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Pattern Detection and Discovery

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ISBN : 3540457283
Pages : 232 pages
Rating : 4.0/5 (457 Download)

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Download Free Pattern Detection and Discovery PDF by David J Hand Full Book and published by Springer. This book was released on 2003-08-02 with total page 232 pages. Available in PDF, EPUB and Kindle. Book excerpt: The collation of large electronic databases of scienti?c and commercial infor- tion has led to a dramatic growth of interest in methods for discovering struc- res in such databases. These methods often go under the general name of data mining. One important subdiscipline within data mining is concerned with the identi?cation and detection of anomalous, interesting, unusual, or valuable - cords or groups of records, which we call patterns. Familiar examples are the detection of fraud in credit-card transactions, of particular coincident purchases in supermarket transactions, of important nucleotide sequences in gene sequence analysis, and of characteristic traces in EEG records. Tools for the detection of such patterns have been developed within the data mining community, but also within other research communities, typically without an awareness that the - sic problem was common to many disciplines. This is not unreasonable: each of these disciplines has a large literature of its own, and a literature which is growing rapidly. Keeping up with any one of these is di?cult enough, let alone keeping up with others as well, which may in any case be couched in an - familiar technical language. But, of course, this means that opportunities are being lost, discoveries relating to the common problem made in one area are not transferred to the other area, and breakthroughs and problem solutions are being rediscovered, or not discovered for a long time, meaning that e?ort is being wasted and opportunities may be lost.

Download Pattern Detection and Discovery PDF Full

Pattern Detection and Discovery

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ISBN : 9783662199459
Pages : 244 pages
Rating : 4.9/5 (459 Download)

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Download Free Pattern Detection and Discovery PDF by David Hand Full Book and published by . This book was released on 2014-01-15 with total page 244 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Download Local Pattern Detection PDF Full

Local Pattern Detection

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Publisher : Springer
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ISBN : 3540318941
Pages : 233 pages
Rating : 4.0/5 (318 Download)

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Download Free Local Pattern Detection PDF by Katharina Morik Full Book and published by Springer. This book was released on 2005-07-11 with total page 233 pages. Available in PDF, EPUB and Kindle. Book excerpt: Introduction The dramatic increase in available computer storage capacity over the last 10 years has led to the creation of very large databases of scienti?c and commercial information. The need to analyze these masses of data has led to the evolution of the new ?eld knowledge discovery in databases (KDD) at the intersection of machine learning, statistics and database technology. Being interdisciplinary by nature, the ?eld o?ers the opportunity to combine the expertise of di?erent ?elds intoacommonobjective.Moreover,withineach?elddiversemethodshave been developed and justi?ed with respect to di?erent quality criteria. We have toinvestigatehowthesemethods cancontributeto solvingthe problemofKDD. Traditionally, KDD was seeking to ?nd global models for the data that - plain most of the instances of the database and describe the general structure of the data. Examples are statistical time series models, cluster models, logic programs with high coverageor classi?cation models like decision trees or linear decision functions. In practice, though, the use of these models often is very l- ited, because global models tend to ?nd only the obvious patterns in the data, 1 which domain experts already are aware of . What is really of interest to the users are the local patterns that deviate from the already-known background knowledge. David Hand, who organized a workshop in 2002, proposed the new ?eld of local patterns.

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Pattern Detection and Discovery

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Pages : 226 pages
Rating : 4.7/5 (493 Download)

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Download Free Pattern Detection and Discovery PDF by David J. Hand Full Book and published by . This book was released on 2002 with total page 226 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Download Pattern Detection and Discovery PDF Full

Pattern Detection and Discovery

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Publisher : Springer
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ISBN : 9783540441489
Pages : 232 pages
Rating : 4.1/5 (484 Download)

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Download Free Pattern Detection and Discovery PDF by David J Hand Full Book and published by Springer. This book was released on 2002-09-04 with total page 232 pages. Available in PDF, EPUB and Kindle. Book excerpt: The collation of large electronic databases of scienti?c and commercial infor- tion has led to a dramatic growth of interest in methods for discovering struc- res in such databases. These methods often go under the general name of data mining. One important subdiscipline within data mining is concerned with the identi?cation and detection of anomalous, interesting, unusual, or valuable - cords or groups of records, which we call patterns. Familiar examples are the detection of fraud in credit-card transactions, of particular coincident purchases in supermarket transactions, of important nucleotide sequences in gene sequence analysis, and of characteristic traces in EEG records. Tools for the detection of such patterns have been developed within the data mining community, but also within other research communities, typically without an awareness that the - sic problem was common to many disciplines. This is not unreasonable: each of these disciplines has a large literature of its own, and a literature which is growing rapidly. Keeping up with any one of these is di?cult enough, let alone keeping up with others as well, which may in any case be couched in an - familiar technical language. But, of course, this means that opportunities are being lost, discoveries relating to the common problem made in one area are not transferred to the other area, and breakthroughs and problem solutions are being rediscovered, or not discovered for a long time, meaning that e?ort is being wasted and opportunities may be lost.

