Xavier SIEBERT
Number of publications : 91
2023
Scientific journals/Article
  • Stassin, S., Corduant, V., MAHMOUDI, S., & Siebert, X. (30 December 2023). Explainability and Evaluation of Vision Transformers: An In-Depth Experimental Study. "Electronics, 13" (1), 175. doi:10.3390/electronics13010175
  • Denis, C., Hebiri, M., Ndjia njike, B. E., & Siebert, X. (2023). Active learning algorithm through the lens of rejection arguments. "Machine Learning". doi:10.1007/s10994-023-06494-8
  • Ndjia njike, B. E., & Siebert, X. (2023). Nonparametric active learning for cost-sensitive classification. "Arxiv".
Scientific congresses and symposiums/Paper published in a book
Scientific congresses and symposiums/Paper published in a journal
  • La fisca, L., Jennebauffe, C., Bruyneel, M., Ris, L., Lefebvre, L., Siebert, X., & Gosselin, B. (2023). Enhancing OSA Assessment with Explainable AI. "Annual International Conference of the IEEE Engineering in Medicine and Biology Society".
  • La fisca, L., Jennebauffe, C., Bruyneel, M., Ris, L., Lefebvre, L., Siebert, X., & Gosselin, B. (2023). Explainable AI for EEG Biomarkers Identification in Obstructive Sleep Apnea Severity Scoring Task. "Proceedings IEEE/EMBS Conference on Neural Engineering (NER)".
Scientific conferences in universities or research centers/Scientific conference in universities or research centers
  • Stassin, S., Amel, O., Siebert, X., & Mahmoudi, S. (24 May 2023). "Best Approaches for Customs Fraud Detection" [Paper presentation]. Infortech Day.
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2022
Scientific journals/Article
  • Denis, C., Hebiri, M., Ndjia Njike, B. E., & Siebert, X. (2022). Active learning algorithm through the lens of rejection arguments. "arxiv".
Scientific congresses and symposiums/Unpublished conference/Abstract
  • Amel, O., Mahmoudi, S., & Siebert, X. (28 July 2022). "Multimodal learning for customs fraud detection and action recognition" [Paper presentation]. Deeplearn summer school 2022.
  • Stassin, S.* , Amel, O., Mahmoudi, S., & Siebert, X. (30 March 2022). "Artificial Intelligence and Natural Language Processing for Customs Fraud Prediction" [Paper presentation]. InforTech Day, Mons, Belgium.
  • Amel, O., Mahmoudi, S., Siebert, X., & Stassin, S. (30 March 2022). "Review of multimodal approaches" [Paper presentation]. Infortech day on Data science, Mons, Belgium.
Scientific congresses and symposiums/Paper published in a journal
  • Ndjia Njike, B. E., & Siebert, X. (2022). Multi-class classification in nonparametric active learning. "Proceedings of Machine Learning Research, 151", 7124–7162.
Scientific congresses and symposiums/Poster
  • Amel, O., Mahmoudi, S., Siebert, X., & Hadjila fethallah. (24 August 2022). "Multimodal learning for action recognition and customs fraud detection" [Poster presentation]. deep learning indaba 2022, Tunis, Tunisia.
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2021
Scientific journals/Article
  • De Handschutter, P., Gillis, N., & Siebert, X. (10 August 2021). A Survey on Deep Matrix Factorizations. "Computer Science Review, 42".
  • Sihag, G., Delcroix, V., Grislin-Le Strugeon, E., Siebert, X., Piechowiak, S., Gaxatte, C., & Puisieux, F. (2021). Evaluation of risk factors for fall in elderly using Bayesian networks: A case study. "Computer Methods and Programs in Biomedicine". doi:10.1016/j.cmpbup.2021.100035
Scientific congresses and symposiums/Unpublished conference/Abstract
  • Delcroix, V., Sihag, G., Grislin-Le Strugeon, E., Siebert, X., Piechowiak, S., & Puisieux, F. (25 May 2021). "Prédiction des facteurs de risque de chute chez les personnes âgées à partir d'observations partielles à l'aide d'un réseau bayésien" [Paper presentation]. Colloque francophone chute de la personne âgée, Valenciennes, France.
