نتایج جستجو برای: feature clustering

تعداد نتایج: 328866  

ژورنال: کومش 2020

Introduction: Clustering of human brain is a very useful tool for diagnosis, treatment, and tracking of brain tumors. There are several methods in this category in order to do this. In this study, modified balanced iterative reducing and clustering using hierarchies (m-BIRCH) was introduced for brain activation clustering. This algorithm has an appropriate speed and good scalability in dealing ...

Journal: :IEEE Trans. Information Theory 2015
Christos Boutsidis Anastasios Zouzias Michael W. Mahoney Petros Drineas

We study the topic of dimensionality reduction for k-means clustering. Dimensionality reduction encompasses the union of two approaches: 1) feature selection and 2) feature extraction. A feature selection-based algorithm for k-means clustering selects a small subset of the input features and then applies k-means clustering on the selected features. A feature extraction-based algorithm for k-mea...

Journal: :Statistical Analysis and Data Mining: The ASA Data Science Journal 2018

Journal: :IEEE Transactions on Pattern Analysis and Machine Intelligence 2004

Journal: :IEEE Transactions on Knowledge and Data Engineering 2022

Text clustering is a critical step in text data analysis and has been extensively studied by the mining community. Most existing algorithms are based on bag-of-words model, which faces high-dimensional sparsity problems ignores structural sequence information. Deep learning-based models such as convolutional neural networks recurrent regard texts sequences but lack supervised signals explainabl...

Dimensionality reduction methods transform or select a low dimensional feature space to efficiently represent the original high dimensional feature space of data. Feature reduction techniques are an important step in many pattern recognition problems in different fields especially in analyzing of high dimensional data. Hyperspectral images are acquired by remote sensors and human face images ar...

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