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Design, Implementation and Analysis of a Description Model for Complex Archaeological Objects

Author: Aybuke OzturkJérôme DarmontStéphane LallichSylvie Yona WaksmanHenning ChristiansenAll authors
Publisher: 2018.
Dissertation: Thèse de doctorat : Informatique : Lyon : 2018.
Edition/Format:   Computer file : Document : Thesis/dissertation : English
Summary:
La céramique est l'un des matériaux archéologiques les plus importants pour aider à la reconstruction des civilisations passées. Les informations à propos des objets céramiques complexes incluent des données textuelles, numériques et multimédias qui posent plusieurs défis de recherche abordés dans cette thèse. D'un point de vue technique, les bases de données de céramiques présentent différents
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Genre/Form: Thèses et écrits académiques
Material Type: Document, Thesis/dissertation, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: Aybuke Ozturk; Jérôme Darmont; Stéphane Lallich; Sylvie Yona Waksman; Henning Christiansen; Nicole Vincent; François Pinet; Zoï Tsirtsoni; Université de Lyon (2015-....).; École doctorale en Informatique et Mathématiques de Lyon.; Entrepôts, Représentation et Ingénierie des Connaissances.; Université Lumière (Lyon).
OCLC Number: 1128309120
Notes: Titre provenant de l'écran-titre.
Description: 1 online resource
Responsibility: Aybuke Ozturk ; sous la direction de Jérôme Darmont et de Stéphane Lallich et de Sylvie Yona Waksman.

Abstract:

La céramique est l'un des matériaux archéologiques les plus importants pour aider à la reconstruction des civilisations passées. Les informations à propos des objets céramiques complexes incluent des données textuelles, numériques et multimédias qui posent plusieurs défis de recherche abordés dans cette thèse. D'un point de vue technique, les bases de données de céramiques présentent différents formats de fichiers, protocoles d'accès et langages d'interrogation. Du point de vue des données, il existe une grande hétérogénéité et les experts ont différentes façons de représenter et de stocker les données. Il n'existe pas de contenu et de terminologie standard, surtout en ce qui concerne la description des céramiques. De plus, la navigation et l'observation des données sont difficiles. L'intégration des données est également complexe en raison de laprésence de différentes dimensions provenant de bases de données distantes, qui décrivent les mêmes catégories d'objets de manières différentes.En conséquence, ce projet de thèse vise à apporter aux archéologues et aux archéomètres des outils qui leur permettent d'enrichir leurs connaissances en combinant différentes informations sur les céramiques. Nous divisons notre travail en deux parties complémentaires : (1) Modélisation de données archéologiques complexes, et (2) Partitionnement de données (clustering) archéologiques complexes. La première partie de cette thèse est consacrée à la conception d'un modèle de données archéologiques complexes pour le stockage des données céramiques. Cette base de donnée alimente également un entrepôt de données permettant des analyses en ligne (OLAP). La deuxième partie de la thèse est consacrée au clustering (catégorisation) des objets céramiques. Pour ce faire, nous proposons une approche floue, dans laquelle un objet céramique peut appartenir à plus d'un cluster (d'une catégorie). Ce type d'approche convient bien à la collaboration avec des experts, enouvrant de nouvelles discussions basées sur les résultats du clustering.Nous contribuons au clustering flou (fuzzy clustering) au sein de trois sous-tâches : (i) une nouvelle méthode d'initialisation des clusters flous qui maintient linéaire la complexité de l'approche ; (ii) un indice de qualité innovant qui permet de trouver le nombre optimal de clusters ; et (iii) l'approche Multiple Clustering Analysis qui établit des liens intelligents entre les données visuelles, textuelles et numériques, ce qui permet de combiner tous les types d'informations sur les céramiques. Par ailleurs, les méthodes que nous proposons pourraient également être adaptées à d'autres domaines d'application tels que l'économie ou la médecine.

