Abstract
An introduction to the Special Issue on Digital Methods and Typology, which briefly presents the topic covered in the volume, together with the hosted papers.
Typological analysis of archaeological artefacts has constituted the backbone of the discipline since its inception as a science in the modern sense (Adams & Adams, 1991). This enterprise though, which has engaged several generations of archaeologists from all branches and areas of expertise, did not come devoid of issues: especially its use as a tool to establish chronological sequences and to identify cultural entities and their characteristic material complexes, before (but also after) the advent of absolute methods of dating, has had the primary effect to contribute to the creation of categories (e.g., ethnical and/or cultural groups) that are still in use in the everyday practice of archaeological work and on whose dangers the research has warned from quite some time now (e.g., Jones, 1997). Despite this, due to a mix of hard-to-change habits, intrinsic difficulties connected to undertake large-scale projects and an undeniable concrete residual usefulness, these categories and classes have kept their place in the everyday practices of the discipline and have shown to be more resistant to substitution or abandonment than previously thought.
Despite these issues, typology is an essential means for ordering and classifying archaeological material and, therefore, belongs to the foundations of the scientific enterprise tout court. Although rapidly changing, at present, the application of any typological analysis is still bound to the naked-eye analysis and is difficult to be replaced by any automatised workflow. The current state of the methodological development, with its subjectivism, also contributes to the fact that many regional studies of typologies have now emerged, making comprehensive investigations increasingly difficult. The use of digital methods could therefore both contribute to the implementation of newer processes and be an excellent complement to the more traditional workflows. In the archaeological practice, a disconnect between the newer digital methods and the long-term theoretical and methodological development of traditional typology could be problematic or even detrimental to the discipline. It could either lead to a renewed positivist naïveté for presumably unproblematic, faster results that can avoid the pitfalls of interpretation, all the while dismissing well-matured archaeological methodologies. On the contrary, but equally undesirable, it could lead to a dismissal of computational archaeology and the many opportunities it can provide. In this already complicated situation, the recent increase in projects based on large-scale digitization of archaeological material (e.g., Di Maida & Hageneuer, 2022) has brought to the fore an urgent need for a conversation, which critically reflects on issues, connected to cataloguing and classification of this ample amount of collected data.
In the year of 2020, these problems and questions led us (both proponents of the classical typological method and modern digital archaeology) to decide to offer a session for the EAA in Kiel, which took place (digitally) in 2021 (Session #445, in a “6 slides in 6 min” format). We realised that a discussion of the relationship between traditional typology and digital methods was of great interest, so it seemed all the more important to publish the results of the respective research projects together: Six of the original papers from the above-mentioned session are hereby presented.
These are in short the details of this collection of papers that cover a very large area within present-day archaeological research with its main scope at the convergence between typological analysis and digital methods focussing on both theory and best practices.
Gianpiero Di Maida’s paper presents a short but complete overview of the relevance and the main characteristics of typology within archaeological research, and specifically in palaeolithic studies. Then, with the help of concrete examples taken from the history of research, he addresses some of the most common theoretical pitfalls within typological analyses, thus building a compelling case for an epistemological rethinking of this field.
Martin Hinz and Caroline Heitz, with their case study based on the Neolithic pottery from the Alpine region, show us a concrete attempt to surpass those very same pitfalls of traditional typological analyses by testing an automated, unsupervised method of classification.
Christian Horn and colleagues focus their attention on the hot topic of machine learning and – to paraphrase a famous aphorism – ask the crucial question, “who teaches the teachers themselves”. By using the case of Scandinavian Bronze Age rock art, they discuss the central topics of bias, consistency, and apparent errors in the classification of ambiguous material, seeing it as an opportunity of bringing researchers and the algorithms they use into a dialogue.
In a series of case studies, the remaining papers offer the readers a representative spectrum of concrete situations, which are frequently encountered by researchers in their investigations. Therefore, these contributions represent important information and solutions with high potential for implementation in a wide variety of contexts. Yang Bai’s paper applies multivariant analysis to obtain a more nuanced picture of burial practices in Late Neolithic China (Taosi cemetery). The study of these data was unsatisfactory for a long time because it heavily tilted towards a labour-expenditure-based analysis only. The new approach improves this situation leading to a more balanced and nuanced new picture.