Download Data Mining and Medical Knowledge Management: Cases and Applications PDF Full

Data Mining and Medical Knowledge Management: Cases and Applications

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Publisher : IGI Global
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ISBN : 1605662194
Pages : 464 pages
Rating : 4.5/5 (662 Download)

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Download Free Data Mining and Medical Knowledge Management: Cases and Applications PDF by Berka, Petr Full Book and published by IGI Global. This book was released on 2009-02-28 with total page 464 pages. Available in PDF, EPUB and Kindle. Book excerpt: The healthcare industry produces a constant flow of data, creating a need for deep analysis of databases through data mining tools and techniques resulting in expanded medical research, diagnosis, and treatment. Data Mining and Medical Knowledge Management: Cases and Applications presents case studies on applications of various modern data mining methods in several important areas of medicine, covering classical data mining methods, elaborated approaches related to mining in electroencephalogram and electrocardiogram data, and methods related to mining in genetic data. A premier resource for those involved in data mining and medical knowledge management, this book tackles ethical issues related to cost-sensitive learning in medicine and produces theoretical contributions concerning general problems of data, information, knowledge, and ontologies.

Download High-performance Pattern Detection and Discovery for Databases and Data Streams PDF Full

High-performance Pattern Detection and Discovery for Databases and Data Streams

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Pages : 450 pages
Rating : 4.8/5 (362 Download)

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Download Free High-performance Pattern Detection and Discovery for Databases and Data Streams PDF by Barzan Mozafari Full Book and published by . This book was released on 2011 with total page 450 pages. Available in PDF, EPUB and Kindle. Book excerpt:

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Database Systems for Advanced Applications

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Publisher : Springer
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ISBN : 3642201490
Pages : 583 pages
Rating : 4.2/5 (21 Download)

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Download Free Database Systems for Advanced Applications PDF by Jeffrey Xu Yu Full Book and published by Springer. This book was released on 2011-04-09 with total page 583 pages. Available in PDF, EPUB and Kindle. Book excerpt: This two volume set LNCS 6587 and LNCS 6588 constitutes the refereed proceedings of the 16th International Conference on Database Systems for Advanced Applications, DASFAA 2011, held in Saarbrücken, Germany, in April 2010. The 53 revised full papers and 12 revised short papers presented together with 2 invited keynote papers, 22 demonstration papers, 4 industrial papers, 8 demo papers, and the abstract of 1 panel discussion, were carefully reviewed and selected from a total of 225 submissions. The topics covered are social network, social network and privacy, data mining, probability and uncertainty, stream processing, graph, XML, XML and graph, similarity, searching and digital preservation, spatial queries, query processing, as well as indexing and high performance.

Download Data Mining PDF Full

Data Mining

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Publisher : Springer Science & Business Media
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ISBN : 1441912800
Pages : 387 pages
Rating : 4.1/5 (912 Download)

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Download Free Data Mining PDF by Robert Stahlbock Full Book and published by Springer Science & Business Media. This book was released on 2009-11-10 with total page 387 pages. Available in PDF, EPUB and Kindle. Book excerpt: Over the course of the last twenty years, research in data mining has seen a substantial increase in interest, attracting original contributions from various disciplines including computer science, statistics, operations research, and information systems. Data mining supports a wide range of applications, from medical decision making, bioinformatics, web-usage mining, and text and image recognition to prominent business applications in corporate planning, direct marketing, and credit scoring. Research in information systems equally reflects this inter- and multidisciplinary approach, thereby advocating a series of papers at the intersection of data mining and information systems research. This special issue of Annals of Information Systems contains original papers and substantial extensions of selected papers from the 2007 and 2008 International Conference on Data Mining (DMIN’07 and DMIN’08, Las Vegas, NV) that have been rigorously peer-reviewed. The issue brings together topics on both information systems and data mining, and aims to give the reader a current snapshot of the contemporary research and state of the art practice in data mining.