Ceramics are one of the most important archaeological materials to help in the reconstruction of past civilizations. Information about complex ceramic objects is composed of textual, numerical and multimedia data, which induce several research challenges addressed in this thesis. From a technical perspective, ceramic databases have different file formats, access protocols and query languages. From a data perspective, ceramic data are heterogeneous and experts have differentways of representing and storing data. There is no standardized content and terminology, especially in terms of description of ceramics. Moreover, data navigation and observation are difficult. Data integration is also difficult due to the presence of various dimensions from distant databases, which describe the same categories of objects in different ways.Therefore, the research project presented in this thesis aims to provide archaeologists and archaeological scientists with tools for enriching their knowledge by combining different information on ceramics. We divide our work into two complementary parts: (1) Modeling of Complex Archaeological Data and (2) Clustering Analysis of Complex Archaeological Data. The first part of this thesis is dedicated to the design of a complex archaeological database model for the storage of ceramic data. This database is also used to source a data warehouse for doing online analytical processing (OLAP). The second part of the thesis is dedicated to an in-depth clustering (categorization) analysis of ceramic objects. To do this, we propose a fuzzy approach, where ceramic objects may belong to more than one cluster (category). Such a fuzzy approach is well suited for collaborating with experts, by opening new discussions based on clustering results.We contribute to fuzzy clustering in three sub-tasks: (i) a novel fuzzy clustering initialization method that keeps the fuzzy approach linear; (ii) an innovative quality index that allows finding the optimal number of clusters; and (iii) the Multiple Clustering Analysis approach that builds smart links between visual, textual and numerical data, which assists in combining all types ofceramic information. Moreover, the methods we propose could also be adapted to other application domains such as economy or medicine.

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Les informations \u00E0 propos des objets c\u00E9ramiques complexes incluent des donn\u00E9es textuelles, num\u00E9riques et multim\u00E9dias qui posent plusieurs d\u00E9fis de recherche abord\u00E9s dans cette th\u00E8se. D\'un point de vue technique, les bases de donn\u00E9es de c\u00E9ramiques pr\u00E9sentent diff\u00E9rents formats de fichiers, protocoles d\'acc\u00E8s et langages d\'interrogation. Du point de vue des donn\u00E9es, il existe une grande h\u00E9t\u00E9rog\u00E9n\u00E9it\u00E9 et les experts ont diff\u00E9rentes fa\u00E7ons de repr\u00E9senter et de stocker les donn\u00E9es. Il n\'existe pas de contenu et de terminologie standard, surtout en ce qui concerne la description des c\u00E9ramiques. De plus, la navigation et l\'observation des donn\u00E9es sont difficiles. L\'int\u00E9gration des donn\u00E9es est \u00E9galement complexe en raison de lapr\u00E9sence de diff\u00E9rentes dimensions provenant de bases de donn\u00E9es distantes, qui d\u00E9crivent les m\u00EAmes cat\u00E9gories d\'objets de mani\u00E8res diff\u00E9rentes.En cons\u00E9quence, ce projet de th\u00E8se vise \u00E0 apporter aux arch\u00E9ologues et aux arch\u00E9om\u00E8tres des outils qui leur permettent d\'enrichir leurs connaissances en combinant diff\u00E9rentes informations sur les c\u00E9ramiques. Nous divisons notre travail en deux parties compl\u00E9mentaires : (1) Mod\u00E9lisation de donn\u00E9es arch\u00E9ologiques complexes, et (2) Partitionnement de donn\u00E9es (clustering) arch\u00E9ologiques complexes. La premi\u00E8re partie de cette th\u00E8se est consacr\u00E9e \u00E0 la conception d\'un mod\u00E8le de donn\u00E9es arch\u00E9ologiques complexes pour le stockage des donn\u00E9es c\u00E9ramiques. Cette base de donn\u00E9e alimente \u00E9galement un entrep\u00F4t de donn\u00E9es permettant des analyses en ligne (OLAP). La deuxi\u00E8me partie de la th\u00E8se est consacr\u00E9e au clustering (cat\u00E9gorisation) des objets c\u00E9ramiques. Pour ce faire, nous proposons une approche floue, dans laquelle un objet c\u00E9ramique peut appartenir \u00E0 plus d\'un cluster (d\'une cat\u00E9gorie). Ce type d\'approche convient bien \u00E0 la collaboration avec des experts, enouvrant de nouvelles discussions bas\u00E9es sur les r\u00E9sultats du clustering.Nous contribuons au clustering flou (fuzzy clustering) au sein de trois sous-t\u00E2ches : (i) une nouvelle m\u00E9thode d\'initialisation des clusters flous qui maintient lin\u00E9aire la complexit\u00E9 de l\'approche ; (ii) un indice de qualit\u00E9 innovant qui permet de trouver le nombre optimal de clusters ; et (iii) l\'approche Multiple Clustering Analysis qui \u00E9tablit des liens intelligents entre les donn\u00E9es visuelles, textuelles et num\u00E9riques, ce qui permet de combiner tous les types d\'informations sur les c\u00E9ramiques. Par ailleurs, les m\u00E9thodes que nous proposons pourraient \u00E9galement \u00EAtre adapt\u00E9es \u00E0 d\'autres domaines d\'application tels que l\'\u00E9conomie ou la m\u00E9decine.