Knowledge Discovery in Data with Selected Java Open Source Software

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Publisher : Grin Publishing
ISBN 13 : 9783668443112
Total Pages : 20 pages
Book Rating : 4.4/5 (431 download)

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Book Synopsis Knowledge Discovery in Data with Selected Java Open Source Software by : Et Al

Download or read book Knowledge Discovery in Data with Selected Java Open Source Software written by Et Al and published by Grin Publishing. This book was released on 2017-06-14 with total page 20 pages. Available in PDF, EPUB and Kindle. Book excerpt: Research Paper (postgraduate) from the year 2008 in the subject Computer Science - Applied, grade: 4.0, University of Louisville (Speed College of Engineering), language: English, abstract: We give an overview of our experience in utilizing several open source packages and composing them into sophisticated applications to solve several challenging problems as part of some of the research projects at the Knowledge Discovery & Web Mining lab at the Universe of Louisville. The projects have a common theme of knowledge discovery, however their application domains span a variety of areas. These areas range from mining Web data streams to mining Astronomy related image data, as well as Web information retrieval in social multimedia websites and e-learning platforms. As is already known, a significant proportion of the effort in any real life project involving knowledge discovery in data (KDD) is devoted to the early and final stages of KDD, i.e., the data collection and preprocessing, and the visualization of the results. Given the nature of the data in our projects, we expose our experience in handling text data and image data as part of the KDD process. In addition to the open source packages that we used, we will briefly present some of the stand-alone software that we developed in the lab, in particular a suite of software for clustering and for stream data mining.

Data Warehousing and Knowledge Discovery

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Publisher : Springer
ISBN 13 : 3642401317
Total Pages : 387 pages
Book Rating : 4.6/5 (424 download)

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Book Synopsis Data Warehousing and Knowledge Discovery by : Ladjel Bellatreche

Download or read book Data Warehousing and Knowledge Discovery written by Ladjel Bellatreche and published by Springer. This book was released on 2013-08-23 with total page 387 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 15th International Conference on Data Warehousing and Knowledge Discovery, DaWaK 2013 held in Prague, Czech Republic, in August 2013. The 24 revised full papers and 8 short papers presented were carefully reviewed and selected from 89 submissions. The papers are organized in topical sections on modeling and ETL, query optimization and parallelism, spatial data warehouses and applications, text mining and OLAP, recommendation and prediction, data mining optimization and machine learning techniques, mining and processing data streams, clustering and data mining applications, social network and graph mining, and event sequence and Web mining.

Intelligent Distributed Computing IV

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Publisher : Springer
ISBN 13 : 3642152112
Total Pages : 316 pages
Book Rating : 4.6/5 (421 download)

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Book Synopsis Intelligent Distributed Computing IV by : Mohammad Essaaidi

Download or read book Intelligent Distributed Computing IV written by Mohammad Essaaidi and published by Springer. This book was released on 2010-09-20 with total page 316 pages. Available in PDF, EPUB and Kindle. Book excerpt: The 33 peer-reviewed contributions published in this book address a wide range of topics related to the theory and applications of intelligent distributed computing and multi-agent systems. They cover topics from bio-informatics to semantic web services.

Knowledge Discovery in Inductive Databases

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Publisher : Springer
ISBN 13 : 3540332936
Total Pages : 259 pages
Book Rating : 4.5/5 (43 download)

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Book Synopsis Knowledge Discovery in Inductive Databases by : Francesco Bonchi

Download or read book Knowledge Discovery in Inductive Databases written by Francesco Bonchi and published by Springer. This book was released on 2006-03-05 with total page 259 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents the thoroughly refereed joint postproceedings of the 4th International Workshop on Knowledge Discovery in Inductive Databases, October 2005. 20 revised full papers presented together with 2 are reproduced here. Bringing together the fields of databases, machine learning, and data mining, the papers address various current topics in knowledge discovery and data mining in the framework of inductive databases such as constraint-based mining, database technology and inductive querying.

