This book consists of advanced information regarding data mining and their applications. It offers to aid data miners, researchers, scholars, and PhD students who aspire to practice data mining techniques. The elementary contribution of this book is to mark frontier fields and implementations of knowledge discovery and data mining. It may appear that the same things are being repeated but in general, same approach and techniques may aid us in various fields and proficiency areas. This book reflects knowledge discovery and data mining applications that include areas of statistics, machine...

This book discusses the topic of advanced text mining and applied principles in detail. Due to the development of computer and web technologies, we are now able to easily compile and store huge amounts of text data. It is believed that data consists of valuable knowledge. Text mining techniques have been dynamically analyzed for the extraction of knowledge from data since late 1990s. Even though many vital methods have been formulated, the text mining research field continues to expand for the needs emerging from distinct application fields. This book provides an introduction of advanced text...

A Bayesian network is also known as a Bayes network, belief network or causal probabilistic network. Bayesian belief networks are effective tools to incorporate different information sources with varying levels of uncertainty in a mathematically secure and calculatively effective way. A Bayesian network is a graphical model that ciphers probabilistic relationships among variables of interest. This graphical paradigm has a few significant advantages: firstly, due to the dependencies among all the variables, missing nodes data is also compensated; secondly, belief network sets up the simple...

The aim of this book is to assist data miners who want to employ distinct data mining techniques. Data mining commonly encompasses areas of machine learning, pattern identification, statistics, data management and databases, artificial intelligence, etc. This book covers most of these areas by elucidating various applications. The readers will understand why and how data mining can also be employed for the enhancement of project management through this book. It will also serve as a great source of information and inspire readers to pursue education and research in this growing field; since...

The aim of this book is to educate the readers regarding expert systems. Intelligent systems aka expert systems fulfill the purpose of their name in the way that they act as facilitators in this procedure. These are systems that are based on specialist information on any topic in order to emulate human capability in the exact field. To attain this information, the knowledge experts, also called software engineers, require expanding of methodologies for intelligent systems. In this field there is still no unified methodology that supplies efficient techniques and tools to facilitate any new...