Machine Learning Approaches : From Theory to Application in Schizophrenia
المؤلفون المشاركون
Brambilla, Paolo
Castellani, Umberto
Bellani, Marcella
Veronese, Elisa
Peruzzo, Denis
المصدر
Computational and Mathematical Methods in Medicine
العدد
المجلد 2013، العدد 2013 (31 ديسمبر/كانون الأول 2013)، ص ص. 1-12، 12ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2013-12-09
دولة النشر
مصر
عدد الصفحات
12
التخصصات الرئيسية
الملخص EN
In recent years, machine learning approaches have been successfully applied for analysis of neuroimaging data, to help in the context of disease diagnosis.
We provide, in this paper, an overview of recent support vector machine-based methods developed and applied in psychiatric neuroimaging for the investigation of schizophrenia.
In particular, we focus on the algorithms implemented by our group, which have been applied to classify subjects affected by schizophrenia and healthy controls, comparing them in terms of accuracy results with other recently published studies.
First we give a description of the basic terminology used in pattern recognition and machine learning.
Then we separately summarize and explain each study, highlighting the main features that characterize each method.
Finally, as an outcome of the comparison of the results obtained applying the described different techniques, conclusions are drawn in order to understand how much automatic classification approaches can be considered a useful tool in understanding the biological underpinnings of schizophrenia.
We then conclude by discussing the main implications achievable by the application of these methods into clinical practice.
نمط استشهاد جمعية علماء النفس الأمريكية (APA)
Veronese, Elisa& Castellani, Umberto& Peruzzo, Denis& Bellani, Marcella& Brambilla, Paolo. 2013. Machine Learning Approaches : From Theory to Application in Schizophrenia. Computational and Mathematical Methods in Medicine،Vol. 2013, no. 2013, pp.1-12.
https://search.emarefa.net/detail/BIM-504712
نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)
Veronese, Elisa…[et al.]. Machine Learning Approaches : From Theory to Application in Schizophrenia. Computational and Mathematical Methods in Medicine No. 2013 (2013), pp.1-12.
https://search.emarefa.net/detail/BIM-504712
نمط استشهاد الجمعية الطبية الأمريكية (AMA)
Veronese, Elisa& Castellani, Umberto& Peruzzo, Denis& Bellani, Marcella& Brambilla, Paolo. Machine Learning Approaches : From Theory to Application in Schizophrenia. Computational and Mathematical Methods in Medicine. 2013. Vol. 2013, no. 2013, pp.1-12.
https://search.emarefa.net/detail/BIM-504712
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-504712
قاعدة معامل التأثير والاستشهادات المرجعية العربي "ارسيف Arcif"
أضخم قاعدة بيانات عربية للاستشهادات المرجعية للمجلات العلمية المحكمة الصادرة في العالم العربي
تقوم هذه الخدمة بالتحقق من التشابه أو الانتحال في الأبحاث والمقالات العلمية والأطروحات الجامعية والكتب والأبحاث باللغة العربية، وتحديد درجة التشابه أو أصالة الأعمال البحثية وحماية ملكيتها الفكرية. تعرف اكثر