C4.5 2024 pdf epub mobi 电子书


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发表于2024-12-27

C4.5 2024 pdf epub mobi 电子书

C4.5 2024 pdf epub mobi 电子书

C4.5 2024 pdf epub mobi 电子书



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出版者:Morgan Kaufmann Publishers Inc.
作者:Ross Quinlan
出品人:
页数:302
译者:
出版时间:1993-01-15
价格:USD 76.95
装帧:Paperback
isbn号码:9781558602380
丛书系列:

图书标签: 谁有啊可以借来看看吗  计算机  给俺打个折,俺买来看看  机器学习  数据挖掘机器学习  数据挖掘  MachineLearning  ML   


C4.5 2024 pdf epub mobi 电子书 图书描述

Classifier systems play a major role in machine learning and knowledge-based systems, and Ross Quinlan's work on ID3 and C4.5 is widely acknowledged to have made some of the most significant contributions to their development. This book is a complete guide to the C4.5 system as implemented in C for the UNIX environment. It contains a comprehensive guide to the system's use , the source code (about 8,800 lines), and implementation notes. The source code and sample datasets are also available for download (see below).</p>

C4.5 starts with large sets of cases belonging to known classes. The cases, described by any mixture of nominal and numeric properties, are scrutinized for patterns that allow the classes to be reliably discriminated. These patterns are then expressed as models, in the form of decision trees or sets of if-then rules, that can be used to classify new cases, with emphasis on making the models understandable as well as accurate. The system has been applied successfully to tasks involving tens of thousands of cases described by hundreds of properties. The book starts from simple core learning methods and shows how they can be elaborated and extended to deal with typical problems such as missing data and over hitting. Advantages and disadvantages of the C4.5 approach are discussed and illustrated with several case studies.</p>

This book and software should be of interest to developers of classification-based intelligent systems and to students in machine learning and expert systems courses.</p>

C4.5 2024 pdf epub mobi 电子书

C4.5 2024 pdf epub mobi 电子书
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C4.5 2024 pdf epub mobi 电子书


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