{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,22]],"date-time":"2026-09-22T05:15:18Z","timestamp":1790054118632,"version":"4.0.1"},"reference-count":73,"publisher":"MDPI AG","issue":"4","license":[{"start":{"date-parts":[[2020,4,21]],"date-time":"2020-04-21T00:00:00Z","timestamp":1587427200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Information"],"abstract":"<jats:p>The purpose of this extension of the ESM\u20192019 conference paper is to propose some means to implement an artificial thinking model that simulates human psychological behavior. The first necessary model is the time fuzzy vector space model (TFVS). Traditional fuzzy logic uses fuzzification\/defuzzification, fuzzy rules and implication to assess and combine several significant attributes to make deductions. The originality of TFVS is not to be another fuzzy logic model but rather a fuzzy object-oriented model which implements a dynamic object structural, behavior analogy and which encapsulates time fuzzy vectors in the object components and their attributes. The second model is a fuzzy vector space object oriented model and method (FVSOOMM) that describes how-to realize step by step the appropriate TFVS from the ontology class diagram designed with the Unified Modeling Language (UML). The third contribution concerns the cognitive model (Emotion, Personality, Interactions, Knowledge (Connaissance) and Experience) EPICE the layers of which are necessary to design the features of the artificial thinking model (ATM). The findings are that the TFVS model provides the appropriate time modelling tools to design and implement the layers of the EPICE model and thus the cognitive pyramids of the ATM. In practice, the emotion of cognitive dissonance during buying decisions is proposed and a game addiction application depicts the gamer decision process implementation with TFVS and finite state automata. Future works propose a platform to automate the implementation of TFVS according to the steps of the FVSOOMM method. An application is a case-based reasoning temporal approach based on TFVS and on dynamic distances computing between time resultant vectors in order to assess and compare similar objects\u2019 evolution. The originality of this work is to provide models, tools and a method to design and implement some features of an artificial thinking model.<\/jats:p>","DOI":"10.3390\/info11040229","type":"journal-article","created":{"date-parts":[[2020,4,22]],"date-time":"2020-04-22T04:15:13Z","timestamp":1587528913000},"page":"229","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["Fvsoomm a Fuzzy Vectorial Space Model and Method of Personality, Cognitive Dissonance and Emotion in Decision Making"],"prefix":"10.3390","volume":"11","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-9260-0166","authenticated-orcid":false,"given":"Jo\u00ebl","family":"Colloc","sequence":"first","affiliation":[{"name":"UMR IDEES 6266, University Le Havre Normandy, 76600 Le Havre, France"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1968","published-online":{"date-parts":[[2020,4,21]]},"reference":[{"key":"ref_1","unstructured":"Fuster-Parra, P., and Sierra, O.V. (2019). The evolution of artificial intelligence towards autonomous systems with personality simulation. The 2019 European Simulation and Modelling Conference ESM\u20192019, EUROSIS."},{"key":"ref_2","unstructured":"Booch, G., Rumbaugh, J., and Jacobson, I. (1998). The Unified Modeling Language User Guide, Addisson Wesley."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"45","DOI":"10.1016\/0888-613X(91)90006-8","article-title":"On the Semantics of Fuzzy Logic","volume":"5","author":"Ruspini","year":"1991","journal-title":"Int. J. Approx. Reason."},{"key":"ref_4","first-page":"108","article-title":"Medaitive Fuzzy Logic for Controlling Population Size in Evolutionary Algorithms","volume":"1","author":"Montiel","year":"2009","journal-title":"Intell. Inf. Manag."