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An Ontological Approach and a Meta-Algorithm for Data and Machine Learning Algorithms Analysis and Classification with Application in the Medical Domain
Başlık:
An Ontological Approach and a Meta-Algorithm for Data and Machine Learning Algorithms Analysis and Classification with Application in the Medical Domain
Yazar:
Chimmiri, Baby Sri Pravallika, author.
ISBN:
9780438038455
Yazar Ek Girişi:
Fiziksel Tanımlama:
1 electronic resource (358 pages)
Genel Not:
Source: Masters Abstracts International, Volume: 57-06M(E).
Advisors: Chirstos Nikolopoulos Committee members: Mohammad Imtiaz; Alfonse Masi; John Jung - Wang Yoo.
Özet:
We introduce an algorithmic process, that we developed, which can be used for creating an Ontology and classification of various data sets and a meta-algorithm for finding the best suitable machine learning algorithms for a given data set to assist the knowledge discovery process. This new meta-algorithm involves a process for computing an encoding of a data set as a single numeric vector. A collection of training data sets from the medical domain is then clustered into clusters, to build a stratification of the data space. The most appropriate and successful machine learning techniques for each cluster are then derived by the meta-algorithm by determining the membership of the data set in the clustering. A testing set of medical data sets is used for testing the algorithm, including a data set for Rheumatoid Arthritis.
Notlar:
School code: 0020
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Yer Numarası | Demirbaş Numarası | Shelf Location | Lokasyon / Statüsü / İade Tarihi |
---|---|---|---|
XX(692853.1) | 692853-1001 | Proquest E-Tez Koleksiyonu | Arıyor... |
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