Sublinear Computation Paradigm

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Sublinear Computation Paradigm

Author : Naoki Katoh
Publisher : Springer Nature
ISBN 13 : 9811640955
Total Pages : 403 pages
Book Rating : 4.8/5 (116 download)

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Book Synopsis Sublinear Computation Paradigm by : Naoki Katoh

Download or read book Sublinear Computation Paradigm written by Naoki Katoh and published by Springer Nature. This book was released on 2021-10-19 with total page 403 pages. Available in PDF, EPUB and Kindle. Book excerpt: This open access book gives an overview of cutting-edge work on a new paradigm called the “sublinear computation paradigm,” which was proposed in the large multiyear academic research project “Foundations of Innovative Algorithms for Big Data.” That project ran from October 2014 to March 2020, in Japan. To handle the unprecedented explosion of big data sets in research, industry, and other areas of society, there is an urgent need to develop novel methods and approaches for big data analysis. To meet this need, innovative changes in algorithm theory for big data are being pursued. For example, polynomial-time algorithms have thus far been regarded as “fast,” but if a quadratic-time algorithm is applied to a petabyte-scale or larger big data set, problems are encountered in terms of computational resources or running time. To deal with this critical computational and algorithmic bottleneck, linear, sublinear, and constant time algorithms are required. The sublinear computation paradigm is proposed here in order to support innovation in the big data era. A foundation of innovative algorithms has been created by developing computational procedures, data structures, and modelling techniques for big data. The project is organized into three teams that focus on sublinear algorithms, sublinear data structures, and sublinear modelling. The work has provided high-level academic research results of strong computational and algorithmic interest, which are presented in this book. The book consists of five parts: Part I, which consists of a single chapter on the concept of the sublinear computation paradigm; Parts II, III, and IV review results on sublinear algorithms, sublinear data structures, and sublinear modelling, respectively; Part V presents application results. The information presented here will inspire the researchers who work in the field of modern algorithms.

Research Anthology on Bioinformatics, Genomics, and Computational Biology

Author : Management Association, Information Resources
Publisher : IGI Global
ISBN 13 :
Total Pages : 1509 pages
Book Rating : 4.3/5 (693 download)

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Book Synopsis Research Anthology on Bioinformatics, Genomics, and Computational Biology by : Management Association, Information Resources

Download or read book Research Anthology on Bioinformatics, Genomics, and Computational Biology written by Management Association, Information Resources and published by IGI Global. This book was released on 2024-03-19 with total page 1509 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the evolving environment of bioinformatics, genomics, and computational biology, academic scholars are facing a challenging challenge – keeping informed about the latest research trends and findings. With unprecedented advancements in sequencing technologies, computational algorithms, and machine learning, these fields have become indispensable tools for drug discovery, disease research, genome sequencing, and more. As scholars strive to decode the language of DNA, predict protein structures, and navigate the complexities of biological data analysis, the need for a comprehensive and up-to-date resource becomes paramount. The Research Anthology on Bioinformatics, Genomics, and Computational Biology is a collection of a carefully curated selection of chapters that serves as the solution to the pressing challenge of keeping pace with the dynamic advancements in these critical disciplines. This anthology is designed to address the informational gap by providing scholars with a consolidated and authoritative source that sheds light on critical issues, innovative theories, and transformative developments in the field. It acts as a single reference point, offering insights into conceptual, methodological, technical, and managerial issues while also providing a glimpse into emerging trends and future opportunities.

