{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,12]],"date-time":"2025-10-12T04:45:13Z","timestamp":1760244313172,"version":"build-2065373602"},"reference-count":42,"publisher":"MDPI AG","issue":"11","license":[{"start":{"date-parts":[[2022,10,29]],"date-time":"2022-10-29T00:00:00Z","timestamp":1667001600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"Ministerio de Ciencia e Innovaci\u00f3n (Spanish Government)","award":["PID2021-125037NB-I00","PY20_00508","UMA20-FEDERJA-126"],"award-info":[{"award-number":["PID2021-125037NB-I00","PY20_00508","UMA20-FEDERJA-126"]}]},{"name":"Junta de Andaluc\u00eda","award":["PID2021-125037NB-I00","PY20_00508","UMA20-FEDERJA-126"],"award-info":[{"award-number":["PID2021-125037NB-I00","PY20_00508","UMA20-FEDERJA-126"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["MTI"],"abstract":"<jats:p>This paper advocates an epistemological turn in the field of digital art history and cultural heritage studies. This epistemological turn is understood as the elaboration of a new (or renewed) epistemic apparatus that allows us to understand and interpret cultural phenomena from the perspective of a different order of thought. This epistemological labor is conceived of as an \u00abepistemological technical practice\u00bb, which means integrating epistemological reflection and production into technical making and design. Within this framework of discussion, this paper introduces the idea of a techno-concept, which is defined as a co-production between the machine rationale and the human thought\/imagination. As particular cases, this paper argues that the mathematical concepts of n-dimensional, vector and latent spaces constitute examples of techno-concepts that can be reappropriated and reworked for cultural analysis and interpretation. This paper offers a preliminary inquiry, in which certain epistemological propositions are exposed as open gates for further discussions.<\/jats:p>","DOI":"10.3390\/mti6110096","type":"journal-article","created":{"date-parts":[[2022,10,30]],"date-time":"2022-10-30T09:01:42Z","timestamp":1667120502000},"page":"96","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Techno-Concepts for the Cultural Field: n-Dimensional Space and Its Conceptual Constellation"],"prefix":"10.3390","volume":"6","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-3460-397X","authenticated-orcid":false,"given":"Nuria","family":"Rodr\u00edguez-Ortega","sequence":"first","affiliation":[{"name":"iArtHis_Lab Research Group, Art History Department, Universidad de M\u00e1laga, 2971 M\u00e1laga, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2022,10,29]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","unstructured":"Brown, K. (2020). Routledge Companion to Digital Humanities and Art History, Routledge.","DOI":"10.4324\/9780429505188"},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"e12678","DOI":"10.1111\/hic3.12678","article-title":"Digital Art History in 2021","volume":"8","author":"Brey","year":"2021","journal-title":"Hist. Compass"},{"key":"ref_3","unstructured":"Bonfait, O., Courtin, A., and Klammt, A. (2021). Humanit\u00e9s num\u00e9riques: De nouveaux r\u00e9cits e histoire de l\u2019art (special issue). Histoire de L\u2019Art, Centre National du Livre."},{"key":"ref_4","first-page":"249","article-title":"The Digital U-Turn in Art History","volume":"90","author":"Dahlgren","year":"2021","journal-title":"J. Art Hist."},{"key":"ref_5","unstructured":"Lang, S., and Ommer, B. (2021). Transforming information into knowledge: How Computational Methods Reshape Art History. Digit. Humanit. Quaterly, 13."},{"key":"ref_6","first-page":"19","article-title":"Zonas de Contacto: Art History in a Global Network?","volume":"9","year":"2021","journal-title":"H-Art. Rev. Hist. Teor\u00eda Y Cr\u00edtica Arte"},{"key":"ref_7","unstructured":"Echevarr\u00eda, J., and Almendros, L.S. (2020). Tecnopersonas. C\u00f3mo Las Tecnolog\u00edas Nos Transforman, Trea."},{"key":"ref_8","unstructured":"Offert, F., and Bell, P. (2020;., January 18\u201320). Generative Digital Humanities. Proceedings of the CHR 2020: Workshop on Computational Humanities Research, Amsterdam, The Netherlands."