Service-Oriented Distributed Knowledge Discovery

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Publisher : CRC Press
ISBN 13 : 1439875332
Total Pages : 224 pages
Book Rating : 4.4/5 (398 download)

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Book Synopsis Service-Oriented Distributed Knowledge Discovery by : Domenico Talia

Download or read book Service-Oriented Distributed Knowledge Discovery written by Domenico Talia and published by CRC Press. This book was released on 2012-10-05 with total page 224 pages. Available in PDF, EPUB and Kindle. Book excerpt: A new approach to distributed large-scale data mining, service-oriented knowledge discovery extracts useful knowledge from today's often unmanageable volumes of data by exploiting data mining and machine learning distributed models and techniques in service-oriented infrastructures. Service-Oriented Distributed Knowledge Discovery presents techniqu

Data Warehousing and Knowledge Discovery

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Publisher : Springer
ISBN 13 : 3540317325
Total Pages : 551 pages
Book Rating : 4.5/5 (43 download)

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Book Synopsis Data Warehousing and Knowledge Discovery by : A Min Tjoa

Download or read book Data Warehousing and Knowledge Discovery written by A Min Tjoa and published by Springer. This book was released on 2005-09-09 with total page 551 pages. Available in PDF, EPUB and Kindle. Book excerpt: For more than a decade, data warehousing and knowledge discovery technologies have been developing into key technologies for decision-making processes in com- nies. Since 1999, due to the relevant role of these technologies in academia and ind- try, the Data Warehousing and Knowledge Discovery (DaWaK) conference series have become an international forum where both practitioners and researchers share their findings, publish their relevant results and dispute in depth research issues and experiences on data warehousing and knowledge discovery systems and applications. The 7th International Conference on Data Warehousing and Knowledge Discovery (DaWaK 2005) continued series of successful conferences dedicated to these topics. In this edition, the conference tried to provide the right, logical balance between data warehousing and knowledge discovery. Regarding data warehousing, papers cover different relevant and still unsolved research problems, such as the modelling of ETL processes and integration problems, designing OLAP technologies from XML do- ments, modelling data warehouses and data mining applications together, impro- ments in query processing, partitioning and implementations. With regard to data mining, a variety of papers were presented on subjects including data mining te- niques, clustering, classification, text documents and classification, and patterns. These proceedings contain the technical papers that were selected for presentation at the conference. We received 196 abstracts, and finally received 162 papers from 38 countries, and the Program Committee eventually selected 51 papers, making an acceptance rate of 31.4 % of submitted papers.

Transactions on Large-Scale Data- and Knowledge-Centered Systems IV

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Publisher : Springer Science & Business Media
ISBN 13 : 3642237398
Total Pages : 218 pages
Book Rating : 4.6/5 (422 download)

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Book Synopsis Transactions on Large-Scale Data- and Knowledge-Centered Systems IV by : Christian Böhm

Download or read book Transactions on Large-Scale Data- and Knowledge-Centered Systems IV written by Christian Böhm and published by Springer Science & Business Media. This book was released on 2011-10-06 with total page 218 pages. Available in PDF, EPUB and Kindle. Book excerpt: The LNCS journal Transactions on Large-Scale Data- and Knowledge-Centered Systems focuses on data management, knowledge discovery, and knowledge processing, which are core and hot topics in computer science. Since the 1990s, the Internet has become the main driving force behind application development in all domains. An increase in the demand for resource sharing across different sites connected through networks has led to an evolution of data- and knowledge-management systems from centralized systems to decentralized systems enabling large-scale distributed applications providing high scalability. Current decentralized systems still focus on data and knowledge as their main resource. Feasibility of these systems relies basically on P2P (peer-to-peer) techniques and the support of agent systems with scaling and decentralized control. Synergy between Grids, P2P systems, and agent technologies is the key to data- and knowledge-centered systems in large-scale environments. This special issue of Transactions on Large-Scale Data- and Knowledge-Centered Systems highlights some of the major challenges emerging from the biomedical applications that are currently inspiring and promoting database research. These include the management, organization, and integration of massive amounts of heterogeneous data; the semantic gap between high-level research questions and low-level data; and privacy and efficiency. The contributions cover a large variety of biological and medical applications, including genome-wide association studies, epidemic research, and neuroscience.