Download Rough Sets and Intelligent Systems Paradigms PDF Full

Rough Sets and Intelligent Systems Paradigms

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Publisher : Springer Science & Business Media
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ISBN : 3540734503
Pages : 836 pages
Rating : 4.0/5 (734 Download)

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Download Free Rough Sets and Intelligent Systems Paradigms PDF by Marzena Kryszkiewicz Full Book and published by Springer Science & Business Media. This book was released on 2007-06-18 with total page 836 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the International Conference on Rough Sets and Emerging Intelligent Systems Paradigms, RSEISP 2007, held in Warsaw, Poland in June 2007 - dedicated to the memory of Professor Zdzislaw Pawlak. The 73 revised full papers papers presented together with 2 keynote lectures and 11 invited papers were carefully reviewed and selected from numerous submissions. The papers are organized in topical sections on foundations of rough sets, foundations and applications of fuzzy sets, granular computing, algorithmic aspects of rough sets, rough set applications, rough/fuzzy approach, information systems and rough sets, data and text mining, machine learning, hybrid methods and applications, multiagent systems, applications in bioinformatics and medicine, multimedia applications, as well as web reasoning and human problem solving.

Download Advances in Machine Learning II PDF Full

Advances in Machine Learning II

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Publisher : Springer
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ISBN : 3642051790
Pages : 531 pages
Rating : 4.2/5 (51 Download)

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Download Free Advances in Machine Learning II PDF by Jacek Koronacki Full Book and published by Springer. This book was released on 2009-11-27 with total page 531 pages. Available in PDF, EPUB and Kindle. Book excerpt: Professor Richard S. Michalski passed away on September 20, 2007. Once we learned about his untimely death we immediately realized that we would no longer have with us a truly exceptional scholar and researcher who for several decades had been inf- encing the work of numerous scientists all over the world - not only in his area of exp- tise, notably machine learning, but also in the broadly understood areas of data analysis, data mining, knowledge discovery and many others. In fact, his influence was even much broader due to his creative vision, integrity, scientific excellence and excepti- ally wide intellectual horizons which extended to history, political science and arts. Professor Michalski’s death was a particularly deep loss to the whole Polish sci- tific community and the Polish Academy of Sciences in particular. After graduation, he began his research career at the Institute of Automatic Control, Polish Academy of Science in Warsaw. In 1970 he left his native country and hold various prestigious positions at top US universities. His research gained impetus and he soon established himself as a world authority in his areas of interest – notably, he was widely cons- ered a father of machine learning.

Download Machine Learning and Data Mining in Pattern Recognition PDF Full

Machine Learning and Data Mining in Pattern Recognition

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Publisher : Springer Science & Business Media
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ISBN : 364203070X
Pages : 824 pages
Rating : 4.2/5 (3 Download)

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Download Free Machine Learning and Data Mining in Pattern Recognition PDF by Petra Perner Full Book and published by Springer Science & Business Media. This book was released on 2009-07-21 with total page 824 pages. Available in PDF, EPUB and Kindle. Book excerpt: There is no royal road to science, and only those who do not dread the fatiguing climb of its steep paths have a chance of gaining its luminous summits. Karl Marx A Universial Genius of the 19th Century Many scientists from all over the world during the past two years since the MLDM 2007 have come along on the stony way to the sunny summit of science and have worked hard on new ideas and applications in the area of data mining in pattern r- ognition. Our thanks go to all those who took part in this year's MLDM. We appre- ate their submissions and the ideas shared with the Program Committee. We received over 205 submissions from all over the world to the International Conference on - chine Learning and Data Mining, MLDM 2009. The Program Committee carefully selected the best papers for this year’s program and gave detailed comments on each submitted paper. There were 63 papers selected for oral presentation and 17 papers for poster presentation. The topics range from theoretical topics for classification, clustering, association rule and pattern mining to specific data-mining methods for the different multimedia data types such as image mining, text mining, video mining and Web mining. Among these topics this year were special contributions to subtopics such as attribute discre- zation and data preparation, novelty and outlier detection, and distances and simila- ties.