James Francis Loftus focuses in his paper on the Early Neolithic Pottery of Japan and subjects his material to geometric-morphometric analyses. Despite not being well dated in absolute-chronological terms, this investigation draws a complex picture where the simultaneous presence of indigenous and immigrating traditions coexists with standardization and innovation processes.
Finally, Esther Travé Allepuz brings us to the medieval and post-medieval utilitarian pottery of Spain. This under-researched earthenware assemblage is subjected to a morphometric analysis, which shows that there is a treasure of information that has so far been overlooked, which includes a new regional classification with a significant impact on the chronology of this material.
We hope that the depth of methodological and theoretical considerations and the breadth of the data presented in these papers contribute and stimulate the discussion around scientific classification at the nexus of traditional typology and digital archaeology; that they will demonstrate the importance and urgent need for shared best practice approaches; and, last but not least, that they will play a role in triggering new scientific advancements and breakthroughs.
Acknowledgments
We would like to thank the editorial board of Open Archaeology, for the kind invitation to host this special issue and for the fruitful colalboration during the past year.
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Funding information: GDM: Bundesministerium für Bildung und Forschung (BMBF), grant-no. 01UG1885X. CH: Riksbankens Jubileumsfund grant-no. IN18-0557:1; Swedish Research Council grant-no. 2020-03817. StSDM: Deutsche Forschungsgemeinschaft (DFG), Collaborative Research Centre 1266 ‘Scales of Transformation’, project-no. 2901391021.
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Conflict of interest: The authors declare that there is no conflict of interest.
References
Adams, W. Y. & Adams, E. W. (1991). Archaeological typology and practical reality: A dialectical approach to artifact classification and sorting. New York: Cambridge University Press.10.1017/CBO9780511558207Search in Google Scholar
Di Maida, G. & Hageneuer, S. (2022). The DISAPALE Project: A new digital repository of lithic and bone artefacts. Lithic Technology, 47(4), 283–295. doi: 10.1080/01977261.2022.2048511.Search in Google Scholar
Jones, S. (1997). The archaeology of ethnicity. Constructing identities in the past and present. London and New York: Routledge.Search in Google Scholar
© 2022 the author(s), published by De Gruyter
This work is licensed under the Creative Commons Attribution 4.0 International License.
Articles in the same Issue
- Editorial
- Editorial: Open Archaeology in Challenging Times
- Regular Articles
- Caves, Senses, and Ritual Flows in the Iberian Iron Age: The Territory of Edeta
- Tutankhamun’s Polychrome Wooden Shawabtis: Preliminary Investigation for Pigments and Gilding Characterization and Indirect Dating of Previous Restorations by the Combined Use of Imaging and Spectroscopic Techniques
- When TikTok Discovered the Human Remains Trade: A Case Study
- Nuraghi as Ritual Monuments in the Sardinian Bronze and Iron Ages (circa 1700–700 BC)
- A Pilot Study in Archaeological Metal Detector Geophysical Survey
