Mining Jobs No Experience
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 book describes the current state of former opencast mines in six countries. The remediation and reclamation of abandoned opencast mines are considered as a chance for new sustainable ecological, sociological and cultural developments in the regions concerned. The examples quoted from different countries allow the results of different remediation strategies to be compared. By way of conclusion, some recommendations are given at the end.
This book is about being a woman, trying to be a mother, having a family, trying to make a family work, failing and succeeding. Essays run from family estrangement to reconciliation, adoption struggles and recognizing the other mothers of adopted children, strengthening family ties by fighting the rats in the basement together, and realizing that, fundamentally, we all have it in us to be mothers if that is what we want for ourselves. The book is short, just 15 essays, each chosen because it represents an important event or point of view. The stories are not all happy ones. Raising children is a long tale that, if honestly told, has many regrettable chapters. Those chapters have great value if for no other reason than they make the happy times truly remarkable instead of common.
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Mining Jobs No Experience Books
Mining Jobs No Experience