Multi-disciplinary Trends in Artificial Intelligence

Author : Raghava Morusupalli
Publisher : Springer Nature
ISBN 13 : 3031364023
Total Pages : 810 pages
Book Rating : 4.0/5 (313 download)

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Book Synopsis Multi-disciplinary Trends in Artificial Intelligence by : Raghava Morusupalli

Download or read book Multi-disciplinary Trends in Artificial Intelligence written by Raghava Morusupalli and published by Springer Nature. This book was released on 2023-06-23 with total page 810 pages. Available in PDF, EPUB and Kindle. Book excerpt: The 47 full papers and 24 short papers included in this book were carefully reviewed and selected from 245 submissions. These articles cater to the most contemporary and happening topics in the fields of AI that range from Intelligent Recommendation Systems, Game Theory, Computer Vision, Reinforcement Learning, Social Networks, and Generative AI to Conversational and Large Language Models. They are organized into four areas of research: Theoretical contributions, Cognitive Computing models, Computational Intelligence based algorithms, and AI Applications.

International Conference on Security, Surveillance and Artificial Intelligence (ICSSAI-2023)

Author : Debasis Chaudhuri
Publisher : CRC Press
ISBN 13 : 1040052487
Total Pages : 468 pages
Book Rating : 4.0/5 (4 download)

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Book Synopsis International Conference on Security, Surveillance and Artificial Intelligence (ICSSAI-2023) by : Debasis Chaudhuri

Download or read book International Conference on Security, Surveillance and Artificial Intelligence (ICSSAI-2023) written by Debasis Chaudhuri and published by CRC Press. This book was released on 2024-05-23 with total page 468 pages. Available in PDF, EPUB and Kindle. Book excerpt: The International Conference on Security, Surveillance & Artificial Intelligence (ICSSAI2023) was held in West Bengal, India during December 1–2, 2023. The conference was organized by the Techno India University, one of the renowned universities in the state of West Bengal which is committed for generating, disseminating and preserving knowledge.

Decision and Game Theory for Security

Author : Stefan Rass
Publisher : Springer
ISBN 13 : 3319687115
Total Pages : 543 pages
Book Rating : 4.3/5 (196 download)

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Book Synopsis Decision and Game Theory for Security by : Stefan Rass

Download or read book Decision and Game Theory for Security written by Stefan Rass and published by Springer. This book was released on 2017-10-12 with total page 543 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 8th International Conference on Decision and Game Theory for Security, GameSec 2017, held in Vienna, Austria, in October 2017. The 24 revised full papers presented together with 4 short papers were carefully reviewed and selected from 71 submissions.The papers address topics such as Game theory and mechanism design for security and privacy; Pricing and economic incentives for building dependable and secure systems; Dynamic control, learning, and optimization and approximation techniques; Decision making and decision theory for cybersecurity and security requirements engineering; Socio-technological and behavioral approaches to security; Risk assessment and risk management; Security investment and cyber insurance; Security and privacy for the Internet-of-Things (IoT), cyber-physical systems, resilient control systems; New approaches for security and privacy in cloud computing and for critical infrastructure; Security and privacy of wireless and mobile communications, including user location privacy; Game theory for intrusion detection; and Empirical and experimental studies with game-theoretic or optimization analysis for security and privacy.

Theory of Cryptography

Author : Eike Kiltz
Publisher : Springer Nature
ISBN 13 : 3031223659
Total Pages : 813 pages
Book Rating : 4.0/5 (312 download)

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Book Synopsis Theory of Cryptography by : Eike Kiltz

Download or read book Theory of Cryptography written by Eike Kiltz and published by Springer Nature. This book was released on 2022-12-21 with total page 813 pages. Available in PDF, EPUB and Kindle. Book excerpt: The three-volume set LNCS 13747, LNCS 13748 and LNCS 13749 constitutes the refereed proceedings of the 20th International Conference on Theory of Cryptography, TCC 2022, held in Chicago, IL, USA, in November 2022. The total of 60 full papers presented in this three-volume set was carefully reviewed and selected from 139 submissions. They cover topics on post-quantum cryptography; interactive proofs; quantum cryptography; secret-sharing and applications; succinct proofs; identity-based encryption and functional encryption; attribute-based encryption and functional encryption; encryption; multi-party computation; protocols: key agreement and commitments; theory: sampling and friends; lattices; anonymity, verfiability and robustness; ORAM, OT and PIR; and theory.

