero, Ricardo de Córdoba, Valentín Sama, Fernando Fernández Martínez, Luis Fernando D'Haro, Verónica López-Ludeña, D. Sánchez, Antonio García:
Design, development and field evaluation of a Spanish into sign language translation system. Pattern Anal. Appl. 15(2): 203-224 (2012)
[c19]
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Juan Manuel Lucas-Cuesta, Fernando Fernández Martínez, Tirso Moreno, Javier Ferreiros:
Mutual Information and Perplexity Based Clustering of Dialogue Information for Dynamic Adaptation of Language Models. IberSPEECH 2012: 148-157
[c18]
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Syaheerah Lebai Lutfi, Fernando Fernández Martínez, Andrés Casanova-García, Verónica López-Ludeña, Juan Manuel Montero:
I Feel You: Towards Affect-Sensitive Domotic Spoken Conversational Agents. IWAAL 2012: 261-269
[c17]
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Kseniya Zablotskaya, Umair Rahim, Fernando Fernández Martínez, Wolfgang Minker:
Relating Dominance of Dialogue Participants with their Verbal Intelligence Scores. LREC 2012: 1289-1292
[c16]
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Kseniya Zablotskaya, Fernando Fernández Martínez, Wolfgang Minker:
Investigating Verbal Intelligence Using the TF-IDF Approach. LREC 2012: 1573-1576
[c15]
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Kseniya Zablotskaya, Fernando Fernández Martínez, Wolfgang Minker:
Estimating Adaptation of Dialogue Partners with Different Verbal Intelligence. SIGDIAL Conference 2012: 126-130
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Syaheerah Lebai Lutfi, Fernando Fernández Martínez, Andrés Casanova-García, Lorena Lopez-Lebon, Juan Manuel Montero:
Assessing User Bias in Affect Detection within Context-Based Spoken Dialog Systems. SocialCom/PASSAT 2012: 893-898
2011
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José Manuel Pardo, Javier Ferreiros, Fernando Fernández Martínez, Valentín Sama Rojo, Ricardo de Córdoba, Javier Macías Guarasa, Juan Manuel Montero, Rubén San-Segundo-Hernández, Luis Fernando D'Haro, Germán González:
Automatic Understanding of ATC Speech: Study of Prospectives and Field Experiments for Several Controller Positions. IEEE Trans. Aerosp. Electron. Syst. 47(4): 2709-2730 (2011)
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Juan Manuel Lucas-Cuesta, Fernando Fernández Martínez, G. Dragos Rada, Syaheerah L. Lutfi, Javier Ferreiros:
Evaluation of a User-adapted Spoken Language Dialogue System - Measuring the Relevance of the Contextual Information Sources. ICAART (1) 2011: 218-223
2010
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Juan Manuel Lucas-Cuesta, Fernando Fernández Martínez, Javier Ferreiros López, Verónica López-Ludeña, Rubén San-Segundo-Hernández:
Clustering of syntactic and discursive information for the dynamic adaptation of Language Models. Proces. del Leng. Natural 45: 175-182 (2010)
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Fernando Fernández Martínez, Javier Ferreiros, Juan Manuel Lucas-Cuesta, Julián David Echeverry, Rubén San Segundo, Ricardo de Córdoba:
Flexible, Robust and Dynamic Dialogue Modeling with a Speech Dialogue Interface for Controlling a Hi-Fi Audio System. DEXA Workshops 2010: 250-254
[c11]
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Fernando Fernández Martínez, Juan Manuel Lucas-Cuesta, Roberto Barra-Chicote, Javier Ferreiros, Javier Macías Guarasa:
HIFI-AV: An Audio-visual Corpus for Spoken Language Human-Machine Dialogue Research in Spanish. LREC 2010