Scientific congresses and symposiums/Paper published in a journal
  • Sihag, G., Delcroix, V., Grislin-Le Strugeon, E., Siebert, X., & Piechowiak, S. (2021). "Temporal Data Simulation based on a real data set for fall prevention" [Paper presentation]. 10èmes Journées Francophones sur les Réseaux Bayésiens et les Modèles Graphiques Probabilistes, Porquerolles, France.
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2020
Scientific journals/Book review
  • Ndjia Njike, B. E., & Siebert, X. (2020). Nonparametric adaptive active learning under local smoothness condition. "arXiv preprint arXiv:2102.11077, 2021".
Scientific journals/Article
  • Giudice, F., WEBER, T., Lessage, X., Mahmoudi, S., Mahmoudi, S., & Siebert, X. (2020). Deep Convolutional Neural Networks (CNN) for mammographic abnormalities detection and segmentation. "International Journal of Computer Assisted Radiology and Surgery".
  • De Handschutter, P., Gillis, N., Vandaele, A., & Siebert, X. (01 March 2020). Near-Convex Archetypal Analysis. "IEEE Signal Processing Letters, 27" (1), 81-85.
Dissertations and theses/Doctoral thesis
  • Laraba, S. (2020). "Deep Learning for Skeleton-Based Human Action Recognition" [Doctoral thesis, Université de Mons]. ORBi UMONS-University of Mons. https://orbi.umons.ac.be/handle/20.500.12907/42333
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2019
Scientific journals/Book review
  • Ndjia Njike, B. E., & Siebert, X. (2019). K-NN active learning under local smoothness assumption. "arXiv.org".
Scientific congresses and symposiums/Unpublished conference/Abstract
  • Ndjia Njike, B. E., & Siebert, X. (22 November 2019). "Nonparametric adaptive active learning under local smoothness condition" [Paper presentation]. Grascomp Doctoral Day (GDD'19), UNamur, Belgium.
Scientific congresses and symposiums/Paper published in a journal
  • Leplat, V., Gillis, N., Siebert, X., & Ang, M. S. (2019). Séparation aveugle de sources sonores par factorization en matrices positives avec pénalité sur le volume du dictionnaire. "GRETSI".
  • Ndjia Njike, B. E., & Siebert, X. (2019). "Nonparametric Active learning under local smoothness assumption" [Paper presentation]. Conférence francophone sur l'apprentissage automatique, Toulouse, France.
Dissertations and theses/Doctoral thesis
  • Itani, S. (2019). "Towards Explainable Knowledge-Guided Data Mining for Medical Diagnosis Aid: Application to Children Mental Disorders" [Doctoral thesis, Université de Mons]. ORBi UMONS-University of Mons. https://orbi.umons.ac.be/handle/20.500.12907/33828
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2018
Scientific congresses and symposiums/Unpublished conference/Abstract
  • Ndjia Njike, B. E., & Siebert, X. (19 October 2018). "Nonparametric active learning" [Paper presentation]. Logic meets Learning, Umons, Belgium.
  • Ndjia Njike, B. E., & Siebert, X. (02 February 2018). "Risk bounds on statistical learning" [Paper presentation]. 32nd Annual Conference of the Belgian Operational Research Society (ORBEL 32), Liège, Belgium.
  • Bellahdid, N., Siebert, X., & Abbas, M. (01 February 2018). "Comparison of active learning classification strategies" [Paper presentation]. 32nd Annual Conference of the Belgian Operational Research Society (ORBEL 32), Liège, Belgium.
Scientific congresses and symposiums/Poster
  • Bellahdid, N., Siebert, X., & Abbas, M. (21 May 2018). "Active learning classification strategies" [Poster presentation]. 4th Algerian Congress of Mathematicians, Bourmedes, Algeria.
Dissertations and theses/Doctoral thesis
  • Seddati, O. (2018). "Reconnaissance et Recherche de Données Multimédia par les Réseaux de Neurones Profonds" [Doctoral thesis, Université de Mons]. ORBi UMONS-University of Mons. https://orbi.umons.ac.be/handle/20.500.12907/42315
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2017
Scientific congresses and symposiums/Unpublished conference/Abstract
  • Bellahdid, N., Siebert, X., & Abbas, M. (21 January 2017). "Active learning classification strategies" [Paper presentation]. Journées Doctorales de Recherche Opérationnelle et Management, USTBH, Algeria.
