Books about Imbalanced from Amazon.com

This work discusses the theoretical abilities ofthree commonly used classifier learning methods andoptimization techniques to cope with characteristicsof real-world classification problems, morespecifically varying misclassification costs,imbalanced data sets and varying degrees of hardnessof class boundaries. From these discussions a universally applicableoptimization framework is derived that successfullycorrects the error-based inductive bias of classifierlearning methods on image data within the domain ofmedical diagnosis. The framework was designed considering several pointsfor improvement of common optimization techniques,such as the modification of the optimizationprocedure for inducer-specific parameters, themodification of input data by an arcing algorithm,and the combination of classifiers according tolocally-adaptive, cost-sensitive voting schemes. The framework is designed to make the learningprocess cost-sensitive and to enforce more balancedmisclassification costs between classes. Results onthe evaluated domain are promising, while furtherimprovements can be expected after some modificationsto the framework..
Price: $105.20 [Notify me when price goes down.]

What the world labels "mental illness" should be more accurately called disease of the soul. This groundbreaking new book confronts the myth that depression, anxiety and other psychiatric disorders are the result of chemical imbalances or other physical causes, and it unmasks the true nature of these disabling conditions. In these pages, the reader is not only given a Biblical explanation for these disorders but is shown the Scriptural path to freedom that is available to all who are alive in Christ. Dr. Wade Brill is the director of Hope Center Psychological and Counseling Services, a ministry of the Wooster (Ohio) Church of the Nazarene. He is a licensed clinical psychologist who has worked in both the public and private sectors of mental health services. He and his wife reside in Wooster, along with their three sons..
Price: $8.05 [Notify me when price goes down.]