Публикации с тэгом "Classification (machine learning)"

СТАТЬЯ Introduction to Data Mining and Knowledge Discovery

Content: Introduction Data mining: In brief Data mining: What it can’t do Data mining and data warehousing Data mining and OLAP Data mining, machine learning and statistics Data mining and hardware/software trends Data mining applications Successful data mining Data Description for Data Mining Summaries and visualization Clustering Link analysis Predictive Data Mining A hierarchy of choices Some terminology Classification Regression Time series Data Mining Models and Algorithms Neural networks D...

СТАТЬЯ Лекции по Data Mining от Массачусетского технологического института

18 лекций по Data Mining от Массачусетского технологического института в pdf формате (на английском). Content: Data Mining Overview Prediction and Classification with k-Nearest Neighbors Example 1: Riding Mowers Classification and Bayes Rule, Naïve Bayes Classification Trees Discriminant Analysis Example 2: Fisher's Iris data Logistic Regression Case Handlooms Neural Nets Discussion of homework - see Problem 1 in assignments section Multiple Regression Review Multiple Linear Regression in Data M...

СТАТЬЯ Support Vector Machine Classifier

Support vector machines SVMs are a set of related supervised learning methods used for classification and regression. Viewing input data as two sets of vectors in an n-dimensional space, an SVM will construct a separating hyperplane in that space, one which maximizes the margin between the two data sets. To calculate the margin, two parallel hyperplanes are constructed, one on each side of the separating hyperplane, which are "pushed up against" the two data sets. Intuitively, a good separation ...