Publications – Homepage of Marc Pouly

Books and Monographs

Proceedings of the 1st Workshop on Scarce Data in Artificial Intelligence for Healthcare
Editors: M. Pouly and A. Navarini and Ph. Tschandl
ECAI’22: European Conference on Artificial Intelligence, Vienna, Austria, 2022
Workshop 31: Scarce Data in Artificial Intelligence for Healthcare

Recommender Systems
Mit Künstlicher Intelligenz zu mehr Umsatz, dank besserer Empfehlungen
K. Kuhn and M. Pouly
E-Book in German, 2019

Generic Inference
A Unifying Framework for Automated Reasoning
M. Pouly and J. Kohlas
John Wiley & Sons, 2011

Journal Articles

Objective Hand Eczema Severity Assessment with Automated Lesion Anatomical Stratification
L. Amruthalingam and N. Mang and P. Gottfrois and A. Gonzalez-Jimenez and J. Maul and M. Kunz and M. Pouly and A. Navarini
Experimental Dermatology Journal, 2023

Improved Diagnosis by Automated Macro- and Micro-Anatomical Region Mapping of Skin Photographs
L. Amruthalingam and P. Gottfrois and A. Gonzales-Jimenez and B. Gökduman and M. Kunz and Th. Koller and M. Pouly and A. Navarini
Journal of the European Academy of Dermatology and Venereology, 2022

Quantification of Efflorescences in Pustular Psoriasis using Deep Learning
L. Amruthalingam and O. Buerzle and P. Gottfrois and A. Gonzales-Jimenez and A. Roth and Th. Koller and M. Pouly and A. Navarini
Journal of Healthcare Informatics Research, 2022

Cable Tree Wiring – Benchmarking Solvers on a Real-World Scheduling Problem with a Variety of Precedence Constraints
J. Koehler and J. Bürgler and U. Fontana and E. Fux and F. Herzog and M. Pouly and S. Saller and A. Salyaeva and P. Scheiblechner and K. Waelti
Springer Constraints – An International Journal, 2021
arXiv

KI in der Bildanalyse – Grundlagen und neue Entwicklungen
M. Pouly and Th. Koller and Ph. Gottfrois and Simone Lionetti
Springer – Der Hautarzt, 9/20, 2020

Observer-Independent Assessment of Psoriasis affected Area using Machine Learning
N. Meienberger and F. Anzengruber and L. Amruthalingam and R. Christen and Th. Koller and J. Maul and M. Pouly and V. Djamei and A. Navarini
Journal of the European Academy of Dermatology and Venereology, 2019

Sufficient and Necessary Conditions for Solution Finding in Valuation-Based Systems
J. Roca-Lacostena and J. Cerquides and M. Pouly
International Journal of Approximate Reasoning, Volume 114, 2019
arXiv

Probabilistic Reasoning with Graphical Security Models
B. Kordy and M. Pouly and P. Schweitzer
Information Sciences, Volume 342, 2016

Generalized Information Theory for Hints
M. Pouly and J. Kohlas and P. Ryan
International Journal of Approximate Reasoning, Volume 54, 2013

Generic Local Computation
J. Kohlas and M. Pouly and C. Schneuwly
Journal of Computer and System Sciences, Volume 78, 2012

NENOK – A Software Architecture for Generic Inference
M. Pouly
International Journal on Artificial Intelligence Tools, Volume 19, 2010

Information Algebra
J. Kohlas and M. Pouly and C. Schneuwly
Wiley Encyclopedia of Computer Science and Engineering, John Wiley & Sons, 2008

Conference Proceedings Articles

Towards Foundation Models for Digital Dermatology
F. Gröger and Ph. Gottfrois and L. Amruthalingam and A. Gonzalez-Jimenez and S. Lionetti and L. Soenksen Martinez and A. Navarini and M. Pouly
ML4H’24: Proceedings of the 4th Machine Learning for Health Symposium, Findings Track
Vancouver, Canada, 2024
arXiv

Intrinsic Self-Supervision for Data Quality Audits
F. Gröger and S. Lionetti and Ph. Gottfrois and A. Gonzalez-Jimenez and L. Amruthalingam and M. Groh and A. Navarini and M. Pouly
NeurIPS’24: Proceedings of the 38th Annual Conference on Neural Information Processing Systems, Datasets and Benchmarks Track
Vancouver, Canada, 2024
www | arXiv