Knowledge Discovery in Multiple Databases

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Publisher : Springer Science & Business Media
ISBN 13 : 9781852337032
Total Pages : 250 pages
Book Rating : 4.3/5 (37 download)

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Book Synopsis Knowledge Discovery in Multiple Databases by : Shichao Zhang

Download or read book Knowledge Discovery in Multiple Databases written by Shichao Zhang and published by Springer Science & Business Media. This book was released on 2004-08-30 with total page 250 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Web has emerged as a large, distributed data repository, and information on the Internet and in existing transaction databases can be analyzed for commercial gains in decision making. Therefore, how to efficiently identify quality knowledge from different data sources uncovers a significant challenge. This challenge has attracted wide interest from both academia and the industry. Knowledge Discovery in Multiple Databases provides a comprehensive introduction to the latest advancements in multi-database mining, and presents a local-pattern analysis framework for pattern discovery from multiple data sources. Based on this framework, data preparation techniques in multiple databases, an application-independent database classification for data reduction, and efficient algorithms for pattern discovery from multiple databases are described. Knowledge Discovery in Multiple Databases is suitable for researchers, professionals and students in data mining, distributed data analysis, and machine learning, who are interested in multi-database mining. It is also appropriate for use as a text supplement for broader courses that might involve knowledge discovery in databases and data mining.

Knowledge Discovery with Support Vector Machines

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Publisher : John Wiley & Sons
ISBN 13 : 1118211030
Total Pages : 211 pages
Book Rating : 4.1/5 (182 download)

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Book Synopsis Knowledge Discovery with Support Vector Machines by : Lutz H. Hamel

Download or read book Knowledge Discovery with Support Vector Machines written by Lutz H. Hamel and published by John Wiley & Sons. This book was released on 2011-09-20 with total page 211 pages. Available in PDF, EPUB and Kindle. Book excerpt: An easy-to-follow introduction to support vector machines This book provides an in-depth, easy-to-follow introduction to support vector machines drawing only from minimal, carefully motivated technical and mathematical background material. It begins with a cohesive discussion of machine learning and goes on to cover: Knowledge discovery environments Describing data mathematically Linear decision surfaces and functions Perceptron learning Maximum margin classifiers Support vector machines Elements of statistical learning theory Multi-class classification Regression with support vector machines Novelty detection Complemented with hands-on exercises, algorithm descriptions, and data sets, Knowledge Discovery with Support Vector Machines is an invaluable textbook for advanced undergraduate and graduate courses. It is also an excellent tutorial on support vector machines for professionals who are pursuing research in machine learning and related areas.

Artificial Intelligence Perspectives in Intelligent Systems

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Publisher : Springer
ISBN 13 : 3319336258
Total Pages : 523 pages
Book Rating : 4.3/5 (193 download)

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Book Synopsis Artificial Intelligence Perspectives in Intelligent Systems by : Radek Silhavy

Download or read book Artificial Intelligence Perspectives in Intelligent Systems written by Radek Silhavy and published by Springer. This book was released on 2016-04-26 with total page 523 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume is based on the research papers presented in the 5th Computer Science On-line Conference. The volume Artificial Intelligence Perspectives in Intelligent Systems presents modern trends and methods to real-world problems, and in particular, exploratory research that describes novel approaches in the field of artificial intelligence. New algorithms in a variety of fields are also presented. The Computer Science On-line Conference (CSOC 2016) is intended to provide an international forum for discussions on the latest research results in all areas related to Computer Science. The addressed topics are the theoretical aspects and applications of Computer Science, Artificial Intelligences, Cybernetics, Automation Control Theory and Software Engineering.

