{"product_id":"interesting-patterns-for-clustering-high-dimensional-data-9783427330684","title":"Interesting patterns for clustering high-dimensional data","description":"Recent advances in data mining allow for exploiting patterns as the primary means for clustering and classifying large collections of data. In this thesis, we present three advances in pattern-based clustering technology, an advance in semi-supervised pattern-based classification, and a related advance in pattern frequency counting. In our first contribution, we analyze numerous deficiencies with traditional patternsignificance measures such as support and confidence, and propose a web image clustering algorithm that uses an objective interestingness measure to identify significant patterns, yielding measurably better clustering quality.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Gordon M. Redwine\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Gordon M. Redwine\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 05\/02\/2023\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 168\u003cbr\u003e\u003cb\u003eBinding Type:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.51lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.00h x 6.00w x 0.36d\u003cbr\u003e\u003cb\u003eISBN:\u003c\/b\u003e 9783427330684","brand":"Gordon M. Redwine","offers":[{"title":"Paperback","offer_id":40983352868979,"sku":"9.78343E+12","price":31.7,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0555\/9255\/0515\/products\/img_9276da0f-4ff2-4cff-9174-fa3830b298fb.jpg?v=1696518103","url":"https:\/\/bookstorenmore.com\/products\/interesting-patterns-for-clustering-high-dimensional-data-9783427330684","provider":"Bookstore N More","version":"1.0","type":"link"}