Mediaeval benchmark: Social Event Detection using LDA and external resources. - Mohamed Morchid; Georges Linarès (MediaEval, 2011)

INEX 2012 Benchmark a Semantic Space for Tweets Contextualization. - Mohamed Morchid; Georges Linarès (CLEF (Online Working Notes/Labs/Workshop), 2012)

Extraction de mots clefs dans des vidéos Web par Analyse Latente de Dirichlet (LDA-based tagging of Web videos) [in French]. - Mohamed Morchid; Georges Linarès (JEP-TALN-RECITAL 2012, 2012)

Event detection from image hosting services by slightly-supervised multi-span context models. - Mohamed Morchid; Richard Dufour; Georges Linarès (CBMI, 2013)

LIA@RepLab 2013. - Jean-Valère Cossu; Benjamin Bigot; Ludovic Bonnefoy; Mohamed Morchid; Xavier Bost; Grégory Senay; Richard Dufour; Vincent Bouvier; Juan-Manuel Torres-Moreno; Marc El-Bèze (CLEF (Working Notes), 2013)

Prédiction des buzz sur Twitter. - Mohamed Morchid; Georges Linarès (CORIA, 2013)

Theme identification in telephone service conversations using quaternions of speech features. - Mohamed Morchid; Georges Linarès; Marc El-Bèze; Renato De Mori (INTERSPEECH, 2013)

LIA @ MediaEval 2013 Spoken Web Search Task: An I-Vector based Approach. - Mohamed Bouallegue; Grégory Senay; Mohamed Morchid; Driss Matrouf; Georges Linarès; Richard Dufour (MediaEval, 2013)

LIA @ MediaEval 2013 Crowdsourcing Task: Metadata or not Metadata? That is a Fashion Question. - Mohamed Morchid; Richard Dufour; Mohamed Bouallegue; Georges Linarès; Driss Matrouf (MediaEval, 2013)

LIA @ MediaEval 2013 MusiClef Task: A Combined Thematic and Acoustic Approach. - Mohamed Morchid; Richard Dufour; Mohamed Bouallegue; Georges Linarès; Driss Matrouf (MediaEval, 2013)

A LDA-based method for automatic tagging of Youtube videos. - Mohamed Morchid; Georges Linarès (WIAMIS, 2013)

An I-vector Based Approach to Compact Multi-Granularity Topic Spaces Representation of Textual Documents. - Mohamed Morchid; Mohamed Bouallegue; Richard Dufour; Georges Linarès; Driss Matrouf; Renato de Mori (EMNLP, 2014)

Improving dialogue classification using a topic space representation and a Gaussian classifier based on the decision rule. - Mohamed Morchid; Richard Dufour; Pierre-Michel Bousquet; Mohamed Bouallegue; Georges Linarès; Renato De Mori (ICASSP, 2014)

Subspace Gaussian mixture models for dialogues classification. - Mohamed Bouallegue; Mohamed Morchid; Richard Dufour; Driss Matrouf; Georges Linarès; Renato De Mori (INTERSPEECH, 2014)

Factor analysis based semantic variability compensation for automatic conversation representation. - Mohamed Bouallegue; Mohamed Morchid; Richard Dufour; Driss Matrouf; Georges Linarès; Renato De Mori (INTERSPEECH, 2014)

I-vector based representation of highly imperfect automatic transcriptions. - Mohamed Morchid; Mohamed Bouallegue; Richard Dufour; Georges Linarès; Driss Matrouf; Renato De Mori (INTERSPEECH, 2014)

Theme identification in human-human conversations with features from specific speaker type hidden spaces. - Mohamed Morchid; Richard Dufour; Mohamed Bouallegue; Georges Linarès; Renato De Mori (INTERSPEECH, 2014)

A Combined Thematic and Acoustic Approach for a Music Recommendation Service in TV Commercials. - Mohamed Morchid; Richard Dufour; Georges Linarès (ISMIR, 2014)

