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Robust clustering methods: a unified view

IEEE Transactions on Fuzzy Systems, 1997
Clustering methods need to be robust if they are to be useful in practice. In this paper, we analyze several popular robust clustering methods and show that they have much in common. We also establish a connection between fuzzy set theory and robust statistics, and point out the similarities between robust clustering methods and statistical methods ...
R.N. Dave, R. Krishnapuram
openaire   +1 more source

Unifying fuzzy concept lattice construction methods

2016 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), 2016
Formal Concept Analysis (FCA) and its fuzzy extension have been widely used to arrange data into a lattice that is an effective data structure useful to address several aims, such as: data mining, ontology learning and merging, and so on. In literature it is possible to distinguish two main approaches to address fuzzy FCA implementation: the one-sided ...
BOFFA, STEFANIA   +5 more
openaire   +1 more source

Exploring cone-shaped solitons, breather, and lump-forms solutions using the lie symmetry method and unified approach to a coupled breaking soliton model

Physica Scripta
In this research article, we investigate the coupled breaking soliton (cBS) model using two distinct analytical methods, namely, the Lie symmetry approach and the Unified method.
Sachin Kumar, S. K. Dhiman
semanticscholar   +1 more source

Penalty and Barrier Methods: A Unified Framework

SIAM Journal on Optimization, 1999
Summary: It is established that many optimization problems may be formulated in terms of minimizing a function \(x\rightarrow f_0 (x) + H_\infty(f_1 (x), f_2 (x),\ldots,f_m (x)) + L_\infty(Ax-b)\), where the \(f_i\) are closed functions defined on \(\mathbb{R}^N\), and where \(H_\infty\) and \(L_\infty\) are the recession functions of closed, proper ...
openaire   +2 more sources

Masked Minimizers: Unifying sequence sketching methods

2022
AbstractMinimizers and syncmers are sequence sketching methods that extract representative substrings from a long sequence. We show that both these sampling rules are different instantiations of a new unifying concept we call masked minimizers, which applies a sub-sampling binary mask on a minimizer sketch.
Minh Hoang   +2 more
openaire   +1 more source

A Unified Approach to Sequential Constructive Methods

1999
A general treatment of a particular class of learning techniques for neural networks, called sequential constructive methods, is proposed. They subsequently add units to the hidden layer until all the input-output relations contained in a given training set are satisfied.
openaire   +3 more sources

Unified iterative methods in orbit determination

Celestial Mechanics & Dynamical Astronomy, 1994
zbMATH Open Web Interface contents unavailable due to conflicting licenses.
openaire   +1 more source

Transient Directing Group Strategy as a Unified Method for Site Selective Direct C4-H Halogenation of Indoles.

Organic Letters, 2021
Guanghua Kuang   +7 more
semanticscholar   +1 more source

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