- A Blocked-Out Capital from Berenike (Egyptian Red Sea Coast)
- The Winery in Context: The Workshop Complex at Ambarçay, Diyarbakır (SE Turkey)
- Tracing Maize History in Northern Iroquoia Through Radiocarbon Date Summed Probability Distributions
- Faunal Remains Associated with Human Cremations: The Chalcolithic Pits 16 and 40 from the Perdigões Ditched Enclosures (Reguengos de Monsaraz, Portugal)
- A Multi-Method Study of a Chalcolithic Kiln in the Bora Plain (Iraqi Kurdistan): The Evidence From Excavation, Micromorphological and Pyrotechnological Analyses
- Potters’ Mobility Contributed to the Emergence of the Bell Beaker Phenomenon in Third Millennium BCE Alpine Switzerland: A Diachronic Technology Study of Domestic and Funerary Traditions
- From Foragers to Fisher-Farmers: How the Neolithisation Process Affected Coastal Fisheries in Scandinavia
- Enigmatic Bones: A Few Archaeological, Bioanthropological, and Historical Considerations Regarding an Atypical Deposit of Skeletonized Human Remains Unearthed in Khirbat al-Dusaq (Southern Jordan)
- Who Was Buried at the Petit-Chasseur Site? The Contribution of Archaeometric Analyses of Final Neolithic and Bell Beaker Domestic Pottery to the Understanding of the Megalith-Erecting Society of the Upper Rhône Valley (Switzerland, 3300–2200 BC)
- Erratum
- Erratum to “Britain In or Out of Europe During the Late Mesolithic? A New Perspective of the Mesolithic–Neolithic Transition”
- Review Article
- Archaeological Practices and Societal Challenges
- Special Issue Published in Cooperation with Meso’2020 – Tenth International Conference on the Mesolithic in Europe, edited by Thomas Perrin, Benjamin Marquebielle, Sylvie Philibert, and Nicolas Valdeyron - Part I
- Animal Teeth and Mesolithic Society
- A Matter of Scale: Responses to Landscape Changes in the Oslo Fjord, Norway, in the Mesolithic
- Chipped Stone Assemblage of the Layer B of the Kamyana Mohyla 1 Site (South-Eastern Ukraine) and the Issue of Kukrek in the North Meotic Steppe Region
- Rediscovered Mesolithic Rock Art Collection from Kamyana Mohyla Complex in Eastern Ukraine
- Mesolithic Montology
- A Little Mystery, Mythology, and Romance: How the “Pigmy Flint” Got Its Name
- Preliminary Results and Research Perspectives on the Submerged Stone Age Sites in Storstrømmen, Denmark
- Techniques and Ideas. Zigzag Motif, Barbed Line, and Shaded Band in the Meso-Neolithic Bone Assemblage at Zamostje 2, Volga-Oka Region (Russia)
- Modelling Foraging Cultures According to Nature? An Old and Unfortunately Forgotten Anthropological Discussion
- Mesolithic and Chalcolithic Mandibular Morphology: Using Geometric Morphometrics to Reconstruct Incomplete Specimens and Analyse Morphology
- Britain In or Out of Europe During the Late Mesolithic? A New Perspective of the Mesolithic–Neolithic Transition
- Non-Spatial Data and Modelling Multiscale Systems in Archaeology
- Living in the Mountains. Late Mesolithic/Early Neolithic Settlement in Northwest Portugal: Rock Shelter 1 of Vale de Cerdeira (Vieira do Minho)
- Enculturating Coastal Environments in the Middle Mesolithic (8300–6300 cal BCE) – Site Variability, Human–Environment Relations, and Mobility Patterns in Northern Vestfold, SE-Norway
- Why Mesolithic Populations Started Eating Crabs on the European Atlantic Façade Only Over the Past 15 Years?
