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Author : Anna Gorelik
Publisher :
ISBN 13 :
Total Pages : 211 pages
Book Rating : 4.:/5 (129 download)
Download or read book Sonification of Time Series Databases for Data Mining Tasks written by Anna Gorelik and published by . This book was released on 2008 with total page 211 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Author : Mark Last
Publisher : World Scientific
ISBN 13 : 9812382909
Total Pages : 205 pages
Book Rating : 4.8/5 (123 download)
Download or read book Data Mining in Time Series Databases written by Mark Last and published by World Scientific. This book was released on 2004 with total page 205 pages. Available in PDF, EPUB and Kindle. Book excerpt: Adding the time dimension to real-world databases produces Time Series Databases (TSDB) and introduces new aspects and difficulties to data mining and knowledge discovery. This book covers the state-of-the-art methodology for mining time series databases. The novel data mining methods presented in the book include techniques for efficient segmentation, indexing, and classification of noisy and dynamic time series. A graph-based method for anomaly detection in time series is described and the book also studies the implications of a novel and potentially useful representation of time series as strings. The problem of detecting changes in data mining models that are induced from temporal databases is additionally discussed. Contents: A Survey of Recent Methods for Efficient Retrieval of Similar Time Sequences (H M Lie); Indexing of Compressed Time Series (E Fink & K Pratt); Boosting Interval-Based Literal: Variable Length and Early Classification (J J Rodriguez Diez); Segmenting Time Series: A Survey and Novel Approach (E Keogh et al.); Indexing Similar Time Series under Conditions of Noise (M Vlachos et al.); Classification of Events in Time Series of Graphs (H Bunke & M Kraetzl); Median Strings--A Review (X Jiang et al.); Change Detection in Classfication Models of Data Mining (G Zeira et al.). Readership: Graduate students, reseachers and practitioners in the fields of data mining, machine learning, databases and statistics.
Author : Aaron K. Baughman
Publisher : Springer
ISBN 13 : 3319149989
Total Pages : 452 pages
Book Rating : 4.3/5 (191 download)
Download or read book Multimedia Data Mining and Analytics written by Aaron K. Baughman and published by Springer. This book was released on 2015-03-31 with total page 452 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides fresh insights into the cutting edge of multimedia data mining, reflecting how the research focus has shifted towards networked social communities, mobile devices and sensors. The work describes how the history of multimedia data processing can be viewed as a sequence of disruptive innovations. Across the chapters, the discussion covers the practical frameworks, libraries, and open source software that enable the development of ground-breaking research into practical applications. Features: reviews how innovations in mobile, social, cognitive, cloud and organic based computing impacts upon the development of multimedia data mining; provides practical details on implementing the technology for solving real-world problems; includes chapters devoted to privacy issues in multimedia social environments and large-scale biometric data processing; covers content and concept based multimedia search and advanced algorithms for multimedia data representation, processing and visualization.
Author : Mark Last
Publisher : World Scientific
ISBN 13 : 9813228059
Total Pages : 196 pages
Book Rating : 4.8/5 (132 download)
Download or read book Data Mining In Time Series And Streaming Databases written by Mark Last and published by World Scientific. This book was released on 2018-01-12 with total page 196 pages. Available in PDF, EPUB and Kindle. Book excerpt: This compendium is a completely revised version of an earlier book, Data Mining in Time Series Databases, by the same editors. It provides a unique collection of new articles written by leading experts that account for the latest developments in the field of time series and data stream mining.The emerging topics covered by the book include weightless neural modeling for mining data streams, using ensemble classifiers for imbalanced and evolving data streams, document stream mining with active learning, and many more. In particular, it addresses the domain of streaming data, which has recently become one of the emerging topics in Data Science, Big Data, and related areas. Existing titles do not provide sufficient information on this topic.
