Search results with tag "Computational complexity"
Algorithms and Complexity
www2.math.upenn.eduis the study of computational complexity. Naturally, we would expect that a computing problem for which millions of bits of input data are required would probably take longer than another problem that needs only a few items of input. So the time complexity of a calculation is measured by expressing the running time of the calculation as a ...
Isolation Forest - nju.edu.cn
cs.nju.edu.cnlinear time complexity with a low constant and a low mem-ory requirement. Our empirical evaluation shows that iFor- ... and small data size because of their high computational complexity. ... In a data-induced random tree, partitioning of instances are repeated recursively until all instances are iso-lated. This random partitioning produces ...
Understanding Machine Learning: From Theory to Algorithms
www.cs.huji.ac.ilThese include a discussion of the computational complexity of learning and the concepts of convexity and stability; important algorith-mic paradigms including stochastic gradient descent, neural networks, ... book is devoted to advanced theory. We made an attempt to keep the book as self-contained as possible. However, the reader is assumed to ...
Computational Complexity: A Modern Approach - Theory
theory.cs.princeton.eduComputational complexity theory has developed rapidly in the past three decades. The list of surprising and fundamental results proved since 1990 alone could fill a book: these include new probabilistic definitions of classical complexity classes (IP = PSPACE and the PCP Theorems)
Computational Complexity: A Modern Approach - Theory
theory.cs.princeton.eduthe current book has a quite minimal coverage of computability and no coverage of automata theory, but we provide web-only chapters with more coverage of these topics on the book’s web site. The prerequisite mathematical background would be some comfort with mathematical