A topic-based approach for post-processing correction of automatic translations. - Mohamed Morchid; Stéphane Huet; Richard Dufour (IWSLT (Evaluation Campaign), 2014)

A LDA-based Topic Classification Approach from highly Imperfect Automatic Transcriptions. - Mohamed Morchid; Richard Dufour; Georges Linarès (LREC, 2014)

Characterizing and Predicting Bursty Events: The Buzz Case Study on Twitter. - Mohamed Morchid; Georges Linarès; Richard Dufour (LREC, 2014)

Getting by with a Little Help from the Crowd: Practical Approaches to Social Image Labeling. - Babak Loni; Jonathon S. Hare; Mihai Georgescu; Michael Riegler 001; Xiaofei Zhu; Mohamed Morchid; Richard Dufour; Martha A. Larson (CrowdMM, 2014)

Author-topic based representation of call-center conversations. - Mohamed Morchid; Richard Dufour; Mohamed Bouallegue; Georges Linarès (SLT, 2014)

SuMACC Project's Corpus - A Topic-Based Query Extension Approach to Retrieve Multimedia Documents. - Mohamed Morchid; Richard Dufour; Usman Farrokh Niaz; Francis Bouvier; Clément de Groc; Claude de Loupy; Georges Linarès; Bernard Mérialdo; Bertrand Peralta (TSD, 2014)

Feature selection using Principal Component Analysis for massive retweet detection. - Mohamed Morchid; Richard Dufour; Pierre-Michel Bousquet; Georges Linarès; Juan-Manuel Torres-Moreno (Pattern Recognit. Lett., 2014)

Représentations robustes de documents bruités dans des espaces homogènes. (Robust representation of noisy documents in homogeneous spaces). - Mohamed Morchid (2014)

Integration of Word and Semantic Features for Theme Identification in Telephone Conversations. - Yannick Estève; Mohamed Bouallegue; Carole Lailler; Mohamed Morchid; Richard Dufour; Georges Linarès; Driss Matrouf; Renato De Mori (IWSDS, 2015)

Topic-space based setup of a neural network for theme identification of highly imperfect transcriptions. - Mohamed Morchid; Richard Dufour; Georges Linarès (ASRU, 2015)

Latent Topic Model Based Representations for a Robust Theme Identification of Highly Imperfect Automatic Transcriptions. - Mohamed Morchid; Richard Dufour; Georges Linarès; Youssef Hamadi (CICLing (2), 2015)

A comparison of normalization techniques applied to latent space representations for speech analytics. - Mohamed Morchid; Richard Dufour; Driss Matrouf (INTERSPEECH, 2015)

Apport de l'information temporelle des contextes pour la représentation vectorielle continue des mots. - Killian Janod; Mohamed Morchid; Richard Dufour; Georges Linarès (TALN, 2015)

Utilisation d'annotations sémantiques pour la validation automatique d'hypothèses dans des conversations téléphoniques. - Carole Lailler; Yannick Estève; Renato De Mori; Mohamed Bouallegue; Mohamed Morchid (TALN, 2015)

Initialisation de Réseaux de Neurones à l'aide d'un Espace Thématique. - Mohamed Morchid; Richard Dufour; Georges Linarès (TALN, 2015)

Compact Multiview Representation of Documents Based on the Total Variability Space. - Mohamed Morchid; Mohamed Bouallegue; Richard Dufour; Georges Linarès; Driss Matrouf; Renato De Mori (IEEE ACM Trans. Audio Speech Lang. Process., 2015)

Réseaux de neurones pour la représentation des contextes continus des mots. - Killian Janod; Mohamed Morchid; Richard Dufour; Georges Linarès (CORIA-CIFED, 2016)

Deep Stacked Autoencoders for Spoken Language Understanding. - Killian Janod; Mohamed Morchid; Richard Dufour; Georges Linarès; Renato De Mori (INTERSPEECH, 2016)