Download or read book Data Mining in Time Series Databases written by and published by . This book was released on 2004 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:
Author : Ted Dunning. Ellen Friedman
Publisher :
ISBN 13 : 9781491920909
Total Pages : pages
Book Rating : 4.9/5 (29 download)
Download or read book Time Series Databases written by Ted Dunning. Ellen Friedman and published by . This book was released on with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:
Author : Jessica Hung-Fan Lin
Publisher :
ISBN 13 :
Total Pages : 394 pages
Book Rating : 4.3/5 (121 download)
Download or read book Discovering Unusual and Non-trivial Patterns in Massive Time Series Databases written by Jessica Hung-Fan Lin and published by . This book was released on 2005 with total page 394 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Author : Avraam Tapinos
Publisher :
ISBN 13 :
Total Pages : pages
Book Rating : 4.:/5 (16 download)
Download or read book Time Series Data Mining in Systems Biology written by Avraam Tapinos and published by . This book was released on 2013 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: Analysis of time series data constitutes an important activity in many scientific disciplines. Over the last years there has been an increase in the collection of time series data in all scientific fields and disciplines, such as the industry and engineering. Due to the increasing size of the time series datasets, new automated time series data mining techniques have been devised for comparing time series data and present information in a logical and easily comprehensible structure. In systems biology in particular, time series are used to the study biological systems. The time series representations of a systems' dynamics behaviour are multivariate time series. Time series are considered multivariate when they contain observations for more than one variable component. The biological systems' dynamics time series contain observations for every feature component that is included in the system; they thus are multivariate time series. Recently, there has been an increasing interest in the collection of biological time series. It would therefore be beneficial for systems biologist to be able to compare these multivariate time series. Over the last decade, the field of time series analysis has attracted the attention of people from different scientific disciplines. A number of researchers from the data mining community focus their efforts on providing solutions on numerous problems regarding different time series data mining tasks. Different methods have been proposed for instance, for comparing, indexing and clustering, of univariate time series. Furthermore, different methods have been proposed for creating abstract representations of time series data and investigating the benefits of using these representations for data mining tasks. The introduction of more advanced computing resources facilitated the collection of multivariate time series, which has become common practise in various scientific fields. The increasing number of multivariate time series data triggered the demand for methods to compare them. A small number of well-suited methods have been proposed for comparing these multivariate time series data. All the currently available methods for multivariate time series comparison are more than adequate for comparing multivariate time series with the same dimensionality. However, they all suffer the same drawback. Current techniques cannot process multivariate time series with different dimensions. A proposed solution for comparing multivariate time series with arbitrary dimensions requires the creation of weighted averages. However, the accumulation of weights data is not always feasible. In this project, a new method is proposed which enables the comparison of multivariate time series with arbitrary dimensions. The particular method is evaluated on multivariate time series from different disciplines in order to test the methods' applicability on data from different fields of science and industry. Lastly, the newly formed method is applied to perform different time series data mining analyses on a set of biological data.
Author : Santosh Uttam Bobade
Publisher :
ISBN 13 :
Total Pages : 98 pages
Book Rating : 4.:/5 (16 download)
Download or read book The Scalation Time Series Database: Support for Big Data Analytics written by Santosh Uttam Bobade and published by . This book was released on 2018 with total page 98 pages. Available in PDF, EPUB and Kindle. Book excerpt: The need to support large-scale time series data is increasing rapidly. There are emerg- ing Time Series Databases built with conventional relational databases or newer NoSQL databases. The ScalaTion Time Series Database is built on top of its column-oriented in-memory database. ScalaTion is an open-source Scala based big data framework for simulation, optimization and analytics. This database provides support for large-scale stor- age, efficient query processing, pattern matching and a variety of forecasting techniques. Its design goals include the ability to scale up and scale out, and the ability to handle conven- tional multivariate time series. The database provides an easy way to transform a table into a matrix (or vector) which may be used as input for other data science/machine-learning models that are available in ScalaTion. The capabilities are illustrated via a case study of vehicle traffic forecasting. Multiple experiments are conducted to evaluate the performances of four databases: ScalaTion, MySQL, SQLite, and SparkSQL.