<\/span>\" ;\u00A0\u00A0\u00A0\nschema:description<\/a> \"Ceramics are one of the most important archaeological materials to help in the reconstruction of past civilizations. Information about complex ceramic objects is composed of textual, numerical and multimedia data, which induce several research challenges addressed in this thesis. From a technical perspective, ceramic databases have different file formats, access protocols and query languages. From a data perspective, ceramic data are heterogeneous and experts have differentways of representing and storing data. There is no standardized content and terminology, especially in terms of description of ceramics. Moreover, data navigation and observation are difficult. Data integration is also difficult due to the presence of various dimensions from distant databases, which describe the same categories of objects in different ways.Therefore, the research project presented in this thesis aims to provide archaeologists and archaeological scientists with tools for enriching their knowledge by combining different information on ceramics. We divide our work into two complementary parts: (1) Modeling of Complex Archaeological Data and (2) Clustering Analysis of Complex Archaeological Data. The first part of this thesis is dedicated to the design of a complex archaeological database model for the storage of ceramic data. This database is also used to source a data warehouse for doing online analytical processing (OLAP). The second part of the thesis is dedicated to an in-depth clustering (categorization) analysis of ceramic objects. To do this, we propose a fuzzy approach, where ceramic objects may belong to more than one cluster (category). 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<http:\/\/experiment.worldcat.org\/entity\/work\/data\/9663829659#Person\/darmont_jerome<\/a>> # J\u00E9r\u00F4me Darmont<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Person<\/a> ;\u00A0\u00A0\u00A0\nschema:familyName<\/a> \"Darmont<\/span>\" ;\u00A0\u00A0\u00A0\nschema:givenName<\/a> \"J\u00E9r\u00F4me<\/span>\" ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"J\u00E9r\u00F4me Darmont<\/span>\" ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/9663829659#Person\/lallich_stephane_1947<\/a>> # St\u00E9phane Lallich<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Person<\/a> ;\u00A0\u00A0\u00A0\nschema:birthDate<\/a> \"1947<\/span>\" ;\u00A0\u00A0\u00A0\nschema:deathDate<\/a> \"\" ;\u00A0\u00A0\u00A0\nschema:familyName<\/a> \"Lallich<\/span>\" ;\u00A0\u00A0\u00A0\nschema:givenName<\/a> \"St\u00E9phane<\/span>\" ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"St\u00E9phane Lallich<\/span>\" ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/9663829659#Person\/ozturk_aybuke_1986<\/a>> # Aybuke Ozturk<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Person<\/a> ;\u00A0\u00A0\u00A0\nschema:birthDate<\/a> \"1986<\/span>\" ;\u00A0\u00A0\u00A0\nschema:deathDate<\/a> \"\" ;\u00A0\u00A0\u00A0\nschema:familyName<\/a> \"Ozturk<\/span>\" ;\u00A0\u00A0\u00A0\nschema:givenName<\/a> \"Aybuke<\/span>\" ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Aybuke Ozturk<\/span>\" ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/9663829659#Person\/pinet_francois_1973<\/a>> # Fran\u00E7ois Pinet<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Person<\/a> ;\u00A0\u00A0\u00A0\nschema:birthDate<\/a> \"1973<\/span>\" ;\u00A0\u00A0\u00A0\nschema:deathDate<\/a> \"\" ;\u00A0\u00A0\u00A0\nschema:familyName<\/a> \"Pinet<\/span>\" ;\u00A0\u00A0\u00A0\nschema:givenName<\/a> \"Fran\u00E7ois<\/span>\" ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Fran\u00E7ois Pinet<\/span>\" ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/9663829659#Person\/tsirtsoni_zoi<\/a>> # Zo\u00EF Tsirtsoni<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Person<\/a> ;\u00A0\u00A0\u00A0\nschema:familyName<\/a> \"Tsirtsoni<\/span>\" ;\u00A0\u00A0\u00A0\nschema:givenName<\/a> \"Zo\u00EF<\/span>\" ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Zo\u00EF Tsirtsoni<\/span>\" ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/9663829659#Person\/vincent_nicole_1956<\/a>> # Nicole Vincent<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Person<\/a> ;\u00A0\u00A0\u00A0\nschema:birthDate<\/a> \"1956<\/span>\" ;\u00A0\u00A0\u00A0\nschema:deathDate<\/a> \"\" ;\u00A0\u00A0\u00A0\nschema:familyName<\/a> \"Vincent<\/span>\" ;\u00A0\u00A0\u00A0\nschema:givenName<\/a> \"Nicole<\/span>\" ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Nicole Vincent<\/span>\" ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/9663829659#Person\/waksman_sylvie_yona<\/a>> # Sylvie Yona Waksman<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Person<\/a> ;\u00A0\u00A0\u00A0\nschema:familyName<\/a> \"Waksman<\/span>\" ;\u00A0\u00A0\u00A0\nschema:givenName<\/a> \"Sylvie Yona<\/span>\" ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Sylvie Yona Waksman<\/span>\" ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/9663829659#Thing\/bases_de_donnees<\/a>> # Bases de donn\u00E9es<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Thing<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Bases de donn\u00E9es<\/span>\" ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/9663829659#Thing\/clustering<\/a>> # Clustering<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Thing<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Clustering<\/span>\" ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/9663829659#Thing\/clustering_de_partitions_combinees<\/a>> # Clustering de partitions combin\u00E9es<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Thing<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Clustering de partitions combin\u00E9es<\/span>\" ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/9663829659#Thing\/clustering_ensembliste<\/a>> # Clustering ensembliste<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Thing<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Clustering ensembliste<\/span>\" ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/9663829659#Thing\/entrepots_de_donnees<\/a>> # Entrep\u00F4ts de donn\u00E9es<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Thing<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Entrep\u00F4ts de donn\u00E9es<\/span>\" ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/9663829659#Thing\/initialisation_lineaire_maxmin<\/a>> # Initialisation lin\u00E9aire MaxMin<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Thing<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Initialisation lin\u00E9aire MaxMin<\/span>\" ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/9663829659#Thing\/objets_complexes<\/a>> # Objets complexes<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Thing<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Objets complexes<\/span>\" ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/9663829659#Thing\/olap<\/a>> # OLAP<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Thing<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"OLAP<\/span>\" ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/9663829659#Thing\/validite_des_clusters<\/a>> # Validit\u00E9 des clusters<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Thing<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Validit\u00E9 des clusters<\/span>\" ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/9663829659#Thing\/visual_tsfd<\/a>> # Visual TSFD<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Thing<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Visual TSFD<\/span>\" ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/9663829659#Topic\/archeologie_bases_de_donnees<\/a>> # Arch\u00E9ologie--Bases de donn\u00E9es<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Arch\u00E9ologie--Bases de donn\u00E9es<\/span>\" ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/9663829659#Topic\/archeometrie<\/a>> # Arch\u00E9om\u00E9trie<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Arch\u00E9om\u00E9trie<\/span>\" ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/9663829659#Topic\/ceramique_bases_de_donnees<\/a>> # C\u00E9ramique--Bases de donn\u00E9es<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"C\u00E9ramique--Bases de donn\u00E9es<\/span>\" ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/id.loc.gov\/vocabulary\/countries\/fr<\/a>>\u00A0\u00A0\u00A0\u00A0a \nschema:Place<\/a> ;\u00A0\u00A0\u00A0\ndcterms:identifier<\/a> \"fr<\/span>\" ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/www.theses.fr\/2018LYSE2048\/document<\/a>>\u00A0\u00A0\u00A0\nrdfs:comment<\/a> \"Acc\u00E8s au texte int\u00E9gral<\/span>\" ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/www.worldcat.org\/title\/-\/oclc\/1128309120<\/a>>\u00A0\u00A0\u00A0\u00A0a \ngenont:InformationResource<\/a>, genont:ContentTypeGenericResource<\/a> ;\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/www.worldcat.org\/oclc\/1128309120<\/a>> ; # Design, Implementation and Analysis of a Description Model for Complex Archaeological Objects<\/span>\n\u00A0\u00A0\u00A0\nschema:dateModified<\/a> \"2020-10-09<\/span>\" ;\u00A0\u00A0\u00A0\nvoid:inDataset<\/a> <http:\/\/purl.oclc.org\/dataset\/WorldCat<\/a>> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n\n

Content-negotiable representations<\/p>\n