PASSION for Dermatology: Bridging the Diversity Gap with Pigmented Skin Images from Sub-Saharan Africa
Ph. Gottfrois and F. Gröger and H. Andriambololoniaina and L. Amruthalingam and M. Rakotoarisaona and Gonzales-Jimenez and S. Lionetti and W. Ng and Ch. Hsu and A. Kessy and M. Pouly and D. Mavura and D. Faith and I. Traoré and R. Rapelanoro and A. Navarini
MICCAI’24: Proceedings of the 27th International Conference on Medical Image Computing and Computer Assisted Intervention
Marrakesh, Marocco, 2024
www | arXiv

Towards Reliable Dermatology Evaluation Benchmarks
F. Gröger and S. Lionetti and Ph. Gottfrois and A. Gonzalez-Jimenez and M. Groh and R. Daneshjou and Labelling Consortium and A. Navarini and M. Pouly
ML4H’23: Proceedings of the 3rd Machine Learning for Health Symposium
New Orleans, US, 2023
arXiv

Estimating Text Similarity based on Semantic Concept Embeddings
T. vor der Brück and M. Pouly
IARIA’23: Proceedings of the Annual Congress on Frontiers in Science, Technology, Services, and Applications
Valencia, Spain 2023
arXiv

Robust T-Loss for Medical Image Segmentation
A. Gonzalez-Jimenez and S. Lionetti and Ph. Gottfrois and F. Gröger and M. Pouly and A. Navarini
MICCAI’23: Proceedings of the 26th International Conference on Medical Image Computing and Computer Assisted Intervention
Vancouver, Canada 2023
www | arXiv

Mastering Fencing Techniques with Machine Learning: A Video-Based Classification and Correction System
S. Emmenegger and M. Egli and M. Pouly
SDS’23: Proceedings of the 10th Swiss Data Science Conference
Zurich, Switzerland 2023

Assessing Guest Nationality Composition from Hotel Reviews
F. Gröger and M. Pouly and F. Tinner and L. Brandes
SDS’22: Proceedings of the 9th Swiss Data Science Conference
Lucerne, Switzerland 2022
arXiv

Towards Crafting Beer with Artificial Intelligence
M. Bravin and D. Pfäffli and K. Kuhn and M. Pouly
SDS’21: Proceedings of the 8th Swiss Data Science Conference
Lucerne, Switzerland 2021

Tourism Forecast with Weather, Event, and Cross-Industry Data
S. Lionetti and D. Pfäffli and M. Pouly and Tim vor der Brück and Ph. Wegelin
ICAART’21: Proceedings of the 13th International Conference on Agents and Artificial
Online Conference, 2021

Applications of Generative Adversarial Networks to Dermatologic Imaging
F. Furger and L. Amruthalingam and A. Navarini and M. Pouly
ANNPR’20: 9th IAPR TC3 Workshop on Artificial Neural Networks in Pattern Recognition
Winterthur, Switzerland 2020
zenodo

Automated Smartification of Notices to Airmen
M. Bravin and D. Pfäffli and S. Mazumder and M. Pouly
SDS’20: Proceedings of the 7th Swiss Data Science Conference
Lucerne, Switzerland 2020

Spectral Text Similarity Measures
T. vor der Brück and M. Pouly
CICLing’19: 20th International Conference on Computational Linguistics and Intelligent Text Processing
La Rochelle, France 2019

Text Similarity Estimation Based on Word Embeddings and Matrix Norms for Targeted Marketing
T. vor der Brück and M. Pouly
NAACL’19: Proceedings of the 2019 Annual Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies
Minneapolis, USA 2019

A Game-Centric Approach to Teaching Artificial Intelligence
M. Pouly and Th. Koller and R. Arnold
CSEDU’19: Proceedings of the 11th International Conference on Computer Supported Education
Heraklion, Greece 2019

On using Support Vector Machines for the Detection and Quantification of Hand Eczema
S. Schnürle and M. Pouly and T. vor der Brück and A. Navarini and Th. Koller
ICAART’17: Proceedings of the 9th International Conference on Agents and Artificial Intelligence
Porto, Portugal 2017

Skyline Computation on Commercial Data
M. Galli and S. Schnürle and R. Arnold and M. Pouly
ICAART’16: Proceedings of the 8th International Conference on Agents and Artificial Intelligence
Rome, Italy 2016

