Clustering for Classification - Using Standard Clustering Methods to Summarise Datasets with Minimal Loss of Classification Accuracy
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1
Clustering for Classification: Using Standard Clustering Methods to Summarise Datasets with Minimal Loss of Classification Accuracy (2008)
EN PB USISBN: 9783639031638 bzw. 3639031636, in Englisch, 108 Seiten, VDM Verlag, Taschenbuch, gebraucht.
جديد من: $47.55 (15 ويقدم)
تستخدم من: $45.00 (4 ويقدم)
إظهار المزيد 19 ويقدم في Amazon.com
Lieferung aus: Vereinigte Staaten von Amerika, Usually ships in 1-2 business days.
Von Händler/Antiquariat, autumnleaves_books.
Advances in technology have provided industry with an array of devices for collecting data. The frequency and scale of data collection means that there are now many large datasets being generated. To find patterns in these datasets it would be useful to be able to apply modern methods of classification such as support vector machines. Unfortunately these methods are computationally expensive, quadratic in the number of data points in fact, and so cannot be applied directly. This book proposes a framework whereby a variety of clustering methods can be used to summarise datasets, that is, reduce them to a smaller but still representative dataset so that these advanced methods can be applied. It compares the results of using this framework against using random selection on a large number of classification and regression problems. Results show that the clustered datasets are on average fifty percent smaller than the original datasets without loss of classification accuracy which is significantly better than random selection. They also show that there is no free lunch, for each dataset it is important to choose a clustering method carefully. Paperback, التسمية: VDM Verlag, VDM Verlag, مجموعة المنتجات: Book, ونشرت: 2008-06-12, ستوديو: VDM Verlag, رتبة المبيعات: 16353464.
Von Händler/Antiquariat, autumnleaves_books.
Advances in technology have provided industry with an array of devices for collecting data. The frequency and scale of data collection means that there are now many large datasets being generated. To find patterns in these datasets it would be useful to be able to apply modern methods of classification such as support vector machines. Unfortunately these methods are computationally expensive, quadratic in the number of data points in fact, and so cannot be applied directly. This book proposes a framework whereby a variety of clustering methods can be used to summarise datasets, that is, reduce them to a smaller but still representative dataset so that these advanced methods can be applied. It compares the results of using this framework against using random selection on a large number of classification and regression problems. Results show that the clustered datasets are on average fifty percent smaller than the original datasets without loss of classification accuracy which is significantly better than random selection. They also show that there is no free lunch, for each dataset it is important to choose a clustering method carefully. Paperback, التسمية: VDM Verlag, VDM Verlag, مجموعة المنتجات: Book, ونشرت: 2008-06-12, ستوديو: VDM Verlag, رتبة المبيعات: 16353464.
2
Clustering for Classification (2008)
DE NWISBN: 9783639031638 bzw. 3639031636, in Deutsch, VDM Verlag Dr. Müller, neu.
Lieferung aus: Deutschland, بالإضافة إلى الشحن, sofort lieferbar.
Using Standard Clustering Methods to Summarise Datasets with Minimal Loss of Classification Accuracy, Buch, unbekannt.
Using Standard Clustering Methods to Summarise Datasets with Minimal Loss of Classification Accuracy, Buch, unbekannt.
3
Clustering for Classification: Using Standard Clustering Methods 9783639031638
DE NWISBN: 9783639031638 bzw. 3639031636, in Deutsch, VDM Verlag Dr. Müller, Saarbrücken, Deutschland, neu.
Lieferung aus: Vereinigtes Königreich Großbritannien und Nordirland, نوع التسليم: Free, التسليم: Vereinigtes Königreich Großbritannien und Nordirland, موقع العرض: NR70WF Norwich,United Kingdom, الشحن المجاني.
Von Händler/Antiquariat, oodals.
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Von Händler/Antiquariat, oodals.
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4
NEW Clustering For Classification by Reuben Evans BOOK (Paperback / softback)
DE PB NWISBN: 9783639031638 bzw. 3639031636, in Deutsch, VDM Verlag Dr. Müller, Saarbrücken, Deutschland, Taschenbuch, neu.
Lieferung aus: Vereinigte Staaten von Amerika, نوع التسليم: Free, التسليم: أوروبا, موقع العرض: USA, الشحن المجاني.
Von Händler/Antiquariat, grey_elk_books_au_and_uk - Grey Elk Books.
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Von Händler/Antiquariat, grey_elk_books_au_and_uk - Grey Elk Books.
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5
Clustering for Classification by Evans, Reuben 9783639031638
DE NWISBN: 9783639031638 bzw. 3639031636, in Deutsch, VDM Verlag Dr. Müller, Saarbrücken, Deutschland, neu.
Lieferung aus: Vereinigtes Königreich Großbritannien und Nordirland, نوع التسليم: Free, التسليم: في جميع أنحاء العالم, موقع العرض: SS39HN Southend-on-Sea,United Kingdom, الشحن المجاني.
Von Händler/Antiquariat, beanbone - Beanbone Online.
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