Functional Neuroimaging Data Mining

Data mining, alternatively denominated as knowledge discovery from data, is a relatively young and fast-growing interdisciplinary scientific field. The contribution hereafter critically underpins the main approaches and trends in data mining applied to functional neuroimaging analysis.

[1]  Radu Mutihac,et al.  Essentials in brain connectivity , 2017 .

[2]  Paul E. Black,et al.  Dictionary of Algorithms and Data Structures | NIST , 1998 .

[3]  M. Lindquist The Statistical Analysis of fMRI Data. , 2008, 0906.3662.

[4]  N. Balakrishnan,et al.  Characterization of protein secondary structure , 2004, IEEE Signal Processing Magazine.

[5]  Peter J. Huber,et al.  Huge Data Sets , 1994 .

[6]  M. Torrens Co-Planar Stereotaxic Atlas of the Human Brain—3-Dimensional Proportional System: An Approach to Cerebral Imaging, J. Talairach, P. Tournoux. Georg Thieme Verlag, New York (1988), 122 pp., 130 figs. DM 268 , 1990 .

[7]  Karl J. Friston,et al.  Statistical parametric maps in functional imaging: A general linear approach , 1994 .

[8]  R. Viertl On the Future of Data Analysis , 2002 .

[9]  T. Ens,et al.  Blind signal separation : statistical principles , 1998 .

[10]  J. Hadamard,et al.  Lectures on Cauchy's Problem in Linear Partial Differential Equations , 1924 .

[11]  M. V. Velzen,et al.  Self-organizing maps , 2007 .

[12]  Keith J. Worsley,et al.  Spatial smoothing of autocorrelations to control the degrees of freedom in fMRI analysis , 2005, NeuroImage.

[13]  Joseph J Atick,et al.  Could information theory provide an ecological theory of sensory processing? , 2011, Network.

[14]  R. Mutihac,et al.  Mining in chemometrics. , 2008, Analytica chimica acta.

[15]  R. Mutihac Wavelet-based statistical analysis in functional neuroimaging , 2006 .

[16]  Ian H. Witten,et al.  Data mining: practical machine learning tools and techniques, 3rd Edition , 1999 .

[17]  S. Klinke,et al.  Exploratory Projection Pursuit , 1995 .

[18]  Brent S. Pedersen,et al.  BioStar: An Online Question & Answer Resource for the Bioinformatics Community , 2011, PLoS Comput. Biol..

[19]  Ray L. Somorjai,et al.  Exploratory data analysis in functional neuroimaging , 2002, Artif. Intell. Medicine.

[20]  Seungjin Choi,et al.  Independent Component Analysis , 2009, Handbook of Natural Computing.

[21]  David J. Field,et al.  What Is the Goal of Sensory Coding? , 1994, Neural Computation.

[22]  Marc M. Van Hulle,et al.  COMPARISON OF PRINCIPAL COMPONENT ANALYS IS AND INDEPENDEDENT COMPONENT ANALYSIS FOR BLIND SOURCE SEPARATION , 2004 .

[23]  Arthur L. Samuel,et al.  Some Studies in Machine Learning Using the Game of Checkers , 1967, IBM J. Res. Dev..

[24]  L. K. Hansen,et al.  On Clustering fMRI Time Series , 1999, NeuroImage.

[25]  James C. Bezdek,et al.  Pattern Recognition with Fuzzy Objective Function Algorithms , 1981, Advanced Applications in Pattern Recognition.

[26]  Friedrich T. Sommer,et al.  Exploratory analysis and data modeling in functional neuroimaging , 2003 .

[27]  G. Beligiannis,et al.  A generic applied evolutionary hybrid technique , 2004, IEEE Signal Processing Magazine.

[28]  Richard N. Henson,et al.  Introduction to Functional Magnetic Resonance Imaging: Principles and Techniques , 2002 .

[29]  M.F.M. Campos,et al.  Visual data mining for modeling prior distributions in morphometry , 2004, IEEE Signal Processing Magazine.

[30]  H. Hotelling Analysis of a complex of statistical variables into principal components. , 1933 .

[31]  Hans-Peter Kriegel,et al.  A Density-Based Algorithm for Discovering Clusters in Large Spatial Databases with Noise , 1996, KDD.

[32]  R. C. Durfee,et al.  MULTIPLE FACTOR ANALYSIS. , 1967 .

[33]  S. Sitharama Iyengar,et al.  Signal processing for mining information , 2004 .

[34]  Thierry Blu,et al.  On the multidimensional extension of the quincunx subsampling matrix , 2005, IEEE Signal Processing Letters.

[35]  J. Bezdek,et al.  FCM: The fuzzy c-means clustering algorithm , 1984 .

[36]  Pierre Comon,et al.  Independent component analysis, A new concept? , 1994, Signal Process..

[37]  B. U Sajeev,et al.  Assessment of Financial Status of SHG Members: A Clustering Approach , 2011 .

[38]  A. M. Turing,et al.  Computing Machinery and Intelligence , 1950, The Philosophy of Artificial Intelligence.