{"product_id":"improving-classifier-generalization-von-rahul-kumar-sevakula-und-nishchal-k-verma","title":"Improving Classifier Generalization","description":"\n                                \n                \u003cp\u003eThis book elaborately discusses techniques commonly used to improve generalization performance in classification approaches. The contents highlight methods to improve classification performance in numerous case studies: ranging from datasets of UCI repository to predictive maintenance problems and cancer classification problems. The book specifically provides a detailed tutorial on how to approach time-series classification problems and discusses two real time case studies on condition monitoring. In addition to describing the various aspects a data scientist must consider before finalizing their approach to a classification problem and reviewing the state of the art for improving classification generalization performance, it also discusses in detail the authors own contributions to the field, including MVPC - a classifier with very low VC dimension, a graphical indices based framework for reliable predictive maintenance and a novel general-purpose membership functions for Fuzzy Support Vector Machine which provides state of the art performance with noisy datasets, and a novel scheme to introduce deep learning in Fuzzy Rule based classifiers (FRCs). This volume will serve as a useful reference for researchers and students working on machine learning, health monitoring, predictive maintenance, time-series analysis, gene-expression data classification. \u003c\/p\u003e\n                                \n                \u003cbr\u003e\n                                \n                \u003cp\u003e\u003c\/p\u003e\n                            \n            \u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9789811950728\"\u003e\u003ch3\u003eReal-Time Machine Learning based Applications\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9789811950759\"\u003e\u003ch3\u003eReal-Time Machine Learning based Applications\u003c\/h3\u003e\u003c\/div\u003e","brand":"Autorenwelt Shop","offers":[{"title":"Hardcover - 9789811950728","offer_id":40588052955229,"sku":"9789811950728","price":160.49,"currency_code":"EUR","in_stock":true},{"title":"Softcover - 9789811950759","offer_id":47187054887237,"sku":"9789811950759","price":160.49,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/785be82e-b108-4d63-ab18-fd10ecb3d974.jpg?v=1774684602","url":"https:\/\/shop.autorenwelt.de\/en\/products\/improving-classifier-generalization-von-rahul-kumar-sevakula-und-nishchal-k-verma","provider":"Autorenwelt Shop","version":"1.0","type":"link"}