- “Ain’t No Mountain High Enough” – Mesolithic Colonisation Processes and Landscape Usage of the Inner-Alpine Region Kleinwalsertal (Prov. Vorarlberg, Western Austria)
- Mesolithic Freshwater Fishing: A Zooarchaeological Case Study
- Consumers, not Contributors? The Study of the Mesolithic and the Study of Hunter-Gatherers
- Fish Processing in the Iron Gates Region During the Transitional and Early Neolithic Period: An Integrated Approach
- Hunting for Hide. Investigating an Other-Than-Food Relationship Between Stone Age Hunters and Wild Animals in Northern Europe
- Changing the Perspective, Adapting the Scale: Macro- and Microlithic Technologies of the Early Mesolithic in the SW Iberian Peninsula
- Fallen and Lost into the Abyss? A Mesolithic Human Skull from Sima Hedionda IV (Casares, Málaga, Iberian Peninsula)
- Evolutionary Dynamics of Armatures in Southern France in the Late Mesolithic and Early Neolithic
- Combining Agent-Based Modelling and Geographical Information Systems to Create a New Approach for Modelling Movement Dynamics: A Case Study of Mesolithic Orkney
- Pioneer Archaeologists and the Influence of Their Scientific Relationships on Mesolithic Studies in North Iberia
- Neolithisation in the Northern French Alps: First Results of the Lithic Study of the Industries of La Grande Rivoire Rockshelter (Isère, France)
- Late Mesolithic Individuals of the Danube Iron Gates Origin on the Dnipro River Rapids (Ukraine)? Archaeological and Bioarchaeological Records
- Special Issue on THE EARLY NEOLITHIC OF EUROPE, edited by F. Borrell, I. Clemente, M. Cubas, J. J. Ibáñez, N. Mazzucco, A. Nieto-Espinet, M. Portillo, S. Valenzuela-Lamas, & X. Terradas - Part II
- Early Neolithic Large Blades from Crno Vrilo (Dalmatia, Croatia): Preliminary Techno-Functional Analysis
- The Neolithic Flint Quarry of Pozarrate (Treviño, Northern Spain)
- From Anatolia to Algarve: Assessing the Early Stages of Neolithisation Processes in Europe
- What is New in the Neolithic? – A Special Issue Dedicated to Lech Czerniak, edited by Joanna Pyzel, Katarzyna Inga Michalak & Marek Z. Barański
- What is New in the Neolithic? – Celebrating the Academic Achievements of Lech Czerniak in Honour of His 70th Birthday
- Do We Finally Know What the Neolithic Is?
- Intermarine Area Archaeology and its Contribution to Studies of Prehistoric Europe
- Households and Hamlets of the Brześć Kujawski Group
- Exploiting Sheep and Goats at the Late Lengyel Settlement in Racot 18
- Colonists and Natives. The Beginning of the Eneolithic in the Middle Warta Catchment. 4500–3500 BC
- Is It Just the Location? Visibility Analyses of the West Pomeranian Megaliths of the Funnel Beaker Culture
- An Integrated Zooarchaeological and Micromorphological Perspective on Midden Taphonomy at Late Neolithic Çatalhöyük
- The Neolithic Sequence of the Middle Dunajec River Basin (Polish Western Carpathians) and Its Peculiarities
- Great Transformation on a Microscale: The Targowisko Settlement Region
- Special Issue on Digital Methods and Typology, edited by Gianpiero Di Maida, Christian Horn & Stefanie Schaefer-Di Maida
- Digital Methods and Typology: New Horizons
- Critique of Lithic Reason
- Unsupervised Classification of Neolithic Pottery From the Northern Alpine Space Using t-SNE and HDBSCAN
- A Boat Is a Boat Is a Boat…Unless It Is a Horse – Rethinking the Role of Typology
- Quantifying Patterns in Mortuary Practices: An Application of Factor Analysis and Cluster Analysis to Data From the Taosi Site, China
- Reexamining Ceramic Standardization During Agricultural Transition: A Geometric Morphometric Investigation of Initial – Early Yayoi Earthenware, Japan
- Statistical Analysis of Morphometric Data for Pottery Formal Classification: Variables, Procedures, and Digital Experiences of Medieval and Postmedieval Greyware Clustering in Catalonia (Twelfth–Nineteenth Centuries AD)
Articles in the same Issue
- Editorial
