Two New Nearest Neighbor Classification Rules

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Two New Nearest Neighbor Classification Rules

Author : Ciril Karo
Publisher :
ISBN 13 : 9781423557319
Total Pages : 86 pages
Book Rating : 4.5/5 (573 download)

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Book Synopsis Two New Nearest Neighbor Classification Rules by : Ciril Karo

Download or read book Two New Nearest Neighbor Classification Rules written by Ciril Karo and published by . This book was released on 1998-09-01 with total page 86 pages. Available in PDF, EPUB and Kindle. Book excerpt: Nearest Neighbor (NN) classification is a non-parametric discrimination and classification technique. In NN classification a test item is compared by some similarity measure of its multiple variables (usually a distance metric) with all the items in a training set. The class of the item to which it is most similar can be used as an indication of the class of the test item. In other words, the test item is assigned the class of its nearest neighbor. A key extension is the case when k > 1 nearest neighbors (k-NN) are examined with the classification usually being made based on a plurality. NN classification is used in many fields, including for example the field of Pattern Recognition. Applications include tasks like speech recognition by a computer, medical data interpretation and diagnosis, or the interpretation of remote sensing imagery from satellites. Military applications of the technique include any situation were automated recognition is required. This thesis proposes two new NN rules that are intended to improve classification accuracy. The rules are tested against baseline classification methods in common use with a variety of data sets. One method shows improvement over the baseline methods in most of the data cases examined.

Data Mining in Agriculture

Author : Antonio Mucherino
Publisher : Springer Science & Business Media
ISBN 13 : 038788615X
Total Pages : 284 pages
Book Rating : 4.3/5 (878 download)

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Book Synopsis Data Mining in Agriculture by : Antonio Mucherino

Download or read book Data Mining in Agriculture written by Antonio Mucherino and published by Springer Science & Business Media. This book was released on 2009-09-22 with total page 284 pages. Available in PDF, EPUB and Kindle. Book excerpt: Data Mining in Agriculture represents a comprehensive effort to provide graduate students and researchers with an analytical text on data mining techniques applied to agriculture and environmental related fields. This book presents both theoretical and practical insights with a focus on presenting the context of each data mining technique rather intuitively with ample concrete examples represented graphically and with algorithms written in MATLAB®.

Pattern Recognition and Image Analysis

Author : Joan Martí
Publisher : Springer Science & Business Media
ISBN 13 : 3540728465
Total Pages : 642 pages
Book Rating : 4.5/5 (47 download)

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Book Synopsis Pattern Recognition and Image Analysis by : Joan Martí

Download or read book Pattern Recognition and Image Analysis written by Joan Martí and published by Springer Science & Business Media. This book was released on 2007 with total page 642 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Pattern Recognition and Signal Analysis in Medical Imaging

Author : Anke Meyer-Baese
Publisher : Elsevier
ISBN 13 : 0124166156
Total Pages : 467 pages
Book Rating : 4.1/5 (241 download)

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Book Synopsis Pattern Recognition and Signal Analysis in Medical Imaging by : Anke Meyer-Baese

Download or read book Pattern Recognition and Signal Analysis in Medical Imaging written by Anke Meyer-Baese and published by Elsevier. This book was released on 2014-03-21 with total page 467 pages. Available in PDF, EPUB and Kindle. Book excerpt: Medical imaging is one of the heaviest funded biomedical engineering research areas. The second edition of Pattern Recognition and Signal Analysis in Medical Imaging brings sharp focus to the development of integrated systems for use in the clinical sector, enabling both imaging and the automatic assessment of the resultant data. Since the first edition, there has been tremendous development of new, powerful technologies for detecting, storing, transmitting, analyzing, and displaying medical images. Computer-aided analytical techniques, coupled with a continuing need to derive more information from medical images, has led to a growing application of digital processing techniques in cancer detection as well as elsewhere in medicine. This book is an essential tool for students and professionals, compiling and explaining proven and cutting-edge methods in pattern recognition for medical imaging. New edition has been expanded to cover signal analysis, which was only superficially covered in the first edition New chapters cover Cluster Validity Techniques, Computer-Aided Diagnosis Systems in Breast MRI, Spatio-Temporal Models in Functional, Contrast-Enhanced and Perfusion Cardiovascular MRI Gives readers an unparalleled insight into the latest pattern recognition and signal analysis technologies, modeling, and applications

Transactions on Rough Sets IV

Author : James F. Peters
Publisher : Springer
ISBN 13 : 3540320164
Total Pages : 384 pages
Book Rating : 4.5/5 (43 download)

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Book Synopsis Transactions on Rough Sets IV by : James F. Peters