Scientific congresses and symposiums/Poster
  • Ndjia Njike, B. E., & Siebert, X. (07 March 2017). "Apprentissage Statistique : Théorie et Applications" [Poster presentation]. Huitième édition montoise du MdC : le Mardi des Chercheurs 2017, UMons, Belgique, 2017, Mons, Belgium.
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2016
Scientific journals/Article
  • Slabchenko, O., Sydorenko, V., & Siebert, X. (15 August 2016). Development of models for imputation of data from social networks on the basis of an extended matrix of attributes. "EasternEuropean Journal of Enterprise Technologies, 4" (2), 82.
Scientific congresses and symposiums/Paper published in a journal
Scientific congresses and symposiums/Poster
  • Siebert, X., Mélot, H., & Hulshof, C. (12 September 2016). "Study of the robustness of descriptors for musical instruments classification" [Poster presentation]. Belgian-Dutch Conference on Machine Learning, BeneLearn, Courtrai, Belgium.
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2015
Dissertations and theses/Doctoral thesis
  • Brognaux, S. (2015). "Expressive speech synthesis: Research and system design with hidden Markov Model" [Doctoral thesis, Université de Mons]. ORBi UMONS-University of Mons. https://orbi.umons.ac.be/handle/20.500.12907/42152
  • Frisson, C. (2015). "Designing interaction for browsing media collections (by similarity)" [Doctoral thesis, Université de Mons]. ORBi UMONS-University of Mons. https://orbi.umons.ac.be/handle/20.500.12907/41801
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2014
Scientific journals/Article
  • Gurrieri, M., Fortemps, P., & Siebert, X. (01 January 2014). Alternative Decomposition Techniques for Label Ranking. "Communications in Computer and Information Science, 443" (2), 464-474.
Scientific congresses and symposiums/Paper published in a journal
  • Gurrieri, M., Fortemps, P., & Siebert, X. (2014). "Data Generation Techniques for Label Ranking" [Paper presentation]. From Decision Aid to Preference Learning, Paris, France.
  • Gurrieri, M., Siebert, X., Ait Taleb, N., Pirlot, M., & Fortemps, P. (2014). "Data Generation Techniques for Label Ranking" [Paper presentation]. From Multiple Criteria Decision Analysis to Preference Learning DA2PL 2014, Ecole Centrale Paris , France.
  • Frisson, C., Dupont, S., Yvart, W., Riche, N., Siebert, X., & Dutoit, T. (2014). "A Proximity Grid Optimization Method to Improve Audio Search for Sound Design" [Paper presentation]. International Symposium/Conference on Music Information Retrieval, .
  • Frisson, C., Dupont, S., Yvart, W., Riche, N., Siebert, X., & Dutoit, T. (2014). "AudioMetro: Directing Search for Sound Designers Through Content-based Cues" [Paper presentation]. Audio Mostly Conference, . doi:10.1145/2636879.2636880
  • Gurrieri, M., Fortemps, P., & Siebert, X. (2014). "Reduction learning techniques for Label Ranking" [Paper presentation]. 0th Conference of the International Federation of Operational Research Societies, Barcelona, Spain.
  • Gurrieri, M., Fortemps, P., & Siebert, X. (2014). "Alternative Decomposition Techniques for Label Ranking" [Paper presentation]. 28th Conference on Quantitative Methods for Decision Making-ORBEL 2014, Mons , Belgium.
  • Siebert, X. (2014). "MediaCycle : A tool for interactive browsing of multimedia libraries" [Paper presentation]. 28th Conference on Quantitative Methods for Decision Making-ORBEL 2014, Mons , Belgium.
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2013
Parts of books/Contribution to collective works
  • D'alessandro, N., Astrinaki, M., & Dutoit, T. (2013). MAGEFACE : Performative Convension of Facial Characteristics into Speech Synthesis Parameters. In M. Mancas, T. Dutoit, N. D'alessandro, X. Siebert, B. Gosselin, C. Valderrama, M. Mancas (Ed.), T. Dutoit (Ed.), N. D'alessandro (Ed.), X. Siebert (Ed.), B. Gosselin (Ed.), ... C. Valderrama (Ed.), "Intelligent Technologies for Interactive Entertainment" (pp. 179-182).