},{"key":"ref_5","first-page":"440","article-title":"Design and Evaluation of a Fuzzy Logic Based Decision Support System for Grading of Golden Delicious Apples","volume":"8","author":"Lorestani","year":"2006","journal-title":"Int. J. Agric. Biol."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"219","DOI":"10.1023\/A:1010030809960","article-title":"FLAME\u2014Fuzzy Logic Adaptive Model of Emotions","volume":"3","author":"Yen","year":"2000","journal-title":"Auton. Agents Multi-Agent Syst."},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"635","DOI":"10.1142\/S0218488503002387","article-title":"Defuzzification within a Multicriteria Decision Model","volume":"11","author":"Opricovic","year":"2003","journal-title":"Int. J. Uncertain. Fuzziness Knowl.-Based Syst."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"683","DOI":"10.1080\/03081070701456088","article-title":"Defuzzification as a special way of dealing with retranslation","volume":"36","author":"Martin","year":"2007","journal-title":"Int. J. Gen. Syst."},{"key":"ref_9","doi-asserted-by":"crossref","unstructured":"Dadios, P.E. (2012). A Mamdani Type Fuzzy Logic Controller. Fuzzy Logic\u2014Controls, Concepts, Teories and Applications, Intech.","DOI":"10.5772\/2662"},{"key":"ref_10","first-page":"875","article-title":"Design of Mamdani fuzzy logic controllers with rule base minimisation using genetic algorithm","volume":"18","author":"Belarbi","year":"2005","journal-title":"Artif. Intell."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"192","DOI":"10.1016\/j.jobe.2018.12.005","article-title":"Rule-based fuzzy control method for static pressure reset using improved T Mamdani model in VAV systems","volume":"22","author":"Li","year":"2019","journal-title":"J. Build. Eng."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/S0020-7373(75)80002-2","article-title":"An Experiment in linguistic synthesis with fuzzy logic Controll","volume":"7","author":"Mamdani","year":"1975","journal-title":"Int. J. Man-Mach. Stud."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"88","DOI":"10.1109\/91.983282","article-title":"Implication Operators in Fuzzy Logic","volume":"10","author":"Ying","year":"2002","journal-title":"IEEE Trans. Fuzzy Syst."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"187","DOI":"10.1023\/A:1008216431052","article-title":"An Advanced Case-Knowledge Architecture Based on Fuzzy Objects","volume":"7","author":"Dubitzky","year":"1997","journal-title":"Appl. Intell."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"315","DOI":"10.1093\/bib\/bbl044","article-title":"Understanding the computational methodologies of systems biology","volume":"7","author":"Dubitzky","year":"2006","journal-title":"Briefings Bioinform."},{"key":"ref_16","unstructured":"Bouchon-Meunier, B. (1990). Actes des 3e Journ\u00e9Es Nationales PRC-GDR Intelligence Artificielle, HERMES."},{"key":"ref_17","unstructured":"Bouchon-Meunier, B. (1993). La Logique Floue, PUF. Que sais-je? 2702."},{"key":"ref_18","unstructured":"Bouchon-Meunier, B., and Marsala, C. (2003). Logique Floue, Principes, Aide \u00e0 la D\u00e9Cision, Lavoisier."},{"key":"ref_19","first-page":"1182","article-title":"Fuzzy Logic in Control Systems: Fuzzy Logic Controller","volume":"20","author":"Lee","year":"1990","journal-title":"IEEE Trans. Syst. Man Cybern."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"307","DOI":"10.1016\/j.jbi.2015.06.012","article-title":"Emerging Medical Informatics with Case-Based Reasoning for Aiding Clinical Decision in Multi-Agent System","volume":"56","author":"Shen","year":"2015","journal-title":"J. Biomed. Inform."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"20","DOI":"10.1016\/j.artmed.2018.01.003","article-title":"An ontology-driven clinical decision support system (IDDAP) for infectious disease diagnosis and antibiotic prescription","volume":"86","author":"Shen","year":"2018","journal-title":"Artif. Intell. Med."