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"1263","DOI":"10.1007\/s00146-020-01097-6","article-title":"The Nooscope Manifested: Artificial Intelligence as Instrument of Knowledge Extractivism","volume":"36","author":"Pasquinelli","year":"2021","journal-title":"AI Soc."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"102","DOI":"10.1016\/j.patrec.2020.02.017","article-title":"Machine learning for cultural heritage: A survey","volume":"133","author":"Fiorucci","year":"2020","journal-title":"Pattern Recognit. Lett."},{"key":"ref_11","doi-asserted-by":"crossref","unstructured":"Foka, A. (2021, January 5\u20139). Computer Vision Application for Art History: Reflections and Paradigms for Future Research. Proceedings of the EVA London, London, UK.","DOI":"10.14236\/ewic\/EVA2021.12"},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"12263","DOI":"10.1007\/s00521-021-05893-z","article-title":"Deep learning approaches to pattern extraction and recognition in paintings and drawings: An overview","volume":"33","author":"Castellano","year":"2021","journal-title":"Neural Comput. Appl."},{"key":"ref_13","first-page":"66","article-title":"Understanding and Creating Art with AI: Review and Outlook","volume":"18","author":"She","year":"2022","journal-title":"ACM Trans. Multimed. Comput. Commun. Appl."},{"key":"ref_14","doi-asserted-by":"crossref","unstructured":"Brown, K. (2020). Image Processing and Computer Vision in the Field of Art History: Overview, Challenges and Critical Inquiries. Routledge Companion to Digital Humanities and Art History, Routledge.","DOI":"10.4324\/9780429505188"},{"key":"ref_15","unstructured":"Offert, F. (2022, July 28). Intuition and Epistemology of High-Dimensional Vector Space. Available online: https:\/\/zentralwerkstatt.org\/blog\/vsm."},{"key":"ref_16","first-page":"29905","article-title":"Latent Deep Space: Generative Adversarial Networks (GANs) in the Sciences","volume":"3","author":"Offert","year":"2021","journal-title":"Media Environ."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"1133","DOI":"10.1007\/s00146-020-01058-z","article-title":"Perceptual bias and technical metapictures: Critical machine vision as a humanities challenge","volume":"36","author":"Offert","year":"2021","journal-title":"AI Soc."},{"key":"ref_18","unstructured":"Schich, M. (2019). Cultural Analysis Situs. ART-Dok."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"19","DOI":"10.1515\/sem-2018-0120","article-title":"A Data-Driven Computational Semiotics: The Semantic Vector Space of Magritte\u2019s Artworks","volume":"2019","author":"Chartier","year":"2018","journal-title":"Semiotica"},{"key":"ref_20","doi-asserted-by":"crossref","unstructured":"Manovich, L. (2020). Cultural Analytics, MIT Press.","DOI":"10.7551\/mitpress\/11214.001.0001"},{"key":"ref_21","doi-asserted-by":"crossref","unstructured":"Lury, C., Parisi, L., and Terranova, T. (2012). Topologies of Culture. Theory Cult. Soc., 29.","DOI":"10.1177\/0263276412454552"},{"key":"ref_22","unstructured":"Nematzadeh, A., Stephan, C.M., and Griffiths, L. (2017, January 26\u201329). Evaluating Vector-Space Models of Word Representation; or, The Unreasonable Effectiveness of Counting Words Near Other Words. Proceedings of the 39th Annual Conference of the Cognitive Science Society, London, UK."},{"key":"ref_23","unstructured":"(2022, July 28). Barr X Inception CNN Project. Available online: http:\/\/barrxcnn.hdplus.es\/."},{"key":"ref_24","doi-asserted-by":"crossref","unstructured":"Rodr\u00edguez Ortega, N., Ruiz Gonz\u00e1lvez, G., De la Rosa, J., Ortiz Tello, M., and Crespillo Mar\u00ed, L. (2021). Poscat\u00e1logo, o de c\u00f3mo y por qu\u00e9 experimentar f\u00edsicamente un espacio vectorial de alta dimensi\u00f3n. CIMED. I Congreso Internacional de Museos y Estrategias Digitales, Universidad Polit\u00e9cnica de Valencia.","DOI":"10.4995\/CIMED21.2021.12487"},{"key":"ref_25","unstructured":"(2022, July 18). Poscat\u00e1logo. Available online: https:\/\/poscatalogo.iarthislab.eu\/."