{"product_id":"machine-learning-methods-with-noisy-incomplete-or-small-datasets-9783036512884","title":"Machine Learning Methods with Noisy, Incomplete or Small Datasets","description":"\u003cp\u003eIn many machine learning applications, available datasets are sometimes incomplete, noisy or affected by artifacts. In supervised scenarios, it could happen that label information has low quality, which might include unbalanced training sets, noisy labels and other problems. Moreover, in practice, it is very common that available data samples are not enough to derive useful supervised or unsupervised classifiers. All these issues are commonly referred to as the low-quality data problem. This book collects novel contributions on machine learning methods for low-quality datasets, to contribute to the dissemination of new ideas to solve this challenging problem, and to provide clear examples of application in real scenarios.\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eBinding Type:\u003c\/b\u003e Hardcover\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Mdpi AG\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 08\/17\/2021\u003cbr\u003e\u003cb\u003eISBN:\u003c\/b\u003e 9783036512884\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 316\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.94lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.61h x 6.69w x 1.00d","brand":"Jordi Sol\u0026#233;-Casals","offers":[{"title":"Default Title","offer_id":40941828341941,"sku":"9783036512884","price":68.85,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0473\/0804\/6492\/products\/img_23329a4b-b02c-4688-b57d-4be7ec02456c.jpg?v=1630994635","url":"https:\/\/pastforward.org\/products\/machine-learning-methods-with-noisy-incomplete-or-small-datasets-9783036512884","provider":"Past Forward","version":"1.0","type":"link"}