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"2751","DOI":"10.1016\/j.ins.2008.02.012","article-title":"Is there a need for fuzzy logic?","volume":"178","author":"Zadeh","year":"2008","journal-title":"Inf. Sci."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"338","DOI":"10.1016\/S0019-9958(65)90241-X","article-title":"Fuzzy Sets","volume":"8","author":"Zadeh","year":"1965","journal-title":"Inf. Control"},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"99","DOI":"10.1016\/S0019-9958(68)90211-8","article-title":"Fuzzy algorithms","volume":"12","author":"Zadeh","year":"1968","journal-title":"Inf. Control"},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"9","DOI":"10.1016\/S0165-0114(99)80004-9","article-title":"Fuzzy Sets As a Basis For a Theory of Possibility","volume":"100","author":"Zadeh","year":"1999","journal-title":"Fuzzy Sets Syst."},{"key":"ref_26","unstructured":"Colloc, J., and Boulanger, D. (1993, January 24\u201328). Automatic knowledge acquisition for object oriented expert systems. Proceedings of the AVIGNON\u201993, Thirteenth International Conference Artificial Intelligence, Expert Systems, Natural Language, Avignon, France."},{"key":"ref_27","unstructured":"Colloc, J., and Summons, P. (2006, January 5\u20137). An Object Oriented Time Model of a Decision Support System for Intoxication Diagnoses. Proceedings of the Industrial Simulation Conference, Palerme, Italy."},{"key":"ref_28","unstructured":"Tardieu, H., Rochfeld, A., and Colletti, R. (2000). La M\u00e9thode Merise, Editions d\u2019organisation."},{"key":"ref_29","unstructured":"Schreiber, G., Wielinga, B., and Breuker, J. (1993). KADS: A Principled Approach to Knowledge-Based System Development, Academic Press."},{"key":"ref_30","unstructured":"Boulanger, D., and Colloc, J. (1993). Une M\u00e9thode Orient\u00e9e Objet Pour L\u2019\u00e9laboration de Syst\u00e8mes Experts, VOLCANS-IA 93."},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"255","DOI":"10.3166\/sdm.11.1-2.255-274","article-title":"Un m\u00e9tamod\u00e8le d\u2019aide \u00e0 la decision en \u00e9thique m\u00e9dicale","volume":"11","author":"Colloc","year":"2008","journal-title":"Sant\u00e9 D\u00e9cision Manag."},{"key":"ref_32","first-page":"103","article-title":"An approach of the Process of Addiction: A model of the experience","volume":"Volume 1","author":"Dubois","year":"2017","journal-title":"Proceedings of the Symposium on Reversible Time, Retardation and Anticipation in Quantum Physics, Biology and Cybernetics 29th Int Conference on Systems Research, Informatics and Cybernetics, Baden-Baden"},{"key":"ref_33","unstructured":"Colloc, J., and Sybord, C. (2003, January 8). A Multi-Agent Approach to Involve Multiple Knowledge Models and the Case Base Reasoning Approach in Decision Support Systems. Proceedings of the 35th IEEE Southeastern Symposium on System Theory (SSST\u201903), Morgantown, WV, USA."},{"key":"ref_34","doi-asserted-by":"crossref","unstructured":"Ortony, A., Clore, G., and Collins, A. (1988). The Cognitive Structure of Emotions, Cambridge University Press.","DOI":"10.1017\/CBO9780511571299"},{"key":"ref_35","first-page":"243","article-title":"Maintaining Organization in a Dynamic Long-Term Memory","volume":"7","author":"Kolodner","year":"1983","journal-title":"Cogn. Sci."},{"key":"ref_36","doi-asserted-by":"crossref","unstructured":"Kolodner, J.L. (1993). Case-Based Reasoning, Morgan Kaufmann.","DOI":"10.1016\/B978-1-55860-237-3.50005-4"},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"39","DOI":"10.3233\/AIC-1994-7104","article-title":"Case-Based Reasoning, Foundational Issues, Methodological Variations, and System Approaches","volume":"7","author":"Aamodt","year":"1994","journal-title":"AI Commun."},{"key":"ref_38","doi-asserted-by":"crossref","unstructured":"Picard, R.W. (1997). Affective Computing Cambridge, The MIT Press.","DOI":"10.1037\/e526112012-054"},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"241","DOI":"10.1080\/026999396380240","article-title":"Appraisal determinants of emotions: Constructing a more accurate and comprehensive theory","volume":"10","author":"Roseman","year":"1996","journal-title":"Cogn. Emot."