{"product_id":"variations-on-a-theme","title":"Variations on a theme","description":"This thesis focused on the classification of benthic macroinvertebrates by using machine learning methods. Special emphasis was placed on multi-class extensions of Support Vector Machines (SVMs). Benthic macroinvertebrates are used in biomonitoring due to their properties to react to changes in water quality. The use of benthic macroinvertebrates in biomonitoring requires a large number of collected samples. Traditionally benthic macroinvertebrates are separated and identified manually one by one from samples collected by biologists. This, however, is a time-consuming and expensive approach.","brand":"Tampere University Press","offers":[{"title":"Default Title","offer_id":32449061224548,"sku":"9789514489525","price":53.95,"currency_code":"EUR","in_stock":true}],"url":"https:\/\/suomalainen-test.myshopify.com\/products\/variations-on-a-theme","provider":"Suomalainen Test","version":"1.0","type":"link"}