Scientific journals/Article
  • Frisson, C., Dupont, S., Moinet, A., Picard, C., Ravet, T., Dutoit, T., & Siebert, X. (07 January 2013). VideoCycle: User-Friendly Navigation by Similarity in Video Databases. "Lecture Notes in Computer Science, 7733", 550-553.
Scientific congresses and symposiums/Unpublished conference/Abstract
  • Gurrieri, M., Fortemps, P., & Siebert, X. (20 March 2013). "Rule Based Label Ranking" [Paper presentation]. Présentation de 45' pendant le WORKSHOP: UNCERTAINTY IN MACHINE LEARNING, Marburg, Germany.
Scientific congresses and symposiums/Paper published in a book
  • Mancas, M., Dutoit, T., D'alessandro, N., Siebert, X., Gosselin, B., & Valderrama, C. (2013). "Intelligent Technologies for Interactive Entertainment: 5th International ICST Conference, INTETAIN 2013" [Paper presentation]. 5th International ICST Conference, INTETAIN 2013, Mons, Belgium.
Scientific congresses and symposiums/Paper published in a journal
  • Gurrieri, M., Fortemps, P., & Siebert, X. (2013). "Label Ranking with Preference Intensity" [Paper presentation]. European Conference on Data Analysis 2013, Luxembourg, Luxembourg.
  • Gurrieri, M., Siebert, X., & Fortemps, P. (2013). "Label Ranking with Preference Intensity" [Paper presentation]. 26th European Conference on Operational Research , EURO/INFORMS MMXIII, Rome, Italy.
  • Gurrieri, M., Fortemps, P., & Siebert, X. (2013). "Label Ranking with Intensity of Preference" [Paper presentation]. 26th European Conference on Operational Research , EURO/INFORMS MMXIII, Rome, Italy.
  • Borzee, F., Mousseau, V., Pirlot, M., Siebert, X., & Viappiani, P. (2013). "Bayesian Recommendations and Utility Elicitation with Intensity of Preference Statements" [Paper presentation]. 26th European Conference on Operational Research , EURO/INFORMS MMXIII, Rome, Italy.
  • Frisson, C., Dupont, S., Moinet, A., Picard, C., Ravet, T., Siebert, X., & Dutoit, T. (2013). "Video­Cy­cle: user-friendly nav­i­ga­tion by sim­i­lar­ity in video data­bases" [Paper presentation]. Pro­ceed­ings of the Mul­ti­me­dia Mod­el­ing Con­fer­ence (MMM), Video Browser Show­down ses­sion, Huangshan, China.
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2012
Parts of books/Contribution to collective works
  • Mancas, M., De Beul, D., Riche, N., & Siebert, X. (2012). Human Attention Modelization and Data Reduction. In "Video Compression". InTech.
Scientific journals/Article
  • Gurrieri, M., Siebert, X., Fortemps, P., Greco, S., & Slowinski, R. (24 November 2012). Label Ranking: A New Rule-Based Label Ranking Method. "Communications in Computer and Information Science, 297", 613-623.
Scientific congresses and symposiums/Paper published in a book
  • Pirlot, M., Gurrieri, M., & Siebert, X. (2012). "DA2PL'2012: From Multiple Criteria Decision Aid to Preference Learning" [Paper presentation]. From Multiple Criteria Decision Aid to Preference Learning DA2PL 2012, Mons, Belgium.
Scientific congresses and symposiums/Paper published in a journal
  • Gurrieri, M., Siebert, X., Fortemps, P., Slowinski, R., & Greco, S. (2012). "Reduction from Label Ranking to Binary Classification" [Paper presentation]. From Multiple Criteria Decision Aid to Preference Learning DA2PL 2012, Mons, Belgium.
  • Frisson, C., Dupont, S., Leroy, J., Moinet, A., Ravet, T., Siebert, X., & Dutoit, T. (2012). "LoopJam: turning the dance floor into a collaborative instrumental map" [Paper presentation]. Proceedings of the 12th Conference on New Interfaces for Musical Expression (NIME'12), Ann Arbor, Michigan, United States - Michigan.