},{"key":"ref_40","unstructured":"El-Nasr, M.S., Loerger, T.R., Yen, J., House, D.H., and Parke, F.I. (1999, January 26\u201329). Emotionnally Expressive Agents. Proceedings of the Computer Animation (CA\u201999), Geneva, Switzerland."},{"key":"ref_41","doi-asserted-by":"crossref","unstructured":"Kshirsagar, S., and Magnenat-Thalmann, N. (2002, January 11). A Multilayer Personality Model. Proceedings of the Symposium on Smart Graphics, Hawthorne, NY, USA.","DOI":"10.1145\/569005.569021"},{"key":"ref_42","unstructured":"Piaget, J. (1967). La Psychologie de L\u2019intelligence, Armand Colin. Number 2-200-32214-3."},{"key":"ref_43","unstructured":"Piaget, J. (1992). Biologie et Connaissance - Essai sur les Relations Entre les R\u00e9gulations Organiques et les Processus Cognitifs, Delachaux et Niestl\u00e9."},{"key":"ref_44","unstructured":"Ramoneda, A. (2013). Proverbios y Cantar\u00e8s, Chant XXIX, Campos de Castilla, Alianza Editorial. [1917, ed.]."},{"key":"ref_45","unstructured":"Cyrulnik, B. (2012). Resilience: How Your Inner Strength Can Set You Free from the Past, Penguin Book."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/0004-3702(71)90002-6","article-title":"Artificial Paranoia","volume":"2","author":"Colby","year":"1971","journal-title":"Artif. Intell."},{"key":"ref_47","unstructured":"Colloc, J., and Bertelle, C. (2004, January 25\u201327). Multilayer Agent-Based Model for Decision Support System Using Psychological Structure and Emotional States. Proceedings of the 2004 European Simulation and Modelling Conference ESM 2004, Paris, France."},{"key":"ref_48","unstructured":"Fuchs, C. (2003). Les langues entre Universalisme et relativisme. Le Cerveau et la Pens\u00e9e la R\u00e9volution des Sciences Cognitives, Sciences Humaines \u00e9ditions."},{"key":"ref_49","doi-asserted-by":"crossref","unstructured":"Fuchs, C. (2004). Pour Introduire \u00e0 la linguistique cognitive. La Linguistique Cognitive, Ophrys Editions de la Maison des Sciences Humaines.","DOI":"10.4000\/books.editionsmsh.7055"},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"1","DOI":"10.2307\/20026309","article-title":"The Southern Paiute language","volume":"65","author":"Sapir","year":"1930","journal-title":"Proc. Am. Acad. Arts Sci."},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"243","DOI":"10.3166\/sdm.11.1-2.243-254","article-title":"Prise de d\u00e9cision dans l\u2019\u00e9thique au quotidien? Comment d\u00e9cider le soin?","volume":"11","author":"Colloc","year":"2008","journal-title":"Sant\u00e9 D\u00e9cision Manag."},{"key":"ref_52","unstructured":"Minsky, M. (1968). Semantic Memory. Semantic Information Processing, MIT Press."},{"key":"ref_53","unstructured":"Ny, J.F.L. (2005). Comment L\u2019esprit Produit du Sens, Odile Jacob."},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"149","DOI":"10.1016\/0004-3702(88)90001-X","article-title":"Generalized Subsumption and Its Applications to Induction and Redundancy","volume":"36","author":"Buntine","year":"1988","journal-title":"Artif. Intell."},{"key":"ref_55","unstructured":"Boulanger, D., and Colloc, J. (1992, January 16\u201320). Detecting Heterogeneity in a Multidatabase Environment through an O.O Model. Proceedings of the IFIP, DS5, International Conference on Semantics of Interoperable Database Systems, Victoria, Australia."},{"key":"ref_56","unstructured":"Zighed, D.A., Auray, J.-P., and Duru, G. (1992). SIPINA: M\u00e9thode et Logiciel, Ed. Lacassagne."},{"key":"ref_57","unstructured":"Colloc, J., Cuvelier, M.H., and Summons, P. (2007, January 11\u201313). A Clinical Decision Metaknowledge Model. Proceedings of the ISC\u20192007, Delft, The Netherlands."},{"key":"ref_58","first-page":"201","article-title":"From Self-Awareness to the Consciousness of the \u201cSpeaking Subject\u201d","volume":"28","author":"Colloc","year":"2014","journal-title":"Int. J. Comput. Anticip. Syst."