- Editorial: Open Archaeology in Challenging Times
- Regular Articles
- Caves, Senses, and Ritual Flows in the Iberian Iron Age: The Territory of Edeta
- Tutankhamun’s Polychrome Wooden Shawabtis: Preliminary Investigation for Pigments and Gilding Characterization and Indirect Dating of Previous Restorations by the Combined Use of Imaging and Spectroscopic Techniques
- When TikTok Discovered the Human Remains Trade: A Case Study
- Nuraghi as Ritual Monuments in the Sardinian Bronze and Iron Ages (circa 1700–700 BC)
- A Pilot Study in Archaeological Metal Detector Geophysical Survey
- A Blocked-Out Capital from Berenike (Egyptian Red Sea Coast)
- The Winery in Context: The Workshop Complex at Ambarçay, Diyarbakır (SE Turkey)
- Tracing Maize History in Northern Iroquoia Through Radiocarbon Date Summed Probability Distributions
- Faunal Remains Associated with Human Cremations: The Chalcolithic Pits 16 and 40 from the Perdigões Ditched Enclosures (Reguengos de Monsaraz, Portugal)
- A Multi-Method Study of a Chalcolithic Kiln in the Bora Plain (Iraqi Kurdistan): The Evidence From Excavation, Micromorphological and Pyrotechnological Analyses
- Potters’ Mobility Contributed to the Emergence of the Bell Beaker Phenomenon in Third Millennium BCE Alpine Switzerland: A Diachronic Technology Study of Domestic and Funerary Traditions
- From Foragers to Fisher-Farmers: How the Neolithisation Process Affected Coastal Fisheries in Scandinavia
- Enigmatic Bones: A Few Archaeological, Bioanthropological, and Historical Considerations Regarding an Atypical Deposit of Skeletonized Human Remains Unearthed in Khirbat al-Dusaq (Southern Jordan)
- Who Was Buried at the Petit-Chasseur Site? The Contribution of Archaeometric Analyses of Final Neolithic and Bell Beaker Domestic Pottery to the Understanding of the Megalith-Erecting Society of the Upper Rhône Valley (Switzerland, 3300–2200 BC)
- Erratum
- Erratum to “Britain In or Out of Europe During the Late Mesolithic? A New Perspective of the Mesolithic–Neolithic Transition”
- Review Article
- Archaeological Practices and Societal Challenges
- Special Issue Published in Cooperation with Meso’2020 – Tenth International Conference on the Mesolithic in Europe, edited by Thomas Perrin, Benjamin Marquebielle, Sylvie Philibert, and Nicolas Valdeyron - Part I
- Animal Teeth and Mesolithic Society
- A Matter of Scale: Responses to Landscape Changes in the Oslo Fjord, Norway, in the Mesolithic
- Chipped Stone Assemblage of the Layer B of the Kamyana Mohyla 1 Site (South-Eastern Ukraine) and the Issue of Kukrek in the North Meotic Steppe Region
- Rediscovered Mesolithic Rock Art Collection from Kamyana Mohyla Complex in Eastern Ukraine
- Mesolithic Montology
- A Little Mystery, Mythology, and Romance: How the “Pigmy Flint” Got Its Name
- Preliminary Results and Research Perspectives on the Submerged Stone Age Sites in Storstrømmen, Denmark
- Techniques and Ideas. Zigzag Motif, Barbed Line, and Shaded Band in the Meso-Neolithic Bone Assemblage at Zamostje 2, Volga-Oka Region (Russia)
- Modelling Foraging Cultures According to Nature? An Old and Unfortunately Forgotten Anthropological Discussion
- Mesolithic and Chalcolithic Mandibular Morphology: Using Geometric Morphometrics to Reconstruct Incomplete Specimens and Analyse Morphology
- Britain In or Out of Europe During the Late Mesolithic? A New Perspective of the Mesolithic–Neolithic Transition
- Non-Spatial Data and Modelling Multiscale Systems in Archaeology
- Living in the Mountains. Late Mesolithic/Early Neolithic Settlement in Northwest Portugal: Rock Shelter 1 of Vale de Cerdeira (Vieira do Minho)
- Enculturating Coastal Environments in the Middle Mesolithic (8300–6300 cal BCE) – Site Variability, Human–Environment Relations, and Mobility Patterns in Northern Vestfold, SE-Norway
- Why Mesolithic Populations Started Eating Crabs on the European Atlantic Façade Only Over the Past 15 Years?
