{"product_id":"principles-of-data-mining-max-bramer-9781447174929","title":"Principles of Data Mining","description":"\u003cp\u003eIntroduction to Data Mining.- Data for Data Mining.- Introduction to Classification: Na?e Bayes and Nearest Neighbour.- Using Decision Trees for Classification.- Decision Tree Induction: Using Entropy for Attribute Selection.- Decision Tree Induction: Using Frequency Tables for Attribute Selection.- Estimating the Predictive Accuracy of a Classifier.- Continuous Attributes.- Avoiding Overfitting of Decision Trees.- More About Entropy.- Inducing Modular Rules for Classification.- Measuring the Performance of a Classifier.- Dealing with Large Volumes of Data.- Ensemble Classification.- Comparing Classifiers.- Associate Rule Mining I.- Associate Rule Mining II.- Associate Rule Mining III.- Clustering.- Mining.- Classifying Streaming Data.- Classifying Streaming Data II: Time-dependent Data.- An Introduction to Neural Networks.- Appendix A - Essential Mathematics.- Appendix B - Datasets.- Appendix C - Sources of Further Information.- Appendix D - Glossary and Notation.- Appendix E - Solutions to Self-assessment Exercises.- Index.\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Max Bramer\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 1447174925\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9781447174929\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Springer\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 05\/21\/2020\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 571\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.79lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.21h x 6.14w x 1.19d","brand":"Max Bramer","offers":[{"title":"Paperback","offer_id":43941880004863,"sku":"9781447174929","price":49.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/products\/img_c2527ab1-ce68-454e-837e-799ee9f37e48.jpg?v=1681455491","url":"https:\/\/www.whiterainbookhouse.com\/products\/principles-of-data-mining-max-bramer-9781447174929","provider":"WR Book House","version":"1.0","type":"link"}