Download or read book Transactions on Rough Sets IV written by James F. Peters and published by Springer. This book was released on 2005-11-15 with total page 384 pages. Available in PDF, EPUB and Kindle. Book excerpt: Volume IV of the Transactions on Rough Sets (TRS) introduces a number of new advances in the theory and application of rough sets. Rough sets and - proximationspaceswereintroducedmorethan30yearsagobyZdzis lawPawlak. These advances have profound implications in a number of research areas such as the foundations of rough sets, approximate reasoning, arti?cial intelligence, bioinformatics,computationalintelligence, cognitivescience, intelligentsystems, datamining,machineintelligence,andsecurity. Inaddition,itisevidentfromthe papers included in this volume that the foundations and applications of rough sets is a very active research area worldwide. A total of 16 researchers from 7 countries are represented in this volume, namely, Canada, India, Norway, S- den, Poland, Russia and the United States of America. Evidence of the vigor, breadth and depth of research in the theory and applications of rough sets can be found in the 10 articles in this volume. Prof. Pawlak has contributed a treatise on the philosophical underpinnings of rough sets. In this treatise, observations are made about the Cantor notion of a set, antinomies arising from Cantor sets, the problem of vagueness (es- cially, vague (imprecise) concepts), fuzzy sets, rough sets, fuzzy vs. rough sets as well as logic and rough sets. Among the many vistas and research directions suggested by Prof. Pawlak, one of the most fruitful concerns the model for a rough membership function, which was incarnated in many di?erent forms since its introduction by Pawlakand Skowronin 1994. Recall, here, that Prof.

Intelligent Data Engineering and Automated Learning - IDEAL 2004

Author : Zhen Rong Yang
Publisher : Springer Science & Business Media
ISBN 13 : 3540228810
Total Pages : 868 pages
Book Rating : 4.5/5 (42 download)

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Book Synopsis Intelligent Data Engineering and Automated Learning - IDEAL 2004 by : Zhen Rong Yang

Download or read book Intelligent Data Engineering and Automated Learning - IDEAL 2004 written by Zhen Rong Yang and published by Springer Science & Business Media. This book was released on 2004-08-13 with total page 868 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 5th International Conference on Intelligent Data Engineering and Automated Learning, IDEAL 2004, held in Exeter, UK, in August 2004. The 124 revised full papers presented were carefully reviewed and selected from 272 submissions. The papers are organized in topical sections on bioinformatics, data mining and knowledge engineering, learning algorithms and systems, financial engineering, and agent technologies.

Statistical Analysis Techniques in Particle Physics

Author : Ilya Narsky
Publisher : John Wiley & Sons
ISBN 13 : 3527677291
Total Pages : 404 pages
Book Rating : 4.5/5 (276 download)

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Book Synopsis Statistical Analysis Techniques in Particle Physics by : Ilya Narsky

Download or read book Statistical Analysis Techniques in Particle Physics written by Ilya Narsky and published by John Wiley & Sons. This book was released on 2013-10-24 with total page 404 pages. Available in PDF, EPUB and Kindle. Book excerpt: Modern analysis of HEP data needs advanced statistical tools to separate signal from background. This is the first book which focuses on machine learning techniques. It will be of interest to almost every high energy physicist, and, due to its coverage, suitable for students.

Theory of Agglomerative Hierarchical Clustering

Author : Sadaaki Miyamoto
Publisher : Springer Nature
ISBN 13 : 9811904200
Total Pages : 117 pages
Book Rating : 4.8/5 (119 download)

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Book Synopsis Theory of Agglomerative Hierarchical Clustering by : Sadaaki Miyamoto

Download or read book Theory of Agglomerative Hierarchical Clustering written by Sadaaki Miyamoto and published by Springer Nature. This book was released on 2022-03-21 with total page 117 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book discusses recent theoretical developments in agglomerative hierarchical clustering. The general understanding of agglomerative hierarchical clustering is that its theory was completed long ago and there is no room for further methodological studies, at least in its fundamental structure. This book has been planned counter to that view: it will show that there are possibilities for further theoretical studies and they will be not only for methodological interests but also for usefulness in real applications. When compared with traditional textbooks, the present book has several notable features. First, standard linkage methods and agglomerative procedure are described by a general algorithm in which dendrogram output is expressed by a recursive subprogram. That subprogram describes an abstract tree structure, which is used for a two-stage linkage method for a greater number of objects. A fundamental theorem for single linkage using a fuzzy graph is proved, which uncovers several theoretical features of single linkage. Other theoretical properties such as dendrogram reversals are discussed. New methods using positive-definite kernels are considered, and some properties of the Ward method using kernels are studied. Overall, theoretical features are discussed, but the results are useful as well for application-oriented users of agglomerative clustering.