- “Ain’t No Mountain High Enough” – Mesolithic Colonisation Processes and Landscape Usage of the Inner-Alpine Region Kleinwalsertal (Prov. Vorarlberg, Western Austria)
- Mesolithic Freshwater Fishing: A Zooarchaeological Case Study
- Consumers, not Contributors? The Study of the Mesolithic and the Study of Hunter-Gatherers
- Fish Processing in the Iron Gates Region During the Transitional and Early Neolithic Period: An Integrated Approach
- Hunting for Hide. Investigating an Other-Than-Food Relationship Between Stone Age Hunters and Wild Animals in Northern Europe
- Changing the Perspective, Adapting the Scale: Macro- and Microlithic Technologies of the Early Mesolithic in the SW Iberian Peninsula
- Fallen and Lost into the Abyss? A Mesolithic Human Skull from Sima Hedionda IV (Casares, Málaga, Iberian Peninsula)
- Evolutionary Dynamics of Armatures in Southern France in the Late Mesolithic and Early Neolithic
- Combining Agent-Based Modelling and Geographical Information Systems to Create a New Approach for Modelling Movement Dynamics: A Case Study of Mesolithic Orkney
- Pioneer Archaeologists and the Influence of Their Scientific Relationships on Mesolithic Studies in North Iberia
- Neolithisation in the Northern French Alps: First Results of the Lithic Study of the Industries of La Grande Rivoire Rockshelter (Isère, France)
- Late Mesolithic Individuals of the Danube Iron Gates Origin on the Dnipro River Rapids (Ukraine)? Archaeological and Bioarchaeological Records
- Special Issue on THE EARLY NEOLITHIC OF EUROPE, edited by F. Borrell, I. Clemente, M. Cubas, J. J. Ibáñez, N. Mazzucco, A. Nieto-Espinet, M. Portillo, S. Valenzuela-Lamas, & X. Terradas - Part II
- Early Neolithic Large Blades from Crno Vrilo (Dalmatia, Croatia): Preliminary Techno-Functional Analysis
- The Neolithic Flint Quarry of Pozarrate (Treviño, Northern Spain)
- From Anatolia to Algarve: Assessing the Early Stages of Neolithisation Processes in Europe
- What is New in the Neolithic? – A Special Issue Dedicated to Lech Czerniak, edited by Joanna Pyzel, Katarzyna Inga Michalak & Marek Z. Barański
- What is New in the Neolithic? – Celebrating the Academic Achievements of Lech Czerniak in Honour of His 70th Birthday
- Do We Finally Know What the Neolithic Is?
- Intermarine Area Archaeology and its Contribution to Studies of Prehistoric Europe
- Households and Hamlets of the Brześć Kujawski Group
- Exploiting Sheep and Goats at the Late Lengyel Settlement in Racot 18
- Colonists and Natives. The Beginning of the Eneolithic in the Middle Warta Catchment. 4500–3500 BC
- Is It Just the Location? Visibility Analyses of the West Pomeranian Megaliths of the Funnel Beaker Culture
- An Integrated Zooarchaeological and Micromorphological Perspective on Midden Taphonomy at Late Neolithic Çatalhöyük
- The Neolithic Sequence of the Middle Dunajec River Basin (Polish Western Carpathians) and Its Peculiarities
- Great Transformation on a Microscale: The Targowisko Settlement Region
- Special Issue on Digital Methods and Typology, edited by Gianpiero Di Maida, Christian Horn & Stefanie Schaefer-Di Maida
- Digital Methods and Typology: New Horizons
- Critique of Lithic Reason
- Unsupervised Classification of Neolithic Pottery From the Northern Alpine Space Using t-SNE and HDBSCAN
- A Boat Is a Boat Is a Boat…Unless It Is a Horse – Rethinking the Role of Typology
- Quantifying Patterns in Mortuary Practices: An Application of Factor Analysis and Cluster Analysis to Data From the Taosi Site, China
- Reexamining Ceramic Standardization During Agricultural Transition: A Geometric Morphometric Investigation of Initial – Early Yayoi Earthenware, Japan
- Statistical Analysis of Morphometric Data for Pottery Formal Classification: Variables, Procedures, and Digital Experiences of Medieval and Postmedieval Greyware Clustering in Catalonia (Twelfth–Nineteenth Centuries AD)