Author : Michael Filimowicz
Publisher : Springer
ISBN 13 : 3319733567
Total Pages : 289 pages
Book Rating : 4.3/5 (197 download)
Download or read book New Directions in Third Wave Human-Computer Interaction: Volume 1 - Technologies written by Michael Filimowicz and published by Springer. This book was released on 2018-07-02 with total page 289 pages. Available in PDF, EPUB and Kindle. Book excerpt: As the first extensive exploration of contemporary third wave HCI, this handbook covers key developments at the leading edge of human-computer interactions. Now in its second decade as a major current of HCI research, the third wave integrates insights from the humanities and social sciences to emphasize human dimensions beyond workplace efficiency or cognitive capacities. The earliest HCI work was strongly based on the concept of human-machine coupling, which expanded to workplace collaboration as computers came into mainstream professional use. Today HCI can connect to almost any human experience because there are new applications for every aspect of daily life. Volume 1 - Technologies covers technical application areas related to artificial intelligence, metacreation, machine learning, perceptual computing, 3D printing, critical making, physical computing, the internet of things, accessibility, sonification, natural language processing, multimodal display, and virtual reality.
Author : Diego Minciacchi
Publisher : Frontiers Media SA
ISBN 13 : 2889638685
Total Pages : 178 pages
Book Rating : 4.8/5 (896 download)
Download or read book Sonification, Perceptualizing Biological Information written by Diego Minciacchi and published by Frontiers Media SA. This book was released on 2020-07-24 with total page 178 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Author : Simeon Simoff
Publisher : Springer
ISBN 13 : 3540710809
Total Pages : 417 pages
Book Rating : 4.5/5 (47 download)
Download or read book Visual Data Mining written by Simeon Simoff and published by Springer. This book was released on 2008-07-23 with total page 417 pages. Available in PDF, EPUB and Kindle. Book excerpt: Visual Data Mining—Opening the Black Box Knowledge discovery holds the promise of insight into large, otherwise opaque datasets. Thenatureofwhatmakesaruleinterestingtoauserhasbeendiscussed 1 widely but most agree that it is a subjective quality based on the practical u- fulness of the information. Being subjective, the user needs to provide feedback to the system and, as is the case for all systems, the sooner the feedback is given the quicker it can in?uence the behavior of the system. There have been some impressive research activities over the past few years but the question to be asked is why is visual data mining only now being - vestigated commercially? Certainly, there have been arguments for visual data 2 mining for a number of years – Ankerst and others argued in 2002 that current (autonomous and opaque) analysis techniques are ine?cient, as they fail to - rectly embed the user in dataset exploration and that a better solution involves the user and algorithm being more tightly coupled. Grinstein stated that the “current state of the art data mining tools are automated, but the perfect data mining tool is interactive and highly participatory,” while Han has suggested that the “data selection and viewing of mining results should be fully inter- tive, the mining process should be more interactive than the current state of the 2 art and embedded applications should be fairly automated . ” A good survey on 3 techniques until 2003 was published by de Oliveira and Levkowitz .
Author : Andreas S. Weigend
Publisher : Routledge
ISBN 13 : 042997227X
Total Pages : 665 pages
Book Rating : 4.4/5 (299 download)
Download or read book Time Series Prediction written by Andreas S. Weigend and published by Routledge. This book was released on 2018-05-04 with total page 665 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book is a summary of a time series forecasting competition that was held a number of years ago. It aims to provide a snapshot of the range of new techniques that are used to study time series, both as a reference for experts and as a guide for novices.
Author : Thomas Hermann
Publisher : Logos Verlag Berlin
ISBN 13 : 9783832528195
Total Pages : 0 pages
Book Rating : 4.5/5 (281 download)
Download or read book The Sonification Handbook written by Thomas Hermann and published by Logos Verlag Berlin. This book was released on 2011 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is a comprehensive introductory presentation of the key research areas in the interdisciplinary fields of sonification and auditory display. Chapters are written by leading experts, providing a wide-ranging coverage of the central issues, and can be read from start to finish, or dipped into as required. Sonification conveys information by using non-speech sounds. To listen to data as sound and noise can be a surprising new experience with diverse applications ranging from novel interfaces for visually impaired people to data analysis problems in many scientific fields. This book gives a solid introduction to the field of auditory display, the techniques for sonification, suitable technologies for developing sonification algorithms, and the most promising application areas. The book is accompanied by an online repository of sound examples.