  • Frisson, C., Dupont, S., Leroy, J., Moinet, A., Ravet, T., Siebert, X., & Dutoit, T. (2012). "LoopJam : une Carte Musicale Collaborative sur la Piste de Danse" [Paper presentation]. Actes des Journées d'Informatique Musicale (JIM 2012), Mons, Belgium.
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2011
Scientific journals/Book review
  • Frisson, C., Dupont, S., Leroy, J., Moinet, A., Ravet, T., & Siebert, X. (01 June 2011). LoopJam: a collaborative musical map on the dance floor. "Quarterly Progress Scientific Report of the Numediart Research Program, 4" (2), 37-40.
Scientific journals/Article
  • Dupont, S., Frisson, C., Urbain, J., Mahmoudi, S., & Siebert, X. (01 March 2011). MEDIABLENDER : INTERACTIVE MULTIMEDIA SEGMENTATION. "Quarterly Progress Scientific Report of the Numediart Research Program, 4" (1), 1-6.
Scientific congresses and symposiums/Paper published in a journal
  • Dupont, S., Frisson, C., Leroy, J., Moinet, A., Ravet, T., Siebert, X., & Urbain, J. (2011). "LoopJam" [Paper presentation]. NEM 2011, Torino, Italy.
  • Frisson, C., Dupont, S., Siebert, X., & Dutoit, T. (2011). "Similarity in media content: digital art perspectives" [Paper presentation]. ISEA 2011, Istanbul, Turkey.
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2010
Scientific journals/Article
  • Tardieu, D., Siebert, X., Mazzarino, B., Chessini Bose, R., Dubois, J., Dupont, S., Varni, G., & Visentin, A. (01 September 2010). Browsing a dance video collection: dance analysis and interface design. "Journal on Multimodal User Interfaces, 4" (1), 37-46.
  • Chufan, E., Prigge, S., Siebert, X., Eipper, B., Mains, R., & Amzel, L. (2010). Differential reactivity between two copper sites in peptidylglycine alpha-hydroxylating monooxygenase (PHM). "Journal of the American Chemical Society".
Scientific congresses and symposiums/Unpublished conference/Abstract
  • Tardieu, D., Siebert, X., Mazzarino, B., & Blumenthal, B. (01 April 2010). "An interactive installation for browsing an dance video database" [Paper presentation]. Le Fresnoy, Studio National des Arts Contemporains, Tourcoing, Tourcoing, France.
Scientific congresses and symposiums/Paper published in a journal
  • Tardieu, D., Dupont, S., Siebert, X., Mazzarino, B., & Blumenthal, B. (2010). "An Interactive installation for browsing a Dance Video Database" [Paper presentation]. IMIDA2010, Workshop on Interactive Multimedia Installations and Digital Art, at ICME2010, Singapore, Singapore.
  • Frisson, C., Dupont, S., Siebert, X., Tardieu, D., Dutoit, T., & Macq, B. (2010). "DeviceCycle: rapid and reusable prototyping of gestural interfaces, applied to audio browsing by similarity" [Paper presentation]. Conference on New Interfaces for Musical Expression, Sydney, Australia.
  • Tardieu, D., Siebert, X., Mazzarino, B., & Blumenthal, B. (2010). "An interactive installation for browsing a dance video database" [Paper presentation]. IEEE International Conference on Multimedia & Expo, Singapore.
  • Dupont, S., Frisson, C., Siebert, X., & Tardieu, D. (2010). "Browsing sound and music librairies by similarity" [Paper presentation]. 128th Convention of the Audio Engineering Society, .
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2009
Scientific journals/Article
  • Tardieu, D., Dubois, J., Chessini Bose, R., Dupont, S., Mazzarino, B., Hidot, S., Moinet, A., Siebert, X., Varni, G., & Visentin, A. (01 September 2009). Video Navigation Tool: Application to browsing a database of dancers' performances. "Quarterly Progress Scientific Report of the Numediart Research Program, 2" (3), 85-90.
  • Siebert, X., & Navaza, J. (01 July 2009). Urox 2.0: an interactive tool for fitting atomic models into electron microscopy reconstructions. "Acta Crystallographica. Section D, Biological Crystallography, 65", 651-658. doi:10.1107/S0907444909008671
  • Siebert, X., & Navaza, J. (2009). UROX 2.0 : an interactive tool for fitting atomic models into electron- microscopy reconstructions. "acta crystallographica D".
