{"product_id":"an-investigation-into-the-use-of-a-neural-tree-classifier-for-knowledge-discovery-in-olap-databases","title":"An Investigation into the use of a Neural Tree Classifier for Knowledge Discovery in OLAP databases","description":"\u003cp\u003eModern OLAP platforms are capable of creating databases terabytes in size and present a significant challenge to the analyst with the goal of knowledge discovery.\u003c\/p\u003e \n\n\u003cp\u003eArtificial neural networks represent an aspect of machine learning that offers promise in this area. A neural map can learn to identify patterns in data of high dimensionality and a specific type of neural map, a neural tree classifier, can provide a hierarchical classification of the patterns identified.\u003c\/p\u003e\n\n\u003cp\u003eThe investigation begins with a comparison of two neural tree classifiers and continues by illustrating how their application can allow the identification of multi-dimensional areas of analytical interest in an OLAP database. Finally, a novel OLAP exception \"explain\" technique is outlined, enabled through the use of a neural tree classifier in conjunction with discovery-driven exploration.\u003c\/p\u003e","brand":"BooksWholesale","offers":[{"title":"Hardcover","offer_id":44348152381601,"sku":"compu623","price":66.75,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0462\/1120\/3233\/files\/1kdqek2-front-shortedge-384.jpg?v=1716176707","url":"https:\/\/bookswholesale.myshopify.com\/products\/an-investigation-into-the-use-of-a-neural-tree-classifier-for-knowledge-discovery-in-olap-databases","provider":"BooksWholesale","version":"1.0","type":"link"}