136 citations · 448 across the 41 of their papers we have counts for
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Rademacher Complexity Bounds for a Penalized Multiclass Semi-Supervised Algorithm
Yury Maximov, Massih-Reza Amini, Zaid Harchaoui
We propose Rademacher complexity bounds for multiclass classifiers trained with a two-step semi-supervised model. In the first step, the algorithm partitions the partially labeled…
An empirical study on large scale text classification with skip-gram embeddings
Georgios Balikas, Massih-Reza Amini
We investigate the integration of word embeddings as classification features in the setting of large scale text classification. Such representations have been used in a plethora of…
TwiSE at SemEval-2016 Task 4: Twitter Sentiment Classification
Georgios Balikas, Massih-Reza Amini
This paper describes the participation of the team "TwiSE" in the SemEval 2016 challenge. Specifically, we participated in Task 4, namely "Sentiment Analysis in Twitter" for which…
PAC-Bayesian Analysis for a two-step Hierarchical Multiview Learning Approach
Anil Goyal, Emilie Morvant, Pascal Germain +1
We study a two-level multiview learning with more than two views under the PAC-Bayesian framework. This approach, sometimes referred as late fusion, consists in learning sequential…
On a Topic Model for Sentences
Georgios Balikas, Massih-Reza Amini, Marianne Clausel
Probabilistic topic models are generative models that describe the content of documents by discovering the latent topics underlying them. However, the structure of the textual inpu…