Download Knowledge-Based Intelligent Information and Engineering Systems PDF Full

Knowledge-Based Intelligent Information and Engineering Systems

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Publisher : Springer
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ISBN : 354074827X
Pages : 1372 pages
Rating : 4.0/5 (748 Download)

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Download Free Knowledge-Based Intelligent Information and Engineering Systems PDF by Bruno Apolloni Full Book and published by Springer. This book was released on 2007-09-12 with total page 1372 pages. Available in PDF, EPUB and Kindle. Book excerpt: Annotation The three volume set LNAI 4692, LNAI 4693, and LNAI 4694, constitute the refereed proceedings of the 11th International Conference on Knowledge-Based Intelligent Information and Engineering Systems, KES 2007, held in Vietri sul Mare, Italy, September 12-14, 2007. The 409 revised papers presented were carefully reviewed and selected from about 1203 submissions. The papers present a wealth of original research results from the field of intelligent information processing in the broadest sense; topics covered in the first volume are artificial neural networks and connectionists systems, fuzzy and neuro-fuzzy systems, evolutionary computation, machine learning and classical AI, agent systems, knowledge based and expert systems, hybrid intelligent systems, miscellaneous intelligent algorithms, intelligent vision and image processing, knowledge management and ontologies, Web intelligence, multimedia, e-learning and teaching, intelligent signal processing, control and robotics, other intelligent systems applications, papers of the experience management and engineering workshop, industrial applications of intelligent systems, as well as information engineering and applications in ubiquotous computing environments.

Download Information Systems Security PDF Full

Information Systems Security

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Publisher : Springer Science & Business Media
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ISBN : 3540689621
Pages : 382 pages
Rating : 4.0/5 (689 Download)

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Download Free Information Systems Security PDF by Aditya Bagchi Full Book and published by Springer Science & Business Media. This book was released on 2006-12-07 with total page 382 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the Second International Conference on Information Systems Security, ICISS 2006, held in Kolkata, India in December 2006. The 20 revised full papers and five short papers presented together with four invited papers and three ongoing project summaries were carefully reviewed and selected from 79 submissions. The papers discuss in depth the current state of the research and practice in information systems security.

Download Data Warehousing and Mining: Concepts, Methodologies, Tools, and Applications PDF Full

Data Warehousing and Mining: Concepts, Methodologies, Tools, and Applications

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Publisher : IGI Global
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ISBN : 159904952X
Pages : 4092 pages
Rating : 4.9/5 (49 Download)

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Download Free Data Warehousing and Mining: Concepts, Methodologies, Tools, and Applications PDF by Wang, John Full Book and published by IGI Global. This book was released on 2008-05-31 with total page 4092 pages. Available in PDF, EPUB and Kindle. Book excerpt: In recent years, the science of managing and analyzing large datasets has emerged as a critical area of research. In the race to answer vital questions and make knowledgeable decisions, impressive amounts of data are now being generated at a rapid pace, increasing the opportunities and challenges associated with the ability to effectively analyze this data.

Download Swarm Intelligence in Data Mining PDF Full

Swarm Intelligence in Data Mining

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Publisher : Springer
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ISBN : 3540349561
Pages : 268 pages
Rating : 4.0/5 (349 Download)

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Download Free Swarm Intelligence in Data Mining PDF by Ajith Abraham Full Book and published by Springer. This book was released on 2007-01-12 with total page 268 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume examines the application of swarm intelligence in data mining, addressing the issues of swarm intelligence and data mining using novel intelligent approaches. The book comprises 11 chapters including an introduction reviewing fundamental definitions and important research challenges. Important features include a detailed overview of swarm intelligence and data mining paradigms, focused coverage of timely, advanced data mining topics, state-of-the-art theoretical research and application developments and contributions by pioneers in the field.

Download Diagnostic Test Approaches to Machine Learning and Commonsense Reasoning Systems PDF Full

Diagnostic Test Approaches to Machine Learning and Commonsense Reasoning Systems

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Publisher : IGI Global
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ISBN : 1466619015
Pages : 367 pages
Rating : 4.6/5 (619 Download)

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Download Free Diagnostic Test Approaches to Machine Learning and Commonsense Reasoning Systems PDF by Naidenova, Xenia Full Book and published by IGI Global. This book was released on 2012-07-31 with total page 367 pages. Available in PDF, EPUB and Kindle. Book excerpt: The consideration of symbolic machine learning algorithms as an entire class will make it possible, in the future, to generate algorithms, with the aid of some parameters, depending on the initial users' requirements and the quality of solving targeted problems in domain applications. Diagnostic Test Approaches to Machine Learning and Commonsense Reasoning Systems surveys, analyzes, and compares the most effective algorithms for mining all kinds of logical rules. Global academics and professionals in related fields have come together to create this unique knowledge-sharing resources which will serve as a forum for future collaborations.