most citedMissing values : processing with the Kohonen algorithm

28 citations · 35 across the 10 of their papers we have counts for

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math.ST2007

Theoretical Aspects of the SOM Algorithm

Marie Cottrell, Jean-Claude Fort, Gilles Pagès

The SOM algorithm is very astonishing. On the one hand, it is very simple to write down and to simulate, its practical properties are clear and easy to observe. But, on the other h…

math.ST2007

Forecasting the CATS benchmark with the Double Vector Quantization method

Geoffroy Simon, John Lee, Marie Cottrell +1

The Double Vector Quantization method, a long-term forecasting method based on the SOM algorithm, has been used to predict the 100 missing values of the CATS competition data set.…

math.ST2007

Classification of Recurring Unemployed Workers and Unemployment Exits

Marie Cottrell, Patrice Gaubert

This study focuses on recurring unemployment, that is people with two or more spells of unemployment during the period of observation (July 1993 - August 1996). First, a classifica…

math.ST20072 cited

Neural Network and Segmented Labour Market

Patrice Gaubert, Marie Cottrell

In France, for administrative reasons, unemployed workers may actually be involved in occasional work while remaining identified as unemployed (and receiving the corresponding bene…

math.ST20071 cited

A Dynamic Analysis of Segmented Labor Market

Patrice Gaubert, Marie Cottrell

Using the Panel Study of Income Dynamics data on the period 1982-1992, this paper investigates some mechanisms of the labor market in the United States. This market is analyzed as…

math.ST2007

Living conditions: classification of households using the Kohonen algorithm

Sophie Ponthieux, Marie Cottrell

In the analysis of poverty and social exclusion, indicators of living conditions are some interesting non-monetary complements to the usual measurements in terms of current or annu…