Guided Specification and Analysis of a Loyalty Card System
L. Cuennet and M. Pouly and S. Radomirovic
GraMSec’15: 2nd International Workshop on Graphical Models for Security
Lecture Notes in Computer Science, vol. 9390, Springer
Verona, Italy 2015

A Probabilistic Framework for Security Scenarios with Dependent Actions
B. Kordy and M. Pouly and P. Schweitzer
iFM’14: 11th International Conference on Integrated Formal Methods
Lecture Notes in Computer Science, vol. 8739, Springer
Bertinoro, Italy 2014

Detection and Quantification of Hand Eczema by Visible Spectrum Skin Pattern Analysis
Ch. Suter and A. Navarini and M. Pouly and R. Arnold and F. Gutzwiller and R. Meier and Th. Koller
ECAI’14: 21st European Conference on Artificial Intelligence
Frontiers in Artificial Intelligence and Applications, vol. 263, IOS Press
Prague, Czech Republic 2014

Computational Aspects of Attack-Defense Trees
B. Kordy and M. Pouly and P. Schweitzer
S&IIS’11: 2nd International Joint Conference on Security and Intelligent Information Systems
Lecture Notes in Computer Science, vol. 7053, Springer
Warsaw, Poland 2011

Generalized Information Theory based on the Theory of Hints
M. Pouly
ECSQARU’11: 11th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty
Lecture Notes in Computer Science, vol. 6717, Springer
Belfast, Northern Ireland 2011

Generic Solution Construction in Valuation-Based Systems
M. Pouly
CAI’11: 11th Canadian Conference on Artificial Intelligence
Lecture Notes in Computer Science, vol. 6657, Springer
St. John’s, Canada 2011

A Generic Approach for Solving Sparse Path Problems
M. Pouly
ICAART’10: Proceedings of the 2nd International Conference on Agents and Artificial Intelligence
Valencia, Spain 2010

Compiling Solution Configurations in Semiring Valuation Algebras
M. Pouly and R. Haenni and M. Wachter
MICAI’07: 6th Mexican International Conference on Artificial Intelligence
Lecture Notes in Computer Science, vol. 4827, Springer
Aguascalientes, Mexico 2007

Optimizing Inference in Bayesian Networks and Semiring Valuation Algebras
M. Wachter and R. Haenni and M. Pouly
MICAI’07: 6th Mexican International Conference on Artificial Intelligence
Lecture Notes in Computer Science, vol. 4827, Springer
Aguascalientes, Mexico 2007

Workshop Proceedings Articles

Hyperbolic Metric Learning for Visual Outlier Detection
A. Gonzales-Jimenez and S. Lionetti and D. Bazazian and Ph. Gottfrois and F. Gröger and A. Navarini and M. Pouly
ECCV’24: European Conference on Computer Vision 2024
Beyond Euclidean Workshop: Hyperbolic and Hyperspherical Learning for Computer Vision
Milano, Italy 2024
arXiv

SANO: Score-based Diffusion Model for Anomaly Localization in Dermatology
A. Gonzales-Jimenez and S. Lionetti and M. Pouly and A. Navarini
CVPR’23: Conference on Computer Vision and Pattern Recognition
Workshop on Visual Anomaly and Novelty Detection
Vancouver, Canada 2023

Trend Following: How Content Prototypicality Drives Liking on TikTok
M. Bravin and M. Clegg and R. Hofstetter and M. Pouly and J. Berger
Annual Conference of the European Marketing Academic
Digital Marketing & Social Media Track
Odense, Denmark 2023

SANO: Score-based Anomaly Localization for Dermatology
A. Gonzales-Jimenez and S. Lionetti and L. Amruthalingam and Ph. Gottfrois and M. Pouly and A. Navarini
ECAI’22: European Conference on Artificial Intelligence
Workshop 31: Scarce Data in Artificial Intelligence for Healthcare
Vienna, Austria 2022

Towards Reducing The Need For Annotations In Digital Dermatology With Self-Supervised Learning
F. Gröger and Ph. Gottfrois and L. Amruthalingam and A. Gonzales-Jimenez and S. Lionetti and A. Navarini and M. Pouly
ECAI’22: European Conference on Artificial Intelligence
Workshop 31: Scarce Data in Artificial Intelligence for Healthcare
Vienna, Austria 2022