Final Report

Author :
Publisher :
ISBN 13 :
Total Pages : 66 pages
Book Rating : 4.:/5 (94 download)

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Book Synopsis Final Report by :

Download or read book Final Report written by and published by . This book was released on 2015 with total page 66 pages. Available in PDF, EPUB and Kindle. Book excerpt: Post-Moore's law scaling is creating a disruptive shift in simulation workflows, as saving the entirety of raw data to persistent storage becomes expensive. We are moving away from a post-process centric data analysis paradigm towards a concurrent analysis framework, in which raw simulation data is processed as it is computed. Algorithms must adapt to machines with extreme concurrency, low communication bandwidth, and high memory latency, while operating within the time constraints prescribed by the simulation. Furthermore, in- put parameters are often data dependent and cannot always be prescribed. The study of sublinear algorithms is a recent development in theoretical computer science and discrete mathematics that has significant potential to provide solutions for these challenges. The approaches of sublinear algorithms address the fundamental mathematical problem of understanding global features of a data set using limited resources. These theoretical ideas align with practical challenges of in-situ and in-transit computation where vast amounts of data must be processed under severe communication and memory constraints. This report details key advancements made in applying sublinear algorithms in-situ to identify features of interest and to enable adaptive workflows over the course of a three year LDRD. Prior to this LDRD, there was no precedent in applying sublinear techniques to large-scale, physics based simulations. This project has definitively demonstrated their efficacy at mitigating high performance computing challenges and highlighted the rich potential for follow-on re- search opportunities in this space.

Models of Computation for Big Data

Author : Rajendra Akerkar
Publisher : Springer
ISBN 13 : 3319918516
Total Pages : 110 pages
Book Rating : 4.3/5 (199 download)

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Book Synopsis Models of Computation for Big Data by : Rajendra Akerkar

Download or read book Models of Computation for Big Data written by Rajendra Akerkar and published by Springer. This book was released on 2018-12-04 with total page 110 pages. Available in PDF, EPUB and Kindle. Book excerpt: The big data tsunami changes the perspective of industrial and academic research in how they address both foundational questions and practical applications. This calls for a paradigm shift in algorithms and the underlying mathematical techniques. There is a need to understand foundational strengths and address the state of the art challenges in big data that could lead to practical impact. The main goal of this book is to introduce algorithmic techniques for dealing with big data sets. Traditional algorithms work successfully when the input data fits well within memory. In many recent application situations, however, the size of the input data is too large to fit within memory. Models of Computation for Big Data, covers mathematical models for developing such algorithms, which has its roots in the study of big data that occur often in various applications. Most techniques discussed come from research in the last decade. The book will be structured as a sequence of algorithmic ideas, theoretical underpinning, and practical use of that algorithmic idea. Intended for both graduate students and advanced undergraduate students, there are no formal prerequisites, but the reader should be familiar with the fundamentals of algorithm design and analysis, discrete mathematics, probability and have general mathematical maturity.

Computational Complexity

Author : Sanjeev Arora
Publisher : Cambridge University Press
ISBN 13 : 0521424267
Total Pages : 609 pages
Book Rating : 4.5/5 (214 download)

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Book Synopsis Computational Complexity by : Sanjeev Arora

Download or read book Computational Complexity written by Sanjeev Arora and published by Cambridge University Press. This book was released on 2009-04-20 with total page 609 pages. Available in PDF, EPUB and Kindle. Book excerpt: New and classical results in computational complexity, including interactive proofs, PCP, derandomization, and quantum computation. Ideal for graduate students.

