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Published by Biblioscholar 11/19/2012, 2012
ISBN 10: 1288311931 ISBN 13: 9781288311934
Language: English
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Paperback or Softback. Condition: New. Multi-Class Classification for Identifying JPEG Steganography Embedding Methods. Book.
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ISBN 10: 1288311931 ISBN 13: 9781288311934
Language: English
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Published by BiblioScholar 2012-11-19, 2012
ISBN 10: 1288311931 ISBN 13: 9781288311934
Language: English
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ISBN 10: 1288311931 ISBN 13: 9781288311934
Language: English
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Published by Creative Media Partners, LLC Mai 2025, 2025
ISBN 10: 1025122763 ISBN 13: 9781025122762
Language: English
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Taschenbuch. Condition: Neu. Neuware - Over 725 steganography tools are available over the Internet, each providing a method for covert transmission of secret messages. This research presents four steganalysis advancements that result in an algorithm that identifies the steganalysis tool used to embed a secret message in a JPEG image file. The algorithm includes feature generation, feature preprocessing, multi-class classification and classifier fusion. The first contribution is a new feature generation method which is based on the decomposition of discrete cosine transform (DCT) coefficients used in the JPEG image encoder. The generated features are better suited to identifying discrepancies in each area of the decomposed DCT coefficients. Second, the classification accuracy is further improved with the development of a feature ranking technique in the preprocessing stage for the kernel Fisher's discriminant (KFD) and support vector machines (SVM) classifiers in the kernel space during the training process. Third, for the KFD and SVM two-class classifiers a classification tree is designed from the kernel space to provide a multi-class classification solution for both methods. Fourth, by analyzing a set of classifiers, signature detectors, and multi-class classification methods a classifier fusion system is developed to increase the detection accuracy of identifying the embedding method used in generating the steganography images.
Published by Creative Media Partners, LLC, 2025
ISBN 10: 1025122763 ISBN 13: 9781025122762
Language: English
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Condition: New. KlappentextrnrnOver 725 steganography tools are available over the Internet, each providing a method for covert transmission of secret messages. This research presents four steganalysis advancements that result in an algorithm that identifies th.
Published by Creative Media Partners, LLC Mai 2025, 2025
ISBN 10: 1025119789 ISBN 13: 9781025119786
Language: English
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Published by Creative Media Partners, LLC Nov 2012, 2012
ISBN 10: 1288311931 ISBN 13: 9781288311934
Language: English
Seller: AHA-BUCH GmbH, Einbeck, Germany
Taschenbuch. Condition: Neu. Neuware - Over 725 steganography tools are available over the Internet, each providing a method for covert transmission of secret messages. This research presents four steganalysis advancements that result in an algorithm that identifies the steganalysis tool used to embed a secret message in a JPEG image file. The algorithm includes feature generation, feature preprocessing, multi-class classification and classifier fusion. The first contribution is a new feature generation method which is based on the decomposition of discrete cosine transform (DCT) coefficients used in the JPEG image encoder. The generated features are better suited to identifying discrepancies in each area of the decomposed DCT coefficients. Second, the classification accuracy is further improved with the development of a feature ranking technique in the preprocessing stage for the kernel Fisher's discriminant (KFD) and support vector machines (SVM) classifiers in the kernel space during the training process. Third, for the KFD and SVM two-class classifiers a classification tree is designed from the kernel space to provide a multi-class classification solution for both methods. Fourth, by analyzing a set of classifiers, signature detectors, and multi-class classification methods a classifier fusion system is developed to increase the detection accuracy of identifying the embedding method used in generating the steganography images.
Published by Creative Media Partners, LLC, 2025
ISBN 10: 1025122763 ISBN 13: 9781025122762
Language: English
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Published by BiblioBazaar, LLC, US, 2012
ISBN 10: 1288311931 ISBN 13: 9781288311934
Language: English
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Published by Creative Media Partners, LLC, 2012
ISBN 10: 1288311931 ISBN 13: 9781288311934
Language: English
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Taschenbuch. Condition: Neu. Multi-Class Classification for Identifying JPEG Steganography Embedding Methods | Benjamin M Rodriguez | Taschenbuch | Kartoniert / Broschiert | Englisch | 2012 | Creative Media Partners, LLC | EAN 9781288311934 | Verantwortliche Person für die EU: Libri GmbH, Europaallee 1, 36244 Bad Hersfeld, gpsr[at]libri[dot]de | Anbieter: preigu.
Published by Creative Media Partners, LLC, 2025
ISBN 10: 1025119789 ISBN 13: 9781025119786
Language: English
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