Author : Michael Filimowicz
Publisher : CRC Press
ISBN 13 : 1000375196
Total Pages : 418 pages
Book Rating : 4.0/5 (3 download)
Download or read book Doing Research in Sound Design written by Michael Filimowicz and published by CRC Press. This book was released on 2021-11-23 with total page 418 pages. Available in PDF, EPUB and Kindle. Book excerpt: Doing Research in Sound Design gathers chapters on the wide range of research methodologies used in sound design. Editor Michael Filimowicz and a diverse group of contributors provide an overview of cross-disciplinary inquiry into sound design that transcends discursive and practical divides. The book covers Qualitative, Quantitative and Mixed Methods inquiry. For those new to sound design research, each chapter covers specific research methods that can be utilized directly in order to begin to integrate the methodology into their practice. More experienced researchers will find the scope of topics comprehensive and rich in ideas for new lines of inquiry. Students and teachers in sound design graduate programs, industry-based R&D experts and audio professionals will find the volume to be a useful guide in developing their skills of inquiry into sound design for any particular application area.
Author : David Worrall
Publisher : Springer
ISBN 13 : 3030014975
Total Pages : 286 pages
Book Rating : 4.0/5 (3 download)
Download or read book Sonification Design written by David Worrall and published by Springer. This book was released on 2019-07-30 with total page 286 pages. Available in PDF, EPUB and Kindle. Book excerpt: The contemporary design practice known as data sonification allows us to experience information in data by listening. In doing so, we understand the source of the data in ways that support, and in some cases surpass, our ability to do so visually. In order to assist us in negotiating our environments, our senses have evolved differently. Our hearing affords us unparalleled temporal and locational precision. Biological survival has determined that the ears lead the eyes. For all moving creatures, in situations where sight is obscured, spatial auditory clarity plays a vital survival role in determining both from where the predator is approaching or to where the prey has escaped. So, when designing methods that enable listeners to extract information from data, both with and without visual support, different approaches are necessary. A scholarly yet approachable work by one of the recognized leaders in the field of auditory design, this book will - Lead you through some salient historical examples of how non-speech sounds have been used to inform and control people since ancient times. - Comprehensively summarize the contemporary practice of Data Sonification. - Provide a detailed overview of what information is and how our auditory perceptions can be used to enhance our knowledge of the source of data. - Show the importance of the dynamic relationships between hearing, cognitive load, comprehension, embodied knowledge and perceptual truth. - Discuss the role of aesthetics in the dynamic interplay between listenability and clarity. - Provide a mature software framework that supports the practice of data sonification design, together with a detailed discussion of some of the design principles used in various examples. David Worrall is an internationally recognized composer, sound artist and interdisciplinary researcher in the field of auditory design. He is Professor of Audio Arts and Acoustics at Columbia College Chicago and a former elected president of the International Community for Auditory Display (ICAD), the leading organization in the field since its inception over 25 years ago. Code and audio examples for this book are available at https://github.com/david-worrall/springer/ Here is an excellent review of the book by Dr Gregory Kramer: “Worrall proceeds bravely through the trees and vines of philosophy, information theory, aesthetics, and other contributors to sonification design theory. It’s a feat. He nails all of this down with the specific implementation system he’s designed over many years, and applies his theories to specific problems. In a field of research still in its first half century and setting its bearings in a world where human perception has become a sideshow to machine learning, deep learning, and artificial intelligence, the roots David provides will serve well.” Dr Gregory Kramer is the founding figure in the emerging field of sonification, founded the International Conference on Auditory Display (ICAD) and editor of the first book in the field, "Auditory Display: Sonification, Audification and Auditory Interfaces" (Addison Wesley, 1994).
Author : Stephen Rust
Publisher : Routledge
ISBN 13 : 0415899427
Total Pages : 346 pages
Book Rating : 4.4/5 (158 download)
Download or read book Ecocinema Theory and Practice written by Stephen Rust and published by Routledge. This book was released on 2013 with total page 346 pages. Available in PDF, EPUB and Kindle. Book excerpt: This is an anthology that offers a comprehensive introduction to the rapidly growing field of eco-film criticism, a branch of critical scholarship that investigates cinema's intersections with environmental understandings.