},{"key":"ref_59","unstructured":"B\u00e9chillon, D. (1993). L\u2019intelligence artificielle: Au-del\u00e0 de l\u2019intelligence humaine. Le Cerveau: La Machine-Pens\u00e9E, L\u2019Harmattan Paris. Number 2-7384-1818-X."},{"key":"ref_60","unstructured":"Hofstadter, D. (1985). G\u00f6del, Escher, Bach Les Brins d\u2019une Guirlande Eternelle, ed. InterEditions."},{"key":"ref_61","unstructured":"Krishnamurti, J. (2005). La Nature de la Pens\u00e9e, Presse du ch\u00e2telet."},{"key":"ref_62","unstructured":"Lamareille, V. (2020, April 21). La Psychanalyse D\u00e9crite en UML. Available online: https:\/\/wordpress.com\/."},{"key":"ref_63","doi-asserted-by":"crossref","first-page":"131","DOI":"10.3917\/cm.068.0131","article-title":"Lacan, le symbolique et le signifiant","volume":"2003","author":"Juignet","year":"2003","journal-title":"Clin. M\u00e9dit\u00e9rran\u00e9ennes"},{"key":"ref_64","doi-asserted-by":"crossref","first-page":"171","DOI":"10.3166\/lcn.12.1-2.171-185","article-title":"L\u2019usage des syst\u00e8mes informatis\u00e9s pour le contr\u00f4le de tout et de tous","volume":"12","author":"Cardon","year":"2016","journal-title":"Les Cah. Du Num\u00e9rique"},{"key":"ref_65","doi-asserted-by":"crossref","unstructured":"Cardon, A. (2018). Au-Del\u00e0 de L\u2019intelligence Artificielle de la Conscience Humaine \u00e0 la Conscience Artificielle, ISTE.","DOI":"10.51926\/ISTE.9781784055080"},{"key":"ref_66","unstructured":"Hofstadter, D., and Dennett, D. (1981). The Mind\u2019s I, Basic Books Inc."},{"key":"ref_67","doi-asserted-by":"crossref","unstructured":"Festinger, L. (1957). A theory of Cognitive Dissonance, Stanford University Press.","DOI":"10.1515\/9781503620766"},{"key":"ref_68","doi-asserted-by":"crossref","first-page":"203","DOI":"10.1037\/h0041593","article-title":"Cognitive consequences of forced compliance","volume":"58","author":"Festinger","year":"1959","journal-title":"J. Abnorm. Soc. Psychol."},{"key":"ref_69","unstructured":"Franklin, B. (1903). Autobiography of Benjamin Franklin, The Lakeside Press."},{"key":"ref_70","unstructured":"Chapouthier, G. (1994). La Biologie de la M\u00e9moire, PUF-Que Sais Je."},{"key":"ref_71","doi-asserted-by":"crossref","unstructured":"Shen, Y., Colloc, J., Jacquet-Andrieu, A., Guo, Z., and Liu, Y. (2017). Constructing Ontology-based Cancer Treatment Decision Support System with Case-Based Reasoning. The 2nd International Conference on Smart Computing and Communication SmartCom2017, Springer.","DOI":"10.1007\/978-3-319-73830-7_28"},{"key":"ref_72","doi-asserted-by":"crossref","unstructured":"Colloc, J., Yameogo, R., Summons, P., Shen, Y., Park, M., and Aronson, J.E. (2017, January 17\u201318). EPICE an Emotion Fuzzy Vectorial Space for Time Modeling in Medical Decision. Proceedings of the International Conference on Internet of Things and Machine Learning Proceedings (IML\u20192017), Liverpool, UK.","DOI":"10.1145\/3109761.3109790"},{"key":"ref_73","unstructured":"Colloc, J., and Boulanger, D. (1989, January 12\u201315). Un Mod\u00e8le objet pour la repr\u00e9sentation de connaissances empiriques. Proceedings of the Informatique Cognitive des Organisations (ICO\u201989), Qu\u00e9bec, QC, Canada."}],"container-title":["Information"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2078-2489\/11\/4\/229\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,13]],"date-time":"2025-10-13T14:09:12Z","timestamp":1760364552000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2078-2489\/11\/4\/229"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,4,21]]},"references-count":73,"journal-issue":{"issue":"4","published-online":{"date-parts":[[2020,4]]}},"alternative-id":["info11040229"],"URL":"https:\/\/doi.org\/10.3390\/info11040229","relation":{},"ISSN":["2078-2489"],"issn-type":[{"value":"2078-2489","type":"electronic"}],"subject":[],"published":{"date-parts":[[2020,4,21]]}}}