A Data Science Central Community
Posted on behalf of Charu Aggarwal.
I recently published a new textbook on data mining. Details are below:
The emergence of data science as a discipline requires the development of a book that goes beyond the traditional focus of books on fundamental data mining problems. More emphasis needs to be placed on the advanced data types such as text, time series, discrete sequences, spatial data, graph data, and social networks. This comprehensive data mining book explores the different aspects of data mining, starting from the fundamentals, and subsequently explores the complex data types and their applications. Therefore, this book may be used for both introductory and advanced data mining courses. The chapters of this book fall into one of three categories:
The book carefully balances mathematical details and intuition. It contains the necessary mathematical details for professors and researchers, but it is presented in a simple and intuitive style to improve accessibility for students and industrial practitioners. Numerous illustrations, examples, and exercises are included with an emphasis on semantically interpretable examples.
The book is available in both hard-copy and in electronic form. The hard-copy is available from the usual channels such as Amazon, Barnes and Noble, or Springer shop. The electronic version is available at: http://rd.springer.com/book/10.1007/978-3-319-14142-8
This link might allow you to to download the book for free, depending on your institution's subscriptions. To attempt a free download, click from a computer directly connected to your institution network. To be eligible, your institution must subscribe to "e-book package english Computer Science" or "e-book package english (full collection)". If your institution is eligible, you will see a (free) `Download Book' button. Otherwise, you will see a (paid) `Get Access' button. For subscribing institutions, it is also possible to obtain a lower cost paperback copy using the instructions available here: http://www.charuaggarwal.net/MyCopy.htm