Journal: Scientific Reports

Article Title: Prediction of potential occurrence of historical objects with defensive function in Slovakia using machine learning approach

doi: 10.1038/s41598-024-82290-1

Figure Lengend Snippet: Research area and location of documented HODFs. This figure was generated in ArcGIS 10.2.2 software ( https://www.esri.com/en-us/home ).

Article Snippet: We used again the Euclidean Distance tool in ArcGIS 10.2.2 software ( https://www.esri.com/en-us/home ) to create the map.

Techniques: Generated, Software

Journal: Scientific Reports

Article Title: Prediction of potential occurrence of historical objects with defensive function in Slovakia using machine learning approach

doi: 10.1038/s41598-024-82290-1

Figure Lengend Snippet: Factors used for modeling: ( a ) lithological rock type (see Liščák et al. for detailed legend), ( b ) elevation, ( c ) distance from a river, ( d ) distance from a settlement, and ( e ) REPGES type (see Miklós et al. for detailed legend). This figure was generated in ArcGIS 10.2.2 software ( https://www.esri.com/en-us/home ).

Article Snippet: We used again the Euclidean Distance tool in ArcGIS 10.2.2 software ( https://www.esri.com/en-us/home ) to create the map.

Techniques: Generated, Software

Journal: Scientific Reports

Article Title: Prediction of potential occurrence of historical objects with defensive function in Slovakia using machine learning approach

doi: 10.1038/s41598-024-82290-1

Figure Lengend Snippet: Distribution of training and testing points for ML modeling. This figure was generated in ArcGIS 10.2.2 software ( https://www.esri.com/en-us/home ).

Article Snippet: We used again the Euclidean Distance tool in ArcGIS 10.2.2 software ( https://www.esri.com/en-us/home ) to create the map.

Techniques: Generated, Software

Journal: Scientific Reports

Article Title: Prediction of potential occurrence of historical objects with defensive function in Slovakia using machine learning approach

doi: 10.1038/s41598-024-82290-1

Figure Lengend Snippet: Potential occurrence of HODFs using ML models: ( a ) SVM, ( b ) KNN, and ( c ) RF. This figure was generated in ArcGIS 10.2.2 software ( https://www.esri.com/en-us/home ).

Article Snippet: We used again the Euclidean Distance tool in ArcGIS 10.2.2 software ( https://www.esri.com/en-us/home ) to create the map.

Techniques: Generated, Software

Journal: Scientific Reports

Article Title: Prediction of potential occurrence of historical objects with defensive function in Slovakia using machine learning approach

doi: 10.1038/s41598-024-82290-1

Figure Lengend Snippet: Examples of match between the newly discovered archaeological sites and predicted locations of HODFs by the RF model (pixels in interval 0.9–1.0): ( a ) castle in the Lopušné Pažite municipality, ( b ) roundel in the Podhájska municipality, ( c ) prehistoric settlement in Liptovský Mikuláš town. This figure was generated in ArcGIS 10.2.2 software ( https://www.esri.com/en-us/home ). Imagery source was represented by orthophotos freely available via the Web Map Service (WMS): http://tiles.geop.sazp.sk/base/service ?.

Article Snippet: We used again the Euclidean Distance tool in ArcGIS 10.2.2 software ( https://www.esri.com/en-us/home ) to create the map.

Techniques: Generated, Software