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Titlebook: Classification in BioApps; Automation of Decisi Nilanjan Dey,Amira S. Ashour,Surekha Borra Book 2018 Springer International Publishing AG 2

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Assessment: A Philosophical Positiond conjugate symmetric-complex Hadamard transform (CS-CHT) to eliminate redundancy. In DWT, the features extracted contain both time and frequency components. In CHT and CS–CHT, the features of an ECG signal can be obtained only by considering four orders: natural, Paley or dyadic, sequency and Cal–S
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Continuing Fundamental Researchises the input data, but also minimizes the dimensionality of the data. An ELM is applied to a preprocessed image to extract the unique features for victim identification. An effective optimal cost region matcher (OCRM) with deep learning techniques is applied to enhance the accuracy of victim recog
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Evaluating the Efficacy of Gabor Features in the Discrimination of Breast Density Patterns Using Vargorithms, mammographic images were taken from the mini-MIAS (Mammographic Image Analysis Society) dataset. From each mammographic image, a region of interest (ROI) (200 × 200 pixels in size) was cropped from the central part of the breast tissue. From the extracted ROI, texture information was compu
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Two-Step Verifications for Multi-instance Features Selection: A Machine Learning Approachisons were made among these three normalization techniques. After being appropriately structured, these normalized datasets were transformed accordingly with three different transformation processes: rank transformation, nominal to binary transformation and Box-Cox transformation. To prevent false p
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Machine Learning Based Plant Leaf Disease Detection and Severity Assessment Techniques: State-of-theude rust; tikka; powdery and downy mildew; late blight and early blight in groundnut, apple, potato and tomato plants. An analysis is made of the factors that stress plants; for example, water, pests and soil in green house plants. Leaf blast, brown spot and sheath rot detected in rice plants are di
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Deep Learning for Medical Image Processing: Overview, Challenges and the Futurening architecture and its optimization when used for medical image segmentation and classification. The chapter closes with a discussion of the challenges of deep learning methods with regard to medical imaging and open research issue.
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