Spoken Language Understanding in a Latent Topic-Based Subspace. - Mohamed Morchid; Mohamed Bouaziz 001; Waad Ben Kheder; Killian Janod; Pierre-Michel Bousquet; Richard Dufour; Georges Linarès (INTERSPEECH, 2016)

Improving multi-stream classification by mapping sequence-embedding in a high dimensional space. - Mohamed Bouaziz 001; Mohamed Morchid; Richard Dufour; Georges Linarès (SLT, 2016)

Parallel Long Short-Term Memory for multi-stream classification. - Mohamed Bouaziz 001; Mohamed Morchid; Richard Dufour; Georges Linarès; Renato De Mori (SLT, 2016)

Tracking dialog states using an Author-Topic based representation. - Richard Dufour; Mohamed Morchid; Titouan Parcollet (SLT, 2016)

A log-linear weighting approach in the Word2vec space for spoken language understanding. - Killian Janod; Mohamed Morchid; Richard Dufour; Georges Linarès (SLT, 2016)

Quaternion Neural Networks for Spoken Language Understanding. - Titouan Parcollet; Mohamed Morchid; Pierre-Michel Bousquet; Richard Dufour; Georges Linarès; Renato De Mori (SLT, 2016)

Un Sous-espace Thématique Latent pour la Compréhension du Langage Parlé (A Latent Topic-based Subspace for Spoken Language Understanding). - Mohamed Bouaziz 001; Mohamed Morchid; Pierre-Michel Bousquet; Richard Dufour; Killian Janod; Waad Ben Kheder; Georges Linarès (JEP-TALN-RECITAL (1), 2016)

Un Corpus de Flux TV Annotés pour la Prédiction de Genres (A Genre Annotated Corpus of French Multi-channel TV Streams for Genre Prediction). - Mohamed Bouaziz 001; Mohamed Morchid; Richard Dufour; Georges Linarès; Prosper Correa (JEP-TALN-RECITAL (1), 2016)

Auto-encodeurs pour la compréhension de documents parlés (Auto-encoders for Spoken Document Understanding). - Killian Janod; Mohamed Morchid; Richard Dufour; Georges Linarès; Renato De Mori (JEP-TALN-RECITAL (1), 2016)

Impact of Word Error Rate on theme identification task of highly imperfect human-human conversations. - Mohamed Morchid; Richard Dufour; Georges Linarès (Comput. Speech Lang., 2016)

Automatic Text Summarization Approaches to Speed up Topic Model Learning Process. - Mohamed Morchid; Juan-Manuel Torres-Moreno; Richard Dufour; Javier Ramírez-Rodríguez; Georges Linarès (Int. J. Comput. Linguistics Appl., 2016)

Deep quaternion neural networks for spoken language understanding. - Titouan Parcollet; Mohamed Morchid; Georges Linarès (ASRU, 2017)

Réseaux de neurones de quaternions pour le traitement du langage. - Titouan Parcollet; Mohamed Morchid; Georges Linarès (CORIA, 2017)

Internal Memory Gate for Recurrent Neural Networks with Application to Spoken Language Understanding. - Mohamed Morchid (INTERSPEECH, 2017)

Quaternion Denoising Encoder-Decoder for Theme Identification of Telephone Conversations. - Titouan Parcollet; Mohamed Morchid; Georges Linarès (INTERSPEECH, 2017)

Systèmes du LIA à DEFT'13. - Xavier Bost; Ilaria Brunetti; Luis Adrián Cabrera-Diego; Jean-Valère Cossu; Andréa Carneiro Linhares; Mohamed Morchid; Juan-Manuel Torres-Moreno; Marc El-Bèze; Richard Dufour (CoRR, 2017)

Denoised Bottleneck Features From Deep Autoencoders for Telephone Conversation Analysis. - Killian Janod; Mohamed Morchid; Richard Dufour; Georges Linarès; Renato De Mori (IEEE ACM Trans. Audio Speech Lang. Process., 2017)

