Computer Sciences Technical Report
Author :
Publisher :
Page : 0 pages
File Size : 35,77 MB
Release : 2002
Category : Computers
ISBN :
Author :
Publisher :
Page : 0 pages
File Size : 35,77 MB
Release : 2002
Category : Computers
ISBN :
Author :
Publisher :
Page : 518 pages
File Size : 32,62 MB
Release : 1994
Category : Computers
ISBN :
Author : Burr Chen
Publisher : Springer Nature
Page : 100 pages
File Size : 13,83 MB
Release : 2022-05-31
Category : Computers
ISBN : 3031015606
The key idea behind active learning is that a machine learning algorithm can perform better with less training if it is allowed to choose the data from which it learns. An active learner may pose "queries," usually in the form of unlabeled data instances to be labeled by an "oracle" (e.g., a human annotator) that already understands the nature of the problem. This sort of approach is well-motivated in many modern machine learning and data mining applications, where unlabeled data may be abundant or easy to come by, but training labels are difficult, time-consuming, or expensive to obtain. This book is a general introduction to active learning. It outlines several scenarios in which queries might be formulated, and details many query selection algorithms which have been organized into four broad categories, or "query selection frameworks." We also touch on some of the theoretical foundations of active learning, and conclude with an overview of the strengths and weaknesses of these approaches in practice, including a summary of ongoing work to address these open challenges and opportunities. Table of Contents: Automating Inquiry / Uncertainty Sampling / Searching Through the Hypothesis Space / Minimizing Expected Error and Variance / Exploiting Structure in Data / Theory / Practical Considerations
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Page : pages
File Size : 26,42 MB
Release : 1982
Category : Computer science
ISBN :
Author : National Academies of Sciences, Engineering, and Medicine
Publisher : National Academies Press
Page : 253 pages
File Size : 33,98 MB
Release : 2018-04-28
Category : Education
ISBN : 0309467020
The field of computer science (CS) is currently experiencing a surge in undergraduate degree production and course enrollments, which is straining program resources at many institutions and causing concern among faculty and administrators about how best to respond to the rapidly growing demand. There is also significant interest about what this growth will mean for the future of CS programs, the role of computer science in academic institutions, the field as a whole, and U.S. society more broadly. Assessing and Responding to the Growth of Computer Science Undergraduate Enrollments seeks to provide a better understanding of the current trends in computing enrollments in the context of past trends. It examines drivers of the current enrollment surge, relationships between the surge and current and potential gains in diversity in the field, and the potential impacts of responses to the increased demand for computing in higher education, and it considers the likely effects of those responses on students, faculty, and institutions. This report provides recommendations for what institutions of higher education, government agencies, and the private sector can do to respond to the surge and plan for a strong and sustainable future for the field of CS in general, the health of the institutions of higher education, and the prosperity of the nation.
Author : Allen Kent
Publisher : CRC Press
Page : 442 pages
File Size : 45,95 MB
Release : 1993-04-05
Category : Computers
ISBN : 9780824722814
"This comprehensive reference work provides immediate, fingertip access to state-of-the-art technology in nearly 700 self-contained articles written by over 900 international authorities. Each article in the Encyclopedia features current developments and trends in computers, software, vendors, and applications...extensive bibliographies of leading figures in the field, such as Samuel Alexander, John von Neumann, and Norbert Wiener...and in-depth analysis of future directions."
Author : Justin Zobel
Publisher : Taylor & Francis
Page : 292 pages
File Size : 27,51 MB
Release : 2004-06-03
Category : Computers
ISBN : 9781852338022
A complete update to a classic, respected resource Invaluable reference, supplying a comprehensive overview on how to undertake and present research
Author :
Publisher :
Page : 968 pages
File Size : 32,93 MB
Release : 1989
Category : Aeronautics
ISBN :
Author : S. Ramesh
Publisher : Springer Science & Business Media
Page : 364 pages
File Size : 30,42 MB
Release : 1997-11-28
Category : Computers
ISBN : 9783540638766
This book constitutes the refereed proceedings of the 17th International Conference on Foundations of Software Technology and Theoretical Computer Science, FSTTCS'97. The 18 revised full papers presented were selected from a total of 68 submissions. Also included are five invited papers by Ed Clarke, Deepak Kapur, Madhu Sudan, Vijaya Ramachandran, and Moshe Vardi. Among the topics addressed are concurrency, Petri nets, graph computations, program verification, model checking, recursion theory, rewriting, and error-correcting codes.
Author : Mario Coppo
Publisher : Springer Science & Business Media
Page : 421 pages
File Size : 48,83 MB
Release : 2005-09-28
Category : Computers
ISBN : 3540291067
This book constitutes the refereed proceedings of the 9th International Conference on Theoretical Computer Science, ICTCS 2005, held at the Certosa di Pontignano, Siena, Italy, in October 2005. The 29 revised full papers presented together with an invited paper and abstracts of 2 invited talks were carefully reviewed and selected from 83 submissions. The papers address all current issues in theoretical computer science and focus especially on analysis and design of algorithms, computability, computational complexity, cryptography, formal languages and automata, foundations of programming languages and program analysis, natural computing paradigms (quantum computing, bioinformatics), program specification and verification, term rewriting, theory of logical design and layout, type theory, security, and symbolic and algebraic computation.