Signal Processing Handbook

Author : C.H. Chen
Publisher : CRC Press
ISBN 13 : 9780824779566
Total Pages : 846 pages
Book Rating : 4.7/5 (795 download)

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Book Synopsis Signal Processing Handbook by : C.H. Chen

Download or read book Signal Processing Handbook written by C.H. Chen and published by CRC Press. This book was released on 1988-07-26 with total page 846 pages. Available in PDF, EPUB and Kindle. Book excerpt: Introductory, systematic treatment of the many interrelated aspects. Twenty-three contributions address the fundamentals, spectral estimation algorithms, image processing, land and ocean seismic data, telecommunications, 3-D object reconstructions. Alk. paper. Annotation copyright Book News, Inc. Po

Statistical Methods of Discrimination and Classification

Author : Sung C. Choi
Publisher : Elsevier
ISBN 13 : 1483190986
Total Pages : 145 pages
Book Rating : 4.4/5 (831 download)

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Book Synopsis Statistical Methods of Discrimination and Classification by : Sung C. Choi

Download or read book Statistical Methods of Discrimination and Classification written by Sung C. Choi and published by Elsevier. This book was released on 2014-05-17 with total page 145 pages. Available in PDF, EPUB and Kindle. Book excerpt: Statistical Methods of Discrimination and Classification: Advances in Theory and Applications is a collection of papers that tackles the multivariate problems of discriminating and classifying subjects into exclusive population. The book presents 13 papers that cover that advancement in the statistical procedure of discriminating and classifying. The studies in the text primarily focus on various methods of discriminating and classifying variables, such as multiple discriminant analysis in the presence of mixed continuous and categorical data; choice of the smoothing parameter and efficiency of k-nearest neighbor classification; and assessing the performance of an allocation rule. The book will be of great use to researchers and practitioners of wide array of scientific disciplines, including engineering, psychology, biology, and physics.

Pattern Recognition and Image Analysis

Author : Jorge S. Marques
Publisher : Springer
ISBN 13 : 3540322388
Total Pages : 742 pages
Book Rating : 4.5/5 (43 download)

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Book Synopsis Pattern Recognition and Image Analysis by : Jorge S. Marques

Download or read book Pattern Recognition and Image Analysis written by Jorge S. Marques and published by Springer. This book was released on 2005-05-13 with total page 742 pages. Available in PDF, EPUB and Kindle. Book excerpt: IbPRIA 2005 (Iberian Conference on Pattern Recognition and Image Analysis) was the second of a series of conferences jointly organized every two years by the Portuguese and Spanish Associations for Pattern Recognition (APRP, AERFAI), with the support of the International Association for Pattern Recognition (IAPR). This year, IbPRIA was hosted by the Institute for Systems and Robotics and the Geo-systems Center of the Instituto Superior Tecn ́ ico and it was held in Estoril, Por- gal. It provided the opportunity to bring together researchers from all over the world to discuss some of the most recent advances in pattern recognition and all areas of video, image and signal processing. There was a very positive response to the Call for Papers for IbPRIA 2005. We - ceived 292 full papers from 38 countries and 170 were accepted for presentation at the conference. The high quality of the scienti?c program of IbPRIA 2005 was due ?rst to the authors who submitted excellent contributions and second to the dedicated colla- ration of the international Program Committee and the other researchers who reviewed the papers. Each paper was reviewed by two reviewers, in a blind process. We would like to thank all the authors for submitting their contributions and for sharing their - search activities. We are particularly indebted to the Program Committee members and to all the reviewers for their precious evaluations, which permitted us to set up this publication.

Remote Sensing Applications for the Urban Environment

Author : George Z. Xian
Publisher : CRC Press
ISBN 13 : 1498766498
Total Pages : 182 pages
Book Rating : 4.4/5 (987 download)

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Book Synopsis Remote Sensing Applications for the Urban Environment by : George Z. Xian

Download or read book Remote Sensing Applications for the Urban Environment written by George Z. Xian and published by CRC Press. This book was released on 2015-10-09 with total page 182 pages. Available in PDF, EPUB and Kindle. Book excerpt: Land use and land cover changes associated with increased urbanization have led to landscape and environmental changes throughout the world. Remote Sensing Applications for the Urban Environment places emphasis on the rapid development of worldwide urbanization and its impact on the environment, and reviews the assessment of urban land cover condit

Handbook on Knowledge Management 2

Author : Clyde Holsapple
Publisher : Springer Science & Business Media
ISBN 13 : 9783540438489
Total Pages : 784 pages
Book Rating : 4.4/5 (384 download)

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Book Synopsis Handbook on Knowledge Management 2 by : Clyde Holsapple

Download or read book Handbook on Knowledge Management 2 written by Clyde Holsapple and published by Springer Science & Business Media. This book was released on 2003 with total page 784 pages. Available in PDF, EPUB and Kindle. Book excerpt: This second volume consists of the sections: technologies for knowledge management, outcomes of KM, knowledge management in action, and the KM horizon.

