Quick search Find article
Quick search
Find article

On the risk of extracting relevant information from random data

Luis Garcia Dominguez

Show affiliations


COMMENT

This comment constitutes a re-assessment of a recent study in which near-infrared spectroscopy (NIRS) was used to decode decision making. In the original study, the process of feature selection was carried out on all of the data, and those features which displayed the greater classification accuracy were selected, but no independent assessment or validation of the result was performed on a separated set of trials. In order to show the risk of this procedure, the same methodology was applied here to a set of random and independent time series instead of actual NIRS signals. This simulation produced statistically similar results to the original experimental study. It is my opinion that, from the reported classification accuracy of the original paper, no relevant or useful information is really obtained.


PACS

87.85.Ng Biological signal processing

87.19.L- Neuroscience

87.64.K- Spectroscopy

07.05.Wr Computer interfaces

Subjects

Instrumentation and measurement

Medical physics

Biological physics

Dates

Issue 5 (October 2009)

Received 1 April 2009, accepted for publication 7 July 2009

Published 7 August 2009



  1. On the risk of extracting relevant information from random data

    Luis Garcia Dominguez 2009 J. Neural Eng. 6 058001

  2. High performance experiments in JT-60U reversed shear discharges

    T. Fujita et al 1999 Nucl. Fusion 39 1627

  3. Refined Astrometry and Positions for 179 Swift X-Ray Afterglows

    N. R. Butler 2007 The Astronomical Journal 133 1027

  4. A watershed modeling approach to streamflow reconstruction from tree-ring records

    Laurel Saito et al 2008 Environ. Res. Lett. 3 029801

  5. HDRK-Man: a whole-body voxel model based on high-resolution color slice images of a Korean adult male cadaver

    Chan Hyeong Kim et al 2008 Phys. Med. Biol. 53 4093

  6. Slow dynamics in random media: Crossover from glass to localization transition

    K. Kim et al 2009 EPL 88 36002

  7. Gauge and optical aspects of gravitation

    Andrzej Trautman 1999 Class. Quantum Grav. 16 A157

  8. Submillimeter Array Observations of Disks in the SR 24 Multiple Star System

    Sean M. Andrews and Jonathan P. Williams 2005 ApJ 619 L175

  9. Observations of Galaxies with the Midcourse Space Experiment

    Kathleen E. Kraemer et al. 2002 The Astronomical Journal 124 2990

  10. Progress on advanced tokamak and steady-state scenario development on DIII-D and NSTX

    E J Doyle et al 2006 Plasma Phys. Control. Fusion 48 B39

View by subject




Export








Please login to access our web services, or create an account if you don't yet have one.

You must have cookies enabled in your web browser to be able to login.

Username
Password

Forgotten your password? Get a new one here.