Application of machine learning techniques to electron microscopic/spectroscopic image data analysis

Background–Foreground Modeling Based on Spatiotemporal Sparse Subspace Clustering

(2017) Sajid Javed et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Unmixing hyperspectral data by using signal subspace sampling

(2017) Jakob Spiegelberg et al.   ULTRAMICROSCOPY

Can we use PCA to detect small signals in noisy data?

(2017) Jakob Spiegelberg et al.   ULTRAMICROSCOPY

Tensor decompositions for the analysis of atomic resolution electron energy loss spectra

(2017) Jakob Spiegelberg et al.   ULTRAMICROSCOPY

The usage of data compression for the background estimation of electron energy loss spectra

(2017) Jakob Spiegelberg et al.   ULTRAMICROSCOPY

Exploring Multimodal Data Fusion Through Joint Decompositions with Flexible Couplings

(2016) Rodrigo Cabral Farias et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

Sparse modeling of EELS and EDX spectral imaging data by nonnegative matrix factorization

(2016) Motoki Shiga et al.   ULTRAMICROSCOPY

Magnetic measurements with atomic-plane resolution

(2016) Ján Rusz et al.   Nature Communications

Quantitative analysis of cation mixing and local valence states in LiNixMn2−xO4using concurrent HARECXS and HARECES measurements

(2016) Yu Yamamoto et al.   Microscopy

Structured Data Fusion

(2015) Laurent Sorber et al.   IEEE Journal of Selected Topics in Signal Processing

Tensor Decompositions for Signal Processing Applications: From two-way to multiway component analysis

(2015) Andrzej Cichocki et al.   IEEE SIGNAL PROCESSING MAGAZINE

Smooth nonnegative matrix and tensor factorizations for robust multi-way data analysis

(2015) Tatsuya Yokota et al.   SIGNAL PROCESSING

Automatic Relevance Determination in Nonnegative Matrix Factorization with the /spl beta/-Divergence

(2012) V. Y. F. Tan et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Effect of Mg-doping on the degradation of LiNiO2-based cathode materials by combined spectroscopic methods

(2012) Shunsuke Muto et al.   JOURNAL OF POWER SOURCES

Statistical consequences of applying a PCA noise filter on EELS spectrum images

(2012) Stijn Lichtert et al.   ULTRAMICROSCOPY

Degradation analysis of a Ni-based layered positive-electrode active material cycled at elevated temperatures studied by scanning transmission electron microscopy and electron energy-loss spectroscopy

(2011) Y. Kojima et al.   JOURNAL OF POWER SOURCES

Mapping of Heterogeneous Chemical States of Lithium in a LiNiO[sub 2]-Based Active Material by Electron Energy-Loss Spectroscopy

(2010) Shunsuke Muto et al.   ELECTROCHEMICAL AND SOLID STATE LETTERS

Joint Bayesian Endmember Extraction and Linear Unmixing for Hyperspectral Imagery

(2009) N. Dobigeon et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

Fast Local Algorithms for Large Scale Nonnegative Matrix and Tensor Factorizations

(2009) Andrzej CICHOCKI et al.   IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUT

Capacity-Fading Mechanisms of LiNiO[sub 2]-Based Lithium-Ion Batteries

(2009) Shunsuke Muto et al.   JOURNAL OF THE ELECTROCHEMICAL SOCIETY

Diagnostic Nano-Analysis of Materials Properties by Multivariate Curve Resolution Applied to Spectrum Images by S/TEM-EELS

(2009) Shunsuke Muto et al.   MATERIALS TRANSACTIONS

Multivariate statistics applications in phase analysis of STEM-EDS spectrum images

(2009) Chad M. Parish et al.   ULTRAMICROSCOPY