Spatio-Temporal Data Streams

Spatio-Temporal Data Streams
Author: Zdravko Galić
Publisher: Springer
Total Pages: 116
Release: 2016-08-26
Genre: Computers
ISBN: 1493965751

This SpringerBrief presents the fundamental concepts of a specialized class of data stream, spatio-temporal data streams, and demonstrates their distributed processing using Big Data frameworks and platforms. It explores a consistent framework which facilitates a thorough understanding of all different facets of the technology, from basic definitions to state-of-the-art techniques. Key topics include spatio-temporal continuous queries, distributed stream processing, SQL-like language embedding, and trajectory stream clustering. Over the course of the book, the reader will become familiar with spatio-temporal data streams management and data flow processing, which enables the analysis of huge volumes of location-aware continuous data streams. Applications range from mobile object tracking and real-time intelligent transportation systems to traffic monitoring and complex event processing. Spatio-Temporal Data Streams is a valuable resource for researchers studying spatio-temporal data streams and Big Data analytics, as well as data engineers and data scientists solving data management and analytics problems associated with this class of data.

Storage Systems

Storage Systems
Author: Alexander Thomasian
Publisher: Academic Press
Total Pages: 748
Release: 2021-10-13
Genre: Science
ISBN: 0323908098

Storage Systems: Organization, Performance, Coding, Reliability and Their Data Processing was motivated by the 1988 Redundant Array of Inexpensive/Independent Disks proposal to replace large form factor mainframe disks with an array of commodity disks. Disk loads are balanced by striping data into strips—with one strip per disk— and storage reliability is enhanced via replication or erasure coding, which at best dedicates k strips per stripe to tolerate k disk failures. Flash memories have resulted in a paradigm shift with Solid State Drives (SSDs) replacing Hard Disk Drives (HDDs) for high performance applications. RAID and Flash have resulted in the emergence of new storage companies, namely EMC, NetApp, SanDisk, and Purestorage, and a multibillion-dollar storage market. Key new conferences and publications are reviewed in this book.The goal of the book is to expose students, researchers, and IT professionals to the more important developments in storage systems, while covering the evolution of storage technologies, traditional and novel databases, and novel sources of data. We describe several prototypes: FAWN at CMU, RAMCloud at Stanford, and Lightstore at MIT; Oracle's Exadata, AWS' Aurora, Alibaba's PolarDB, Fungible Data Center; and author's paper designs for cloud storage, namely heterogeneous disk arrays and hierarchical RAID. Surveys storage technologies and lists sources of data: measurements, text, audio, images, and video Familiarizes with paradigms to improve performance: caching, prefetching, log-structured file systems, and merge-trees (LSMs) Describes RAID organizations and analyzes their performance and reliability Conserves storage via data compression, deduplication, compaction, and secures data via encryption Specifies implications of storage technologies on performance and power consumption Exemplifies database parallelism for big data, analytics, deep learning via multicore CPUs, GPUs, FPGAs, and ASICs, e.g., Google's Tensor Processing Units

Formal Techniques for Distributed Objects, Components, and Systems

Formal Techniques for Distributed Objects, Components, and Systems
Author: Jorge A. Pérez
Publisher: Springer
Total Pages: 299
Release: 2019-06-03
Genre: Computers
ISBN: 3030217590

This book constitutes the proceedings of the 39th IFIP WG 6.1 International Conference on Formal Techniques for Distributed Objects, Components, and Systems, FORTE 2019, held in Copenhagen, Denmark, in June 2019, as part of the 14th International Federated Conference on Distributed Computing Techniques, DisCoTec 2019. The 15 full and 3 short papers presented were carefully reviewed and selected from 42 submissions. The conference is dedicated to fundamental research on theory, models, tools, and applications for distributed systems.

Algorithmic Aspects of Cloud Computing

Algorithmic Aspects of Cloud Computing
Author: Ioannis Karydis
Publisher: Springer
Total Pages: 203
Release: 2016-02-25
Genre: Computers
ISBN: 3319299190

This book constitutes the thoroughly refereed post-conference proceedings of the First International Workshop on Algorithmic Aspects of Cloud Computing, ALGOCLOUD 2015, held in Patras, Greece, in September 2015 in conjunction with ALGO 2015. The 13 revised full papers presented together with 2 tutorial papers were carefully reviewed and selected from 37 initial submissions. They cover a wide range of topics in two main tracks: algorithmic aspects of large-scale data stores, and software tools and distributed architectures for cloud-based data management.

