Data Mining for Association Rules and Sequential Patterns - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Data Mining for Association Rules and Sequential Patterns write by Jean-Marc Adamo. This book was released on 2012-12-06. Data Mining for Association Rules and Sequential Patterns available in PDF, EPUB and Kindle. Recent advances in data collection, storage technologies, and computing power have made it possible for companies, government agencies and scientific laboratories to keep and manipulate vast amounts of data relating to their activities. This state-of-the-art monograph discusses essential algorithms for sophisticated data mining methods used with large-scale databases, focusing on two key topics: association rules and sequential pattern discovery. This will be an essential book for practitioners and professionals in computer science and computer engineering.
Mining Sequential Patterns from Large Data Sets
Mining Sequential Patterns from Large Data Sets - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Mining Sequential Patterns from Large Data Sets write by Wei Wang. This book was released on 2005-07-26. Mining Sequential Patterns from Large Data Sets available in PDF, EPUB and Kindle. In many applications, e.g., bioinformatics, web access traces, system u- lization logs, etc., the data is naturally in the form of sequences. It has been of great interests to analyze the sequential data to find their inherent char- teristics. The sequential pattern is one of the most widely studied models to capture such characteristics. Examples of sequential patterns include but are not limited to protein sequence motifs and web page navigation traces. In this book, we focus on sequential pattern mining. To meet different needs of various applications, several models of sequential patterns have been proposed. We do not only study the mathematical definitions and application domains of these models, but also the algorithms on how to effectively and efficiently find these patterns. The objective of this book is to provide computer scientists and domain - perts such as life scientists with a set of tools in analyzing and understanding the nature of various sequences by : (1) identifying the specific model(s) of - quential patterns that are most suitable, and (2) providing an efficient algorithm for mining these patterns. Chapter 1 INTRODUCTION Data Mining is the process of extracting implicit knowledge and discovery of interesting characteristics and patterns that are not explicitly represented in the databases. The techniques can play an important role in understanding data and in capturing intrinsic relationships among data instances. Data mining has been an active research area in the past decade and has been proved to be very useful.
Frequent Pattern Mining
Frequent Pattern Mining - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Frequent Pattern Mining write by Charu C. Aggarwal. This book was released on 2014-08-29. Frequent Pattern Mining available in PDF, EPUB and Kindle. This comprehensive reference consists of 18 chapters from prominent researchers in the field. Each chapter is self-contained, and synthesizes one aspect of frequent pattern mining. An emphasis is placed on simplifying the content, so that students and practitioners can benefit from the book. Each chapter contains a survey describing key research on the topic, a case study and future directions. Key topics include: Pattern Growth Methods, Frequent Pattern Mining in Data Streams, Mining Graph Patterns, Big Data Frequent Pattern Mining, Algorithms for Data Clustering and more. Advanced-level students in computer science, researchers and practitioners from industry will find this book an invaluable reference.
DATA MINING
DATA MINING - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook DATA MINING write by Dr. Suneel Pappala. This book was released on 2022-08-25. DATA MINING available in PDF, EPUB and Kindle. DATA MINING IS USE TO COMPUTER SCIENCE AND ENGINEERING AND INFORMATION TECHNOLOGY STUDENTS. Data Mining is The process of automatically discovering useful information in large data repositories. – Observation = case, record, instance – Variable = field, attribute – Analysis of dependence vs interdependence = Supervised vs unsupervised learning – Relationship = association, concept – Dependent variable Data Mining is mainly concentrated on Association rule, Mining Frequent Patterns it is concentrated on Associations and correlations and also concentrated on Mining Methods,Mining Various kinds of Association Rules,Correlation Analysis, Constraint based Association mining. Graph Pattern Mining SPM. Classification and Prediction ,Basic concepts,Decision tree induction,Bayesian classification, Rule–based classification, Lazy learner. Cluster analysis,Types of Data in Cluster Analysis,Categorization of Major Clustering Methods, Partitioning Methods, Hierarchical Methods,Density Based Methods, Grid Based Methods, Outlier Analysis. Basic concepts in Mining data streams Mining Time series data Mining sequence patterns in Transactional databases Mining Object Spatial Multimedia Text and Web data Spatial Data mining Multimedia Data mining Text Mining Mining the World Wide Web.
Fast Algorithms for Mining Association Rules and Sequential Patterns
Fast Algorithms for Mining Association Rules and Sequential Patterns - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Fast Algorithms for Mining Association Rules and Sequential Patterns write by Ramakrishnan Srikant. This book was released on 1996. Fast Algorithms for Mining Association Rules and Sequential Patterns available in PDF, EPUB and Kindle.