},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"667963","DOI":"10.3389\/frai.2021.667963","article-title":"An Introduction to Topological Data Analysis: Fundamental and practical aspects for data scientist","volume":"4","author":"Chazal","year":"2021","journal-title":"Front. Artif. Intell"},{"key":"ref_27","doi-asserted-by":"crossref","unstructured":"Hensel, F., Moor, M., and Rieck, B. (2021). A Survey of Topological Machine Learning Methods. Front. Artif. Intell, 4.","DOI":"10.3389\/frai.2021.681108"},{"key":"ref_28","doi-asserted-by":"crossref","unstructured":"Drucker, J. (2020). Visualization and Interpretation. Humanistic Approaches to Display, MIT.","DOI":"10.7551\/mitpress\/12523.001.0001"},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"1093","DOI":"10.1007\/s00146-020-01124-6","article-title":"Introduction: Ways machine seeing","volume":"36","author":"Azar","year":"2021","journal-title":"AI Soc."},{"key":"ref_30","first-page":"14","article-title":"Big Image Data within the Big Picture of Art History","volume":"2","author":"Klinke","year":"2016","journal-title":"Digit. Art Hist. Int. J."},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"121","DOI":"10.1515\/sem-2018-0104","article-title":"Visual semiotics and automatic analysis of images from the Cultural Analytics Lab:How can quantitative and qualitative analysis be combined?","volume":"2019","author":"Dondero","year":"2019","journal-title":"Semiotics"},{"key":"ref_32","unstructured":"Rodr\u00edguez Ortega, N. (2021). Maquinarias, Tecnolog\u00edas y Artefactos de Ordenaci\u00f3n. A prop\u00f3sito del Cat\u00e1logo de arte. Cat\u00e1logos desencadenados [Exh. Cat], Vicerrectorado de Cultura de la Universidad de M\u00e1laga."},{"key":"ref_33","unstructured":"(2022, July 18). Multiplicity. Available online: https:\/\/truth-and-beauty.net\/projects\/multiplicity."},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"539","DOI":"10.1086\/448064","article-title":"Spatial Form in Literature: Toward a General Theory","volume":"6","author":"Mitchell","year":"1980","journal-title":"Crit. Inq."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"622","DOI":"10.1086\/448119","article-title":"Diagrammatology","volume":"7","author":"Mitchell","year":"1981","journal-title":"Crit. Inq."},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"67","DOI":"10.19079\/metodo.9.1.67","article-title":"Geste de la pens\u00e9e, gestualit\u00e9 picturale:le diagramme chez Peirce, Deleuze et Goodman","volume":"9","author":"Dondero","year":"2021","journal-title":"Metodo"},{"key":"ref_37","unstructured":"Zafra, R. (2017). El Entusiasmo, Anagrama."},{"key":"ref_38","unstructured":"Brea, J.L. (2007). Cultura_RAM. Mutaciones de la Cultura en la Era de su Distribuci\u00f3n Electr\u00f3nica, Gedisa."},{"key":"ref_39","doi-asserted-by":"crossref","unstructured":"Cetinic, E. (2021). Towards Generating and Evaluating Iconogrpahic Image Captions of Artworks. J. Imaging, 7.","DOI":"10.3390\/jimaging7080123"},{"key":"ref_40","doi-asserted-by":"crossref","unstructured":"Bai, Z., Nakashima, Y., and Garcia, N. (2021). Explain Me the Painting: Multi-Topic Knowledgeable Art Description Generation. arXiv.","DOI":"10.1109\/ICCV48922.2021.00537"},{"key":"ref_41","doi-asserted-by":"crossref","unstructured":"Kim, D., Elgammal, A., and Mazzone, M. (2022). Forma Analysis of Art: Proxy Learning of Visual Concepts from Style Through Language Models. arXiv.","DOI":"10.1609\/aaai.v36i4.20374"},{"key":"ref_42","unstructured":"(2022, July 18). The Next Biennial Should Be Curated by a Machine. Available online: https:\/\/metaobjects.org\/testing\/liverpoolbiennial\/."}],"container-title":["Multimodal Technologies and Interaction"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2414-4088\/6\/11\/96\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T01:05:55Z","timestamp":1760144755000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2414-4088\/6\/11\/96"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,10,29]]},"references-count":42,"journal-issue":{"issue":"11","published-online":{"date-parts":[[2022,11]]}},"alternative-id":["mti6110096"],"URL":"https:\/\/doi.org\/10.3390\/mti6110096","relation":{},"ISSN":["2414-4088"],"issn-type":[{"type":"electronic","value":"2414-4088"}],"subject":[],"published":{"date-parts":[[2022,10,29]]}}}