2000 – 2009

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2009
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Javier Macías Guarasa, Juan Manuel Montero, Javier Ferreiros, Ricardo de Córdoba, Rubén San Segundo, Juana M. Gutiérrez-Arriola, Luis Fernando D'Haro, Fernando Fernández Martínez, Roberto Barra-Chicote, José M. Pardo:
Novel Applications of Neural Networks in Speech Technology Systems: Search Space Reduction and Prosodic Modeling. Intell. Autom. Soft Comput. 15(4): 631-646 (2009)
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Rubén San Segundo, Ricardo de Córdoba, Javier Ferreiros, Javier Macías Guarasa, Juan Manuel Montero, Fernando Fernández Martínez, Luis Fernando D'Haro, Roberto Barra-Chicote, José Manuel Pardo:
Speech Technology at Home: Enhanced Interfaces for People with Disabilities. Intell. Autom. Soft Comput. 15(4): 647-666 (2009)
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Juan Manuel Lucas, Jorge Salazar Canal, Fernando Fernández Martínez, Javier Ferreiros, Rubén San Segundo:
Gestión de la identidad de locutor y perfiles de usuario en un sistema de diálogo. Proces. del Leng. Natural 43: 77-84 (2009)
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Fernando Fernández Martínez, Javier Ferreiros, Ricardo de Córdoba, Juan Manuel Montero, Rubén San Segundo, José Manuel Pardo:
A Bayesian NETWORKS approach for dialog modeling: The fusion BN. ICASSP 2009: 4789-4792
[c9]
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Roberto Barra-Chicote, Fernando Fernández Martínez, Syaheerah L. Lutfi, Juan Manuel Lucas-Cuesta, Javier Macías Guarasa, Juan Manuel Montero, Rubén San Segundo, José Manuel Pardo:
Acoustic emotion recognition using dynamic Bayesian networks and multi-space distributions. INTERSPEECH 2009: 336-339
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Juan Manuel Lucas-Cuesta, Fernando Fernández Martínez, Javier Ferreiros:
Using dialogue-based dynamic language models for improving speech recognition. INTERSPEECH 2009: 2471-2474
2008
[j9]
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Juan Manuel Montero, Fernando Fernández Martínez, Roberto Barra-Chicote, Luis Fernando D'Haro, Javier Ferreiros, Ricardo de Córdoba, Javier Macías Guarasa, Rubén San Segundo, José Manuel Pardo:
Desarrollo de un Robot-Guía con Integración de un Sistema de Diálogo y Expresión de Emociones: Proyecto ROBINT. Proces. del Leng. Natural 40 (2008)
[j8]
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Beatriz Gallo, Rubén San Segundo, Juan Manuel Lucas, Roberto Barra-Chicote, Luis Fernando D'Haro, Fernando Fernández Martínez:
Aplicación de métodos estadísticos para la traducción de voz a Lengua de Signos. Proces. del Leng. Natural 41 (2008)
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Rubén San Segundo, Roberto Barra-Chicote, Ricardo de Córdoba, Luis Fernando D'Haro, Fernando Fernández Martínez, Javier Ferreiros, Juan Manuel Lucas, Javier Macías Guarasa, Juan Manuel Montero, José Manuel Pardo:
Speech to sign language translation system for Spanish. Speech Commun. 50(11-12): 1009-1020 (2008)
[c7]
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Fernando Fernández Martínez, Juan Blázquez, Javier Ferreiros, Roberto Barra-Chicote, Javier Macías Guarasa, Juan Manuel Lucas-Cuesta:
Evaluation of a spoken dialogue system for controlling a Hifi audio system. SLT 2008: 137-140
2007
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Ricardo de Córdoba, Luis Fernando D'Haro, Fernando Fernández Martínez, Javier Macías Guarasa, Javier Ferreiros:
Language identification based on n-gram frequency ranking. INTERSPEECH 2007: 354-357
[c5]
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Ricardo de Córdoba, Luis Fernando D'Haro, Fernando Fernández Martínez, Juan Manuel Montero, Roberto Barra-Chicote:
Language identification using several sources of information with a multiple-Gaussian classifier. INTERSPEECH 2007: 2137-2140
2005
[j6]
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Fernando Fernández Martínez, Luis Fernando D'Haro, Javier Ferreiros, Juan Manuel Montero, Rubén San Segundo:
Topic Identification based on Bayesian Belief Networks in the context of an Air Traffic Control Task. Proces. del Leng. Natural 35 (2005)
[j5]
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Fernando Fernández Martínez, Javier Ferreiros, Valentín Sama, Juan Manuel Montero, Rafael García:
Demostración de una interfaz vocal para el control de un sistema de alta fidelidad. Proces. del Leng. Natural 35 (2005)
[j4]
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Valentín Sama, Javier Ferreiros, Fernando Fernández Martínez, Rubén San Segundo, José Manuel Pardo:
Utilización de medidas de confianza en sistemas de comprensión del habla. Proces. del Leng. Natural 35 (2005)
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Javier Ferreiros, Rubén San Segundo, Fernando Fernández Martínez, Luis Fernando D'Haro, Valentín Sama, Roberto Barra-Chicote, Pedro Mellén:
New word-level and sentence-level confidence scoring using graph theory calculus and its evaluation on speech understanding. INTERSPEECH 2005: 3377-3380
[c3]
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Fernando Fernández Martínez, Javier Ferreiros, Valentín Sama, Juan Manuel Montero, Rubén San Segundo, Javier Macías Guarasa, Rafael García:
Speech interface for controlling an hi-fi audio system based on a Bayesian belief networks approach for dialog modeling. INTERSPEECH 2005: 3421-3424
2004
[j3]
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Ricardo de Córdoba, Fernando Fernández Martínez, Valentín Sama, Luis Fernando D'Haro, Rubén San Segundo, Juan Manuel Montero, Javier Macías Guarasa, Javier Ferreiros, José Manuel Pardo:
Realización de sistemas de diálogo en una plataforma compatible con VoiceXML: proyecto GEMINI. Proces. del Leng. Natural 33 (2004)
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Fernando Fernández Martínez, Valentín Sama, Luis Fernando D'Haro, Rubén San Segundo, Ricardo de Córdoba, Juan Manuel Montero:
Implementation of dialog applications in an open-source voiceXML platform. INTERSPEECH 2004: 257-260
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Ricardo de Córdoba, Javier Ferreiros, Valentín Sama, Javier Macías Guarasa, Luis Fernando D'Haro, Fernando Fernández Martínez:
Language identification techniques based on full recognition in an air traffic control task. INTERSPEECH 2004: 1565-1568
2003
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Fernando Fernández Martínez, Valentín Sama, Javier Ferreiros López, Javier Macías Guarasa, Ricardo de Córdoba, Juan Manuel Montero-Martínez, José Colás Pasamontes, Eduardo Campos Palarea, José M. Pardo Muñoz:
Demostración del sistema de comprensión de comunicaciones habladas para control de tráfico aéreo del proyecto INVOCA. Proces. del Leng. Natural 31 (2003)
[j1]
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Valentín Sama, Fernando Fernández Martínez, Javier Ferreiros López, Javier Macías Guarasa, Ricardo de Córdoba, Juan Manuel Montero-Martínez, José Colás Pasamontes, José M. Pardo Muñoz:
Sistema de comprensión de comunicaciones habladas para el control de tráfico aéreo del proyecto INVOCA. Proces. del Leng. Natural 31 (2003)

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