Mathematics and Computation

Author : Avi Wigderson
Publisher : Princeton University Press
ISBN 13 : 0691189137
Total Pages : 434 pages
Book Rating : 4.6/5 (911 download)

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Book Synopsis Mathematics and Computation by : Avi Wigderson

Download or read book Mathematics and Computation written by Avi Wigderson and published by Princeton University Press. This book was released on 2019-10-29 with total page 434 pages. Available in PDF, EPUB and Kindle. Book excerpt: An introduction to computational complexity theory, its connections and interactions with mathematics, and its central role in the natural and social sciences, technology, and philosophy Mathematics and Computation provides a broad, conceptual overview of computational complexity theory—the mathematical study of efficient computation. With important practical applications to computer science and industry, computational complexity theory has evolved into a highly interdisciplinary field, with strong links to most mathematical areas and to a growing number of scientific endeavors. Avi Wigderson takes a sweeping survey of complexity theory, emphasizing the field’s insights and challenges. He explains the ideas and motivations leading to key models, notions, and results. In particular, he looks at algorithms and complexity, computations and proofs, randomness and interaction, quantum and arithmetic computation, and cryptography and learning, all as parts of a cohesive whole with numerous cross-influences. Wigderson illustrates the immense breadth of the field, its beauty and richness, and its diverse and growing interactions with other areas of mathematics. He ends with a comprehensive look at the theory of computation, its methodology and aspirations, and the unique and fundamental ways in which it has shaped and will further shape science, technology, and society. For further reading, an extensive bibliography is provided for all topics covered. Mathematics and Computation is useful for undergraduate and graduate students in mathematics, computer science, and related fields, as well as researchers and teachers in these fields. Many parts require little background, and serve as an invitation to newcomers seeking an introduction to the theory of computation. Comprehensive coverage of computational complexity theory, and beyond High-level, intuitive exposition, which brings conceptual clarity to this central and dynamic scientific discipline Historical accounts of the evolution and motivations of central concepts and models A broad view of the theory of computation's influence on science, technology, and society Extensive bibliography

Understanding Machine Learning

Author : Shai Shalev-Shwartz
Publisher : Cambridge University Press
ISBN 13 : 1107057132
Total Pages : 415 pages
Book Rating : 4.1/5 (7 download)

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Book Synopsis Understanding Machine Learning by : Shai Shalev-Shwartz

Download or read book Understanding Machine Learning written by Shai Shalev-Shwartz and published by Cambridge University Press. This book was released on 2014-05-19 with total page 415 pages. Available in PDF, EPUB and Kindle. Book excerpt: Introduces machine learning and its algorithmic paradigms, explaining the principles behind automated learning approaches and the considerations underlying their usage.

Theory of Cryptography

Author : Ronald Cramer
Publisher : Springer
ISBN 13 : 3642289142
Total Pages : 669 pages
Book Rating : 4.6/5 (422 download)

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Book Synopsis Theory of Cryptography by : Ronald Cramer

Download or read book Theory of Cryptography written by Ronald Cramer and published by Springer. This book was released on 2012-03-05 with total page 669 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the thoroughly refereed proceedings of the 9th Theory of Cryptography Conference, TCC 2012, held in Taormina, Sicily, Italy, in March 2012. The 36 revised full papers presented were carefully reviewed and selected from 131 submissions. The papers are organized in topical sections on secure computation; (blind) signatures and threshold encryption; zero-knowledge and security models; leakage-resilience; hash functions; differential privacy; pseudorandomness; dedicated encryption; security amplification; resettable and parallel zero knowledge.

Advances in Cryptology – EUROCRYPT 2024

Author : Marc Joye
Publisher : Springer Nature
ISBN 13 : 3031587235
Total Pages : 483 pages
Book Rating : 4.0/5 (315 download)

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Book Synopsis Advances in Cryptology – EUROCRYPT 2024 by : Marc Joye

Download or read book Advances in Cryptology – EUROCRYPT 2024 written by Marc Joye and published by Springer Nature. This book was released on with total page 483 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Theory of Cryptography

Author : Eyal Kushilevitz
Publisher : Springer
ISBN 13 : 366249096X
Total Pages : 623 pages
Book Rating : 4.6/5 (624 download)