Foundations of Intelligent Systems

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Publisher : Springer
ISBN 13 : 3642219160
Total Pages : 764 pages
Book Rating : 4.6/5 (422 download)

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Book Synopsis Foundations of Intelligent Systems by : Marzena Kryszkiewics

Download or read book Foundations of Intelligent Systems written by Marzena Kryszkiewics and published by Springer. This book was released on 2011-06-24 with total page 764 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 19th International Symposium on Methodologies for Intelligent Systems, ISMIS 2011, held in Warsaw, Poland, in June 2011. The 71 revised papers presented together with 3 invited papers were carefully reviewed and selected from 131 submissions. The papers are organized in topical sections on rough sets - in memoriam Zdzisław Pawlik, challenges in knowledge discovery and data mining - in memoriam Jan Żytkov, social networks, multi-agent systems, theoretical backgrounds of AI, machine learning, data mining, mining in databases and warehouses, text mining, theoretical issues and applications of intelligent web, application of intelligent systems in sound processing, intelligent applications in biology and medicine, fuzzy sets theory and applications, intelligent systems, tools and applications, and contest on music information retrieval.

Bioinformatics and Biomarker Discovery

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Publisher : John Wiley & Sons
ISBN 13 : 111996430X
Total Pages : 206 pages
Book Rating : 4.1/5 (199 download)

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Book Synopsis Bioinformatics and Biomarker Discovery by : Francisco Azuaje

Download or read book Bioinformatics and Biomarker Discovery written by Francisco Azuaje and published by John Wiley & Sons. This book was released on 2011-08-24 with total page 206 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is designed to introduce biologists, clinicians and computational researchers to fundamental data analysis principles, techniques and tools for supporting the discovery of biomarkers and the implementation of diagnostic/prognostic systems. The focus of the book is on how fundamental statistical and data mining approaches can support biomarker discovery and evaluation, emphasising applications based on different types of "omic" data. The book also discusses design factors, requirements and techniques for disease screening, diagnostic and prognostic applications. Readers are provided with the knowledge needed to assess the requirements, computational approaches and outputs in disease biomarker research. Commentaries from guest experts are also included, containing detailed discussions of methodologies and applications based on specific types of "omic" data, as well as their integration. Covers the main range of data sources currently used for biomarker discovery Covers the main range of data sources currently used for biomarker discovery Puts emphasis on concepts, design principles and methodologies that can be extended or tailored to more specific applications Offers principles and methods for assessing the bioinformatic/biostatistic limitations, strengths and challenges in biomarker discovery studies Discusses systems biology approaches and applications Includes expert chapter commentaries to further discuss relevance of techniques, summarize biological/clinical implications and provide alternative interpretations

Encyclopedia of Bioinformatics and Computational Biology

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Publisher : Elsevier
ISBN 13 : 0128114320
Total Pages : 3421 pages
Book Rating : 4.1/5 (281 download)

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Book Synopsis Encyclopedia of Bioinformatics and Computational Biology by :

Download or read book Encyclopedia of Bioinformatics and Computational Biology written by and published by Elsevier. This book was released on 2018-08-21 with total page 3421 pages. Available in PDF, EPUB and Kindle. Book excerpt: Encyclopedia of Bioinformatics and Computational Biology: ABC of Bioinformatics, Three Volume Set combines elements of computer science, information technology, mathematics, statistics and biotechnology, providing the methodology and in silico solutions to mine biological data and processes. The book covers Theory, Topics and Applications, with a special focus on Integrative –omics and Systems Biology. The theoretical, methodological underpinnings of BCB, including phylogeny are covered, as are more current areas of focus, such as translational bioinformatics, cheminformatics, and environmental informatics. Finally, Applications provide guidance for commonly asked questions. This major reference work spans basic and cutting-edge methodologies authored by leaders in the field, providing an invaluable resource for students, scientists, professionals in research institutes, and a broad swath of researchers in biotechnology and the biomedical and pharmaceutical industries. Brings together information from computer science, information technology, mathematics, statistics and biotechnology Written and reviewed by leading experts in the field, providing a unique and authoritative resource Focuses on the main theoretical and methodological concepts before expanding on specific topics and applications Includes interactive images, multimedia tools and crosslinking to further resources and databases

