Supervised Principal Component Analysis Using a Smooth Classifier Paradigm. - Stavros J. Perantonis; Sergios Petridis; Vassilis Virvilis (ICPR, 2000)

The Role of Multiple, Linear-Projection Based Visualization Techniques in RBF-Based Classification of High Dimensional Data. - Adrian K. Agogino; Joydeep Ghosh; Stavros J. Perantonis; Vassilis Virvilis; Sergios Petridis; Paulo J. G. Lisboa (IJCNN (3), 2000)

Symbolic and Neural Learning of Named-Entity Recognition and Classification Systems in Two Languages. - Georgios Petasis; Sergios Petridis; Georgios Paliouras; Vangelis Karkaletsis; Stavros J. Perantonis; Constantine D. Spyropoulos (Advances in Computational Intelligence and Learning, 2002)

A Segmentation-Free Recognition Technique to Assist Old Greek Handwritten Manuscript OCR. - Basilios Gatos; Kostas Ntzios; Ioannis Pratikakis; Sergios Petridis; Thomas Konidaris; Stavros J. Perantonis (Document Analysis Systems, 2004)

Feature Deforming for Improved Similarity-Based Learning. - Sergios Petridis; Stavros J. Perantonis (SETN, 2004)

On the relation between discriminant analysis and mutual information for supervised linear feature extraction. - Sergios Petridis; Stavros J. Perantonis (Pattern Recognit., 2004)

Knowledge Acquisition from Multimedia Content using an Evolution Framework. - Dimitrios I. Kosmopoulos; Sergios Petridis; Ioannis Pratikakis; V. Gatos; Stavros J. Perantonis; Vangelis Karkaletsis; Georgios Paliouras (AIAI, 2006)

An efficient segmentation-free approach to assist old Greek handwritten manuscript OCR. - Basilios Gatos; Kostas Ntzios; Ioannis Pratikakis; Sergios Petridis; Thomas Konidaris; Stavros J. Perantonis (Pattern Anal. Appl., 2006)

Μάθηση μετασχηματισμών σε προβλήματα ταξινόμησης - Sergios Petridis (2006)

An Efficient Feature Extraction and Dimensionality Reduction Scheme for Isolated Greek Handwritten Character Recognition. - Georgios Vamvakas; Basilios Gatos; Sergios Petridis; Nikolaos Stamatopoulos (ICDAR, 2007)

On the use of spatial relations between objects for image classification. - Nicolas Tsapatsoulis; Sergios Petridis; Stavros J. Perantonis (AIAI, 2007)

Classifying Images from Athletics Based on Spatial Relations. - Nicolas Tsapatsoulis; Sergios Petridis (SMAP, 2007)

Discovering Subsumption Hierarchies of Ontology Concepts from Text Corpora. - Elias Zavitsanos; Georgios Paliouras; George A. Vouros; Sergios Petridis (Web Intelligence, 2007)

Determining Automatically the Size of Learned Ontologies. - Elias Zavitsanos; Sergios Petridis; Georgios Paliouras; George A. Vouros (ECAI, 2008)

Learning Ontologies of Appropriate Size. - Elias Zavitsanos; Sergios Petridis; Georgios Paliouras; George A. Vouros (SETN, 2008)

Unsupervised Speaker Clustering in a Linear Discriminant Subspace. - Theodoros Giannakopoulos; Sergios Petridis (ICMLA, 2010)

A Multi-class Method for Detecting Audio Events in News Broadcasts. - Sergios Petridis; Theodoros Giannakopoulos; Stavros J. Perantonis (SETN, 2010)

User-driven recognition of audio events in news videos. - Theodoros Giannakopoulos; Sergios Petridis; Stavros J. Perantonis (SMAP, 2010)

Allen's Hourglass: Probabilistic Treatment of Interval Relations. - Sergios Petridis; Georgios Paliouras; Stavros J. Perantonis (TIME, 2010)

Learning subsumption hierarchies of ontology concepts from texts. - Elias Zavitsanos; Georgios Paliouras; George A. Vouros; Sergios Petridis (Web Intell. Agent Syst., 2010)

Detection and clustering of musical audio parts using Fisher linear semi-discriminant analysis. - Theodoros Giannakopoulos; Sergios Petridis (EUSIPCO, 2012)

Probabilistic Extension of Allen's Relations Using the Hourglass Model. - Sergios Petridis; Christos-Alexandros Psomas (ICTAI, 2012)

Fisher Linear Semi-Discriminant Analysis for Speaker Diarization. - Theodoros Giannakopoulos; Sergios Petridis (IEEE Trans. Speech Audio Process., 2012)

Unobtrusive Low Cost Pupil Size Measurements using Web cameras. - Sergios Petridis; Theodoros Giannakopoulos; Constantine D. Spyropoulos (CoRR, 2013)

Performance and energy characterization of high-performance low-cost cornerness detection on GPUs and multicores. - Apostolos Glenis; Sergios Petridis (IISA, 2014)

Clothes Change Detection Using the Kinect Sensor. - Dimitris Sgouropoulos; Theodoros Giannakopoulos; Sergios Petridis; Stavros J. Perantonis; Antonis Korakis (SIGMAP, 2014)

CASAM: collaborative human-machine annotation of multimedia. - Robert J. Hendley; Russell Beale; Chris P. Bowers; Christos Georgousopoulos; Charalampos Vassiliou; Sergios Petridis; Ralf Möller 001; Eric Karstens; Dimitris Spiliotopoulos (Multim. Tools Appl., 2014)

An overview of the BIOASQ large-scale biomedical semantic indexing and question answering competition. - George Tsatsaronis 001; Georgios Balikas; Prodromos Malakasiotis; Ioannis Partalas; Matthias Zschunke; Michael R. Alvers; Dirk Weissenborn; Anastasia Krithara; Sergios Petridis; Dimitris Polychronopoulos; Yannis Almirantis; John Pavlopoulos; et al. (BMC Bioinform., 2015)

A Low Cost Pupillometry Approach. - Sergios Petridis; Theodoros Giannakopoulos; Constantine D. Spyropoulos (Int. J. E Health Medical Commun., 2015)

Audio-visual speaker diarization using fisher linear semi-discriminant analysis. - Nikolaos Sarafianos; Theodoros Giannakopoulos; Sergios Petridis (Multim. Tools Appl., 2016)