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Book Synopsis Theory of Cryptography by : Eyal Kushilevitz

Download or read book Theory of Cryptography written by Eyal Kushilevitz and published by Springer. This book was released on 2015-12-21 with total page 623 pages. Available in PDF, EPUB and Kindle. Book excerpt: The two-volume set LNCS 9562 and LNCS 9563 constitutes the refereedproceedings of the 13th International Conference on Theory ofCryptography, TCC 2016, held in Tel Aviv, Israel, in January 2016. The 45 revised full papers presented were carefully reviewed andselected from 112 submissions. The papers are organized in topicalsections on obfuscation, differential privacy, LWR and LPN, public key encryption, signatures, and VRF, complexity of cryptographic primitives, multiparty computation, zero knowledge and PCP, oblivious RAM, ABE and IBE, and codes and interactive proofs. The volume also includes an invited talk on cryptographic assumptions.

Computer Science – Theory and Applications

Author : Rahul Santhanam
Publisher : Springer Nature
ISBN 13 : 3030794164
Total Pages : 485 pages
Book Rating : 4.0/5 (37 download)

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Book Synopsis Computer Science – Theory and Applications by : Rahul Santhanam

Download or read book Computer Science – Theory and Applications written by Rahul Santhanam and published by Springer Nature. This book was released on 2021-06-16 with total page 485 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the proceedings of the 16th International Computer Science Symposium in Russia, CSR 2021, held in Sochi, Russia, in June/July 2021. The 28 full papers were carefully reviewed and selected from 68 submissions. The papers cover a broad range of topics, such as formal languages and automata theory, geometry and discrete structures; theory and algorithms for application domains and much more.

Theory of Cryptography

Author : Martin Hirt
Publisher : Springer
ISBN 13 : 3662536447
Total Pages : 586 pages
Book Rating : 4.6/5 (625 download)

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Book Synopsis Theory of Cryptography by : Martin Hirt

Download or read book Theory of Cryptography written by Martin Hirt and published by Springer. This book was released on 2016-10-24 with total page 586 pages. Available in PDF, EPUB and Kindle. Book excerpt: The two-volume set LNCS 9985 and LNCS 9986 constitutes the refereed proceedings of the 14th International Conference on Theory of Cryptography, TCC 2016-B, held in Beijing, China, in November 2016. The total of 45 revised full papers presented in the proceedings were carefully reviewed and selected from 113 submissions. The papers were organized in topical sections named: TCC test-of-time award; foundations; unconditional security; foundations of multi-party protocols; round complexity and efficiency of multi-party computation; differential privacy; delegation and IP; public-key encryption; obfuscation and multilinear maps; attribute-based encryption; functional encryption; secret sharing; new models.

Limits to Parallel Computation

Author : Raymond Greenlaw
Publisher : Oxford University Press, USA
ISBN 13 : 0195085914
Total Pages : 328 pages
Book Rating : 4.1/5 (95 download)

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Book Synopsis Limits to Parallel Computation by : Raymond Greenlaw

Download or read book Limits to Parallel Computation written by Raymond Greenlaw and published by Oxford University Press, USA. This book was released on 1995 with total page 328 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides a comprehensive analysis of the most important topics in parallel computation. It is written so that it may be used as a self-study guide to the field, and researchers in parallel computing will find it a useful reference for many years to come. The first half of the book consists of an introduction to many fundamental issues in parallel computing. The second half provides lists of P-complete- and open problems. These lists will have lasting value to researchers in both industry and academia. The lists of problems, with their corresponding remarks, the thorough index, and the hundreds of references add to the exceptional value of this resource. While the exciting field of parallel computation continues to expand rapidly, this book serves as a guide to research done through 1994 and also describes the fundamental concepts that new workers will need to know in coming years. It is intended for anyone interested in parallel computing, including senior level undergraduate students, graduate students, faculty, and people in industry. As an essential reference, the book will be needed in all academic libraries.