The spatial leave-pair-out cross-validation method for reliable AUC estimation of spatial classifiers. - Antti Airola; Jonne Pohjankukka; Johanna Torppa; Maarit Middleton; Vesa Nykänen; Jukka Heikkonen; Tapio Pahikkala (Data Min. Knowl. Discov., 2019)

Leveraging High-Resolution Long-Wave Infrared Hyperspectral Laboratory Imaging Data for Mineral Identification Using Machine Learning Methods. - Alireza Hamedianfar; Kati Laakso; Maarit Middleton; Tuomo Törmänen; Juha Köykkä; Johanna Torppa (Remote. Sens., 2023)

A Comparative Study of Machine Learning Models for Pixel-Wise Acid Mine Drainage Classification Using Sentinel-2. - Fahimeh Farahnakian; Johanna Torppa; Nike Luodes; Hannu Panttila; Teemu Karlsson (IGARSS, 2024)