In clear, easy-to-grasp language, the author covers many of the topics that you will need to know in order to win your dream job and be the first in line for a promotion.
This book is a significant contribution to the subject of mining time-changing data streams and addresses the design of learning algorithms for this purpose. It introduces new contributions on several different aspects of the problem, identifying research opportunities and increasing the scope for applications. It also includes an in-depth study of stream mining and a theoretical analysis of proposed methods and algorithms. The first section is concerned with the use of an adaptive sliding window algorithm (ADWIN). Since this has rigorous performance guarantees, using it in place of counters or accumulators, it offers the possibility of extending such guarantees to learning and mining algorithms not initially designed for drifting data. Testing with several methods, including Naive Bayes, clustering, decision trees and ensemble methods, is discussed as well. The second part of the book describes a formal study of connected acyclic graphs, or 'trees', from the point of view of closure-based mining, presenting efficient algorithms for subtree testing and for mining ordered and unordered frequent closed trees. Lastly, a general methodology to identify closed patterns in a data stream is outlined. This is applied to develop an incremental method, a sliding-window based method, and a method that mines closed trees adaptively from data streams. These are used to introduce classification methods for tree data streams.
The first and only English-language reference to the laws and regulations of the booming Indonesian mining sector
As the growing Indonesian mining industry attracts new investment from foreign mining companies, those companies are faced with the daunting challenge of unraveling the hugely confusing and complex plethora of local laws and regulations that govern the industry. Until now, there has been no comprehensive English-language guide to Indonesia's mining laws that western companies could turn to for reliable guidance and advice. This detailed reference fills that gap for the mining companies, advisors, and consultants who must navigate this confusing and growing web of regulation on a daily basis.
Ideal for professionals in the mining industry, as well as academics, government institutions, policy makers, and industry associations, Mining Law & Regulatory Practice in Indonesia is the perfect guide for an underserved market.
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