Handbook on Knowledge Management 2

Author : Clyde Holsapple
Publisher : Springer Science & Business Media
ISBN 13 : 3540247483
Total Pages : 750 pages
Book Rating : 4.5/5 (42 download)

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Book Synopsis Handbook on Knowledge Management 2 by : Clyde Holsapple

Download or read book Handbook on Knowledge Management 2 written by Clyde Holsapple and published by Springer Science & Business Media. This book was released on 2013-04-17 with total page 750 pages. Available in PDF, EPUB and Kindle. Book excerpt: This second volume consists of the sections: technologies for knowledge management, outcomes of KM, knowledge management in action, and the KM horizon.

Advances in Pattern Recognition

Author : Francesc J. Ferri
Publisher : Springer
ISBN 13 : 3540445226
Total Pages : 918 pages
Book Rating : 4.5/5 (44 download)

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Book Synopsis Advances in Pattern Recognition by : Francesc J. Ferri

Download or read book Advances in Pattern Recognition written by Francesc J. Ferri and published by Springer. This book was released on 2003-06-26 with total page 918 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the joint refereed proceedings of the 8th International Workshop on Structural and Syntactic Pattern Recognition and the 3rd International Workshop on Statistical Techniques in Pattern Recognition, SSPR 2000 and SPR 2000, held in Alicante, Spain in August/September 2000. The 52 revised full papers presented together with five invited papers and 35 posters were carefully reviewed and selected from a total of 130 submissions. The book offers topical sections on hybrid and combined methods, document image analysis, grammar and language methods, structural matching, graph-based methods, shape analysis, clustering and density estimation, object recognition, general methodology, and feature extraction and selection.

The Handbook of Computational Linguistics and Natural Language Processing

Author : Alexander Clark
Publisher : John Wiley & Sons
ISBN 13 : 1118347188
Total Pages : 802 pages
Book Rating : 4.1/5 (183 download)

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Book Synopsis The Handbook of Computational Linguistics and Natural Language Processing by : Alexander Clark

Download or read book The Handbook of Computational Linguistics and Natural Language Processing written by Alexander Clark and published by John Wiley & Sons. This book was released on 2012-10-04 with total page 802 pages. Available in PDF, EPUB and Kindle. Book excerpt: This comprehensive reference work provides an overview of the concepts, methodologies, and applications in computational linguistics and natural language processing (NLP). Features contributions by the top researchers in the field, reflecting the work that is driving the discipline forward Includes an introduction to the major theoretical issues in these fields, as well as the central engineering applications that the work has produced Presents the major developments in an accessible way, explaining the close connection between scientific understanding of the computational properties of natural language and the creation of effective language technologies Serves as an invaluable state-of-the-art reference source for computational linguists and software engineers developing NLP applications in industrial research and development labs of software companies

Advances in Pattern Recognition - ICAPR 2001

Author : Sameer Singh
Publisher : Springer
ISBN 13 : 3540447326
Total Pages : 491 pages
Book Rating : 4.5/5 (44 download)

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Book Synopsis Advances in Pattern Recognition - ICAPR 2001 by : Sameer Singh

Download or read book Advances in Pattern Recognition - ICAPR 2001 written by Sameer Singh and published by Springer. This book was released on 2003-06-29 with total page 491 pages. Available in PDF, EPUB and Kindle. Book excerpt: The paper is organized as follows: In section 2, we describe the no- orientation-discontinuity interfering model based on a Gaussian stochastic model in analyzing the properties of the interfering strokes. In section 3, we describe the improved canny edge detector with an ed- orientation constraint to detect the edges and recover the weak ones of the foreground words and characters; In section 4, we illustrate, discuss and evaluate the experimental results of the proposed method, demonstrating that our algorithm significantly improves the segmentation quality; Section 5 concludes this paper. 2. The norm-orientation-discontinuity interfering stroke model Figure 2 shows three typical samples of original image segments from the original documents and their magnitude of the detected edges respectively. The magnitude of the gradient is converted into the gray level value. The darker the edge is, the larger is the gradient magnitude. It is obvious that the topmost strong edges correspond to foreground edges. It should be noted that, while usually, the foreground writing appears darker than the background image, as shown in sample image Figure 2(a), there are cases where the foreground and background have similar intensities as shown in Figure 2(b), or worst still, the background is more prominent than the foreground as in Figure 2(c). So using only the intensity value is not enough to differentiate the foreground from the background. (a) (b) (c) (d) (e) (f)