Does It Help to Be Creative on Social Media?
A Machine Learning Approach to Examine Originality of User-Generated Content on TikTok
M. Bravin and M. Clegg and R. Hofstetter and M. Pouly and J. Berger
AMA Winter Academic Conference
Las Vegas, USA 2022

Should You Really be Creative on Social Media?
An Empirical Investigation of Video Content from TikTok
M. Bravin and M. Clegg and R. Hofstetter and M. Pouly and J. Berger
European Marketing Academy
Madrid, Spain 2021

Minimizing Communication Costs of Distributed Local Computation
M. Pouly
ECAI’06: European Conference on Artificial Intelligence
Workshop 26: Inference Methods based on Graphical Structures of Knowledge
Riva del Garda, Italy 2006

Implementation of a generic Architecture for Local Computation
M. Pouly
ECAI’04: European Conference on Artificial Intelligence
Workshop 22: Local Computation for Logics and Uncertainty
Valencia, Spain 2004

Posters and Talks without Proceedings

Towards Reliable Dermatology Evaluation Benchmarks
F. Gröger and S. Lionetti and Ph. Gottfrois and A. Gonzalez-Jimenez and M. Groh and R. Daneshjou and Labelling Consortium and A. Navarini and M. Pouly
CVPR’23: Conference on Computer Vision and Pattern Recognition
Workshop on Data Curation and Augmentation in Medical Imaging
Seattle, US, 2024

Does It Help to Be Creative on Social Media?
The Value of Originality for User-Generated Content on Social Media
M. Bravin and M. Clegg and R. Hofstetter and M. Pouly and J. Berger
Society for Consumer Psychology, 2022

Cable Tree Wiring
Benchmarking Solvers on a Real-World Scheduling Problem with a Variety of Precedence Constraints
J. Koehler and J. Bürgler and U. Fontana and E. Fux and F. Herzog and M. Pouly and S. Saller and
A. Salyaeva and P. Scheiblechner and K. Waelti
CPAIOR’21: 18th International Conference on the Integration of Constraint Programming, Artificial Intelligence and Operations Research, 2021

Should You Really be Creative on Social Media?
An Empirical Investigation of Video Content from TikTok
M. Bravin and M. Clegg and R. Hofstetter and M. Pouly and J. Berger
Association of Consumer Research Conference, 2021

Deep Neural Yodeling
D. Pfäffli and A. Kammermann and M. Pouly and T. vor der Brück
FTAL Conference on Industrial Applied Data Science
Lugano, Switzerland, 2018

Targeted Marketing Using Unsupervised Language Processing
T. vor der Brück and M. Pouly and M. Unternährer
SwissText’17: 2nd Swiss Text Analytics Conference
Winterthur, Switzerland, 2017

Skyline Computation on Commercial Data
M. Pouly and M. Galli and R. Christen and S. Schnürle
SGAICO’15: Hot Topics in Cognitive Science and Artificial Intelligence
Geneva, Switzerland, 2015

Theses

A generic Framework for Local Computation
M. Pouly
University of Fribourg, PhD Thesis, 2008

A generic Architecture for Local Computation
M. Pouly
University of Fribourg, Master’s Thesis, 2004

Technical Reports and Datasets

Annotated Video Dataset of Fencing Movements and Corresponding Error Patterns
S. Emmenegger and M. Egli and M. Pouly
Zenodo, 2023

Tourism Forecast with Weather, Event and Cross-Industry Data
D. Pfäffli and S. Lionetti and M. Pouly and Ph. Wegelin and T. vor der Brück
Zenodo, 2020

A Modeling and Encoding Method for Relative Layout Generation and Optimization in Manufacturing
M. Pouly and J. Koehler
Technical Report 1/2017, Lucerne University of Applied Sciences, 2017

Generic Local Computation
M. Pouly and C. Schneuwly and J. Kohlas
Technical Report, University of Luxembourg, 2011

Dynamic Programming and Local Computation
M. Pouly and J. Kohlas
Technical Report 07-02, University of Fribourg, 2007

NENOK 1.1 User Guide
M. Pouly
Technical Report 06-02, University of Fribourg, 2006

Minimizing Communication Costs of Distributed Local Computation
M. Pouly and J. Kohlas
Technical Report 05-20, University of Fribourg, 2005

Local Computation in Covering Join Trees
C. Schneuwly and M. Pouly and J. Kohlas
Technical Report 04-16, University of Fribourg, 2004