Quaternion Convolutional Neural Networks for End-to-End Automatic Speech Recognition. - Titouan Parcollet; Ying Zhang 033; Mohamed Morchid; Chiheb Trabelsi; Georges Linarès; Renato de Mori; Yoshua Bengio (INTERSPEECH, 2018)

Quaternion Convolutional Neural Networks For Theme Identification Of Telephone Conversations. - Titouan Parcollet; Mohamed Morchid; Georges Linarès; Renato De Mori (SLT, 2018)

Speech recognition with quaternion neural networks. - Titouan Parcollet; Mirco Ravanelli; Mohamed Morchid; Georges Linarès; Renato De Mori (CoRR, 2018)

Parsimonious memory unit for recurrent neural networks with application to natural language processing. - Mohamed Morchid (Neurocomputing, 2018)

Neural Networks for Natural Language Processing. (Réseaux de Neurones pour le Traitement Automatique du Langage). - Mohamed Morchid (2019)

Réseaux de neurones convolutifs de quaternions pour l'identification de thèmes de conversations téléphoniques. - Titouan Parcollet; Mohamed Morchid; Georges Linarès (CORIA, 2019)

Quaternion Convolutional Neural Networks for Heterogeneous Image Processing. - Titouan Parcollet; Mohamed Morchid; Georges Linarès (ICASSP, 2019)

Bidirectional Quaternion Long Short-term Memory Recurrent Neural Networks for Speech Recognition. - Titouan Parcollet; Mohamed Morchid; Georges Linarès; Renato De Mori (ICASSP, 2019)

Quaternion Recurrent Neural Networks. - Titouan Parcollet; Mirco Ravanelli; Mohamed Morchid; Georges Linarès; Chiheb Trabelsi; Renato De Mori; Yoshua Bengio (ICLR (Poster), 2019)

M2H-GAN: A GAN-Based Mapping from Machine to Human Transcripts for Speech Understanding. - Titouan Parcollet; Mohamed Morchid; Xavier Bost; Georges Linarès (INTERSPEECH, 2019)

Real to H-Space Encoder for Speech Recognition. - Titouan Parcollet; Mohamed Morchid; Georges Linarès; Renato De Mori (INTERSPEECH, 2019)

Latent Topic-based Subspace for Natural Language Processing. - Mohamed Morchid; Pierre-Michel Bousquet; Waad Ben Kheder; Killian Janod (J. Signal Process. Syst., 2019)

CGCNN: Complex Gabor Convolutional Neural Network on Raw Speech. - Paul-Gauthier Noé; Titouan Parcollet; Mohamed Morchid (ICASSP, 2020)

E2E-SINCNET: Toward Fully End-To-End Speech Recognition. - Titouan Parcollet; Mohamed Morchid; Georges Linarès (ICASSP, 2020)

Quaternion Neural Networks for Multi-Channel Distant Speech Recognition. - Xinchi Qiu; Titouan Parcollet; Mirco Ravanelli; Nicholas D. Lane; Mohamed Morchid (INTERSPEECH, 2020)

A survey of quaternion neural networks. - Titouan Parcollet; Mohamed Morchid; Georges Linarès (Artif. Intell. Rev., 2020)

Real to H-Space Autoencoders for Theme Identification in Telephone Conversations. - Titouan Parcollet; Mohamed Morchid; Xavier Bost; Georges Linarès; Renato De Mori (IEEE ACM Trans. Audio Speech Lang. Process., 2020)

Bidirectional internal memory gate recurrent neural networks for spoken language understanding. - Mohamed Morchid (Int. J. Speech Technol., 2022)

Transformers pour l'Identification de Thèmes et de Mentions dans des Conversations Téléphoniques Bruités. - Nicolas André; Adrien Racamond; Mohamed Morchid (CORIA, 2024)