  • Dupont, S., Dubuisson, T., Mills, J., Moinet, A., Siebert, X., Tardieu, D., & Urbain, J. (26 June 2009). LaughterCycle. "Quarterly Progress Scientific Report of the Numediart Research Program, 2" (2), 23-32.
  • Siebert, X., Dupont, S., Fortemps, P., & Tardieu, D. (01 March 2009). MediaCycle: browsing and performing with sound and image libraries. "Quarterly Progress Scientific Report of the Numediart Research Program, 2" (1).
  • Frisson, C., Reboursière, L., Filatriau, J.-J., Todoroff, T., & Siebert, X. (01 March 2009). Behavioral Installations : emergent audiovisual installations influencd by visitor's behaviours. "Quarterly Progress Scientific Report of the Numediart Research Program, 2" (5).
Scientific congresses and symposiums/Paper published in a journal
  • Siebert, X., Dupont, S., Frisson, C., & Tardieu, D. (2009). "MultiMediaCycle: consolidating the hyforge framework towards improved scalability and usability" [Paper presentation]. QPSR of the numediart research program, .
  • Tardieu, D., Chessini Bose, R., Dubois, J., Dupont, S., Hidot, S., Mazzarino, B., Siebert, X., Varni, G., & Visentin, A. (2009). "Video Navigation Tool: Application to browsing a database of dancers performances" [Paper presentation]. 5th International Summer Workshop on Multimodal Interfaces - eNTERFACE'09, Genova, Italy.
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2008
Scientific journals/Article
  • Mancas, M., Bagein, M., Guichard, N., Hidot, S., Machy, C., Mahmoudi, S., & Siebert, X. (01 December 2008). Project # 4.3 : augmented virtual studio. "Quarterly Progress Scientific Report of the Numediart Research Program, 1" (4), 147-155.
  • Libersou, S., Siebert, X., Ouldali, M., Estrozi, L., Navaza, J., Charpilienne, A., Garnier, P., Poncet, D., & Lepault, J. (26 June 2008). Geometry mismatches within the concentric layers of rotavirus particles : a potential regulatory switch of the rotavirus transcription activity. "Journal of Virology, 82" (6), 2844-52.
  • Gutsche, I., Vujicic-Žagar, A., Siebert, X., Servant, P., Vannier, F., Castaing, B., Gallet, B., Heulin, T., de Groot, A., Sommer, S., & Serre, L. (2008). Complex oligomeric structure of DdrA : a protein required for the extreme radiotolerance of Deinococcus. "Biochimica et Biophysica Acta".
Scientific congresses and symposiums/Unpublished conference/Abstract
  • Siebert, X., & Navaza, J. (26 June 2008). "UROX, an interactive tool for fitting atomic models into low-resolution maps" [Paper presentation]. New algorithms in macromolecular crystallography and Electron Microscopy, Leiden, Netherlands.
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2007
Scientific journals/Article
  • Trapani, S., Siebert, X., & Navaza, J. (26 June 2007). The concept of resolution in the domain of rotations. "Acta Crystallographica. Section A, Foundations of Crystallography, 63" (2), 126-130.
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2005
Scientific journals/Article
  • Amzel, L. M., Siebert, X., Armstrong, A., & Pabon, G. (26 June 2005). Thermodynamic Calculations in biological systems. "Biophysical Chemistry, 117", 239-254.
  • Siebert, X., Eipper, B., Mains, R., Prigge, S., Blackburn, N., & Amzel, L. M. (26 June 2005). The catalytic copper of PHM also plays a critical structural role. "Biophysical Journal, 89" (5), 3312-3319.
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2004
Scientific journals/Article
  • Siebert, X., & Amzel, L. M. (26 June 2004). Loss of translational entropy in molecular associations. "Proteins, 54" (1), 104-115.
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2002
Scientific journals/Article
  • Siebert, X., & Hummer, G. (26 June 2002). Hydrophobicity maps of the N-peptide coiled coil of HIV-1 gp41. "Biochemistry, 41" (9), 2956-2961.
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