Innovation and Research – Smart Technologies & Systems

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Publisher : Springer Nature
ISBN 13 : 3031634373
Total Pages : 391 pages
Book Rating : 4.0/5 (316 download)

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Book Synopsis Innovation and Research – Smart Technologies & Systems by : Marcelo Zambrano Vizuete

Download or read book Innovation and Research – Smart Technologies & Systems written by Marcelo Zambrano Vizuete and published by Springer Nature. This book was released on with total page 391 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Data Warehousing and Knowledge Discovery

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Publisher : Springer Science & Business Media
ISBN 13 : 3642151043
Total Pages : 348 pages
Book Rating : 4.6/5 (421 download)

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Book Synopsis Data Warehousing and Knowledge Discovery by : Torben Bach Pedersen

Download or read book Data Warehousing and Knowledge Discovery written by Torben Bach Pedersen and published by Springer Science & Business Media. This book was released on 2010-08-18 with total page 348 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 12th International Conference on Data Warehousing and Knowledge Discovery, DaWak 2010 held in Bilbao, Spain in August/September 2010. The 26 revised full papers presented were carefully reviewed and selected from 112 submissions. The papers cover a wide range of topics within cloud intelligence, data warehousing, knowledge discovery, and applications.

Knowledge Discovery in Big Data from Astronomy and Earth Observation

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Publisher : Elsevier
ISBN 13 : 0128191546
Total Pages : 472 pages
Book Rating : 4.1/5 (281 download)

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Book Synopsis Knowledge Discovery in Big Data from Astronomy and Earth Observation by : Petr Skoda

Download or read book Knowledge Discovery in Big Data from Astronomy and Earth Observation written by Petr Skoda and published by Elsevier. This book was released on 2020-04-23 with total page 472 pages. Available in PDF, EPUB and Kindle. Book excerpt: Knowledge Discovery in Big Data from Astronomy and Earth Observation: Astrogeoinformatics bridges the gap between astronomy and geoscience in the context of applications, techniques and key principles of big data. Machine learning and parallel computing are increasingly becoming cross-disciplinary as the phenomena of Big Data is becoming common place. This book provides insight into the common workflows and data science tools used for big data in astronomy and geoscience. After establishing similarity in data gathering, pre-processing and handling, the data science aspects are illustrated in the context of both fields. Software, hardware and algorithms of big data are addressed. Finally, the book offers insight into the emerging science which combines data and expertise from both fields in studying the effect of cosmos on the earth and its inhabitants. Addresses both astronomy and geosciences in parallel, from a big data perspective Includes introductory information, key principles, applications and the latest techniques Well-supported by computing and information science-oriented chapters to introduce the necessary knowledge in these fields

Knowledge Discovery and Data Mining

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Publisher : Springer Science & Business Media
ISBN 13 : 364227708X
Total Pages : 798 pages
Book Rating : 4.6/5 (422 download)

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Book Synopsis Knowledge Discovery and Data Mining by : Honghua Tan

Download or read book Knowledge Discovery and Data Mining written by Honghua Tan and published by Springer Science & Business Media. This book was released on 2012-02-04 with total page 798 pages. Available in PDF, EPUB and Kindle. Book excerpt: The volume includes a set of selected papers extended and revised from the 4th International conference on Knowledge Discovery and Data Mining, March 1-2, 2011, Macau, Chin. This Volume is to provide a forum for researchers, educators, engineers, and government officials involved in the general areas of knowledge discovery and data mining and learning to disseminate their latest research results and exchange views on the future research directions of these fields. 108 high-quality papers are included in the volume.