Security and Privacy in Communication Networks

Security and Privacy in Communication Networks
Author: Songqing Chen
Publisher: Springer Nature
Total Pages: 509
Release: 2019-12-10
Genre: Computers
ISBN: 3030372316

This two-volume set LNICST 304-305 constitutes the post-conference proceedings of the 15thInternational Conference on Security and Privacy in Communication Networks, SecureComm 2019, held in Orlando, FL, USA, in October 2019. The 38 full and 18 short papers were carefully reviewed and selected from 149 submissions. The papers are organized in topical sections on blockchains, internet of things, machine learning, everything traffic security communicating covertly, let’s talk privacy, deep analysis, systematic theory, bulletproof defenses, blockchains and IoT, security and analytics, machine learning, private, better clouds, ATCS workshop.

Advanced Data Mining and Applications

Advanced Data Mining and Applications
Author: Xiaochun Yang
Publisher: Springer Nature
Total Pages: 670
Release: 2023-12-06
Genre: Computers
ISBN: 3031466772

This book constitutes the refereed proceedings of the 19th International Conference on Advanced Data Mining and Applications, ADMA 2023, held in Shenyang, China, during August 21–23, 2023. The 216 full papers included in this book were carefully reviewed and selected from 503 submissions. They were organized in topical sections as follows: Data mining foundations, Grand challenges of data mining, Parallel and distributed data mining algorithms, Mining on data streams, Graph mining and Spatial data mining.

Tools and Algorithms for the Construction and Analysis of Systems

Tools and Algorithms for the Construction and Analysis of Systems
Author: Tomáš Vojnar
Publisher: Springer
Total Pages: 433
Release: 2019-04-03
Genre: Computers
ISBN: 303017462X

This book is Open Access under a CC BY licence. The LNCS 11427 and 11428 proceedings set constitutes the proceedings of the 25th International Conference on Tools and Algorithms for the Construction and Analysis of Systems, TACAS 2019, which took place in Prague, Czech Republic, in April 2019, held as part of the European Joint Conferences on Theory and Practice of Software, ETAPS 2019. The total of 42 full and 8 short tool demo papers presented in these volumes was carefully reviewed and selected from 164 submissions. The papers are organized in topical sections as follows: Part I: SAT and SMT, SAT solving and theorem proving; verification and analysis; model checking; tool demo; and machine learning. Part II: concurrent and distributed systems; monitoring and runtime verification; hybrid and stochastic systems; synthesis; symbolic verification; and safety and fault-tolerant systems.

Proceedings of the 2017 ACM International Conference on Management of Data

Proceedings of the 2017 ACM International Conference on Management of Data
Author: Alvin Cheung
Publisher:
Total Pages:
Release: 2017-05-14
Genre:
ISBN: 9781450341998

SIGMOD/PODS'17: International Conference on Management of Data May 14, 2017-May 19, 2017 Chicago, USA. You can view more information about this proceeding and all of ACM�s other published conference proceedings from the ACM Digital Library: http://www.acm.org/dl.

Global Financial Stability Report, April 2012

Global Financial Stability Report, April 2012
Author: International Monetary Fund. Monetary and Capital Markets Department
Publisher: International Monetary Fund
Total Pages: 94
Release: 2012-04-18
Genre: Business & Economics
ISBN: 1616352477

The April 2012 Global Financial Stability Report assesses changes in risks to financial stability over the past six months, focusing on sovereign vulnerabilities, risks stemming from private sector deleveraging, and assessing the continued resilience of emerging markets. The report probes the implications of recent reforms in the financial system for market perception of safe assets, and investigates the growing public and private costs of increased longevity risk from aging populations.

European Banking Supervision

European Banking Supervision
Author: André Sapir
Publisher:
Total Pages: 182
Release: 2016-06-14
Genre: Business & Economics
ISBN: 9789078910411

European banking supervision, also known as the Single Supervisory Mechanism, is the first and arguably the main component of European banking union. In late 2014, the European Central Bank became the supervisor for the region's largest banking groups; the ECB also oversees the supervision by national authorities of smaller banks. This Blueprint is the first in-depth study of how this ground-breaking reform is working in practice. Despite teething troubles and occasional misjudgements, this assessment finds that overall European banking supervision has been effective, demanding and broadly fair, at least for the banks under the ECB's direct watch. Even so, achieving a truly single market in banking services will require more time, further supervisory initiatives and new Europe-wide regulatory and legislative steps.