Henry Schütze, M.Sc.


Institut für Neuro- und Bioinformatik
Ratzeburger Allee 160 (Geb. 64)
23562 Lübeck

Email:
Phone:
+49 451 3101 5508
Fax:
+49 451 3101 5504

MATLAB toolbox orthogonal_dictionary_learning

The toolbox orthogonal_dictionary_learning provides a MATLAB implementation of several orthogonal dictionary learning methods for sparse coding.

Publikationen

2016

  • Schütze, Henry and Barth, Erhardt and Martinetz, Thomas: Learning Efficient Data Representations with Orthogonal Sparse Coding. IEEE Transactions on Computational Imaging, no. 2, pp. 177-189, 09, 2016
    BibTeX Link
    @article{ScBaMa16,
    author = {Sch{\"u}tze, Henry and Barth, Erhardt and Martinetz, Thomas},
    title = {{L}earning {E}fficient {D}ata {R}epresentations with {O}rthogonal {S}parse {C}oding},
    journal = {IEEE Transactions on Computational Imaging},
    volume = {2},
    number = {3},
    month = {09},
    pages = {177--189},
    ISSN = {2333-9403},
    year = {2016},
    doi = {10.1109/TCI.2016.2557065},
    pdf = {http://www.inb.uni-luebeck.de/publications/pdfs/ScBaMa16.pdf},
    }
    
    

2015

  • Schütze, Henry and Barth, Erhardt and Martinetz, Thomas: Learning Orthogonal Sparse Representations by Using Geodesic Flow Optimization. in IJCNN 2015 Conference Proceedings, pp. 15540:1-8, 2015
    BibTeX
    @inproceedings{ScBaMa15,
    author={Sch{\"u}tze, Henry and Barth, Erhardt and Martinetz, Thomas},
    title={{L}earning {O}rthogonal {S}parse {R}epresentations by {U}sing {G}eodesic {F}low {O}ptimization},
    booktitle = {IJCNN 2015 Conference Proceedings},
    series = {The International Joint Conference on Neural Networks},
    year = {2015},
    pages = {15540:1--8},
    pdf = {http://www.inb.uni-luebeck.de/publications/pdfs/ScBaMa15.pdf},
    }
    
    

2014

  • Schütze, Henry and Barth, Erhardt and Martinetz, Thomas: An adaptive hierarchical sensing scheme for sparse signals. in Human Vision and Electronic Imaging XIX, no. 9014, pp. 15:1-8, 2014
    BibTeX
    @inproceedings{ScBaMa14,
    author={Sch{\"u}tze, Henry and Barth, Erhardt and Martinetz, Thomas},
    title={An adaptive hierarchical sensing scheme for sparse signals},
    booktitle = {Human Vision and Electronic Imaging XIX},
    series = {Proc. of SPIE Electronic Imaging},
    editor = {Bernice E. Rogowitz and Thrasyvoulos N. Pappas and Huib de Ridder},
    volume = {9014},
    pages = {15:1--8},
    year = {2014},
    pdf = {http://www.inb.uni-luebeck.de/publications/pdfs/ScBaMa14.pdf},
    }
    
    

2013

  • Schütze, Henry and Barth, Erhardt and Martinetz, Thomas: Learning Orthogonal Bases for k-Sparse Representations. in Workshop New Challenges in Neural Computation 2013, no. 02, pp. 119-120, 2013
    BibTeX
    @inproceedings{ScBaMa13,
    author={Sch{\"u}tze, Henry and Barth, Erhardt and Martinetz, Thomas},
    title = {{L}earning {O}rthogonal {B}ases for k-{S}parse {R}epresentations},
    booktitle = {Workshop New Challenges in Neural Computation 2013},
    editor = {Barbara Hammer and Thomas Martinetz and Thomas Villmann},
    series ={Machine Learning Reports},
    volume = {02},
    year = {2013},
    pages = {119--120},
    note = {Short Paper},
    pdf = {http://www.inb.uni-luebeck.de/publications/pdfs/ScBaMa13.pdf},
    }
    
    

2012

  • Henry Schütze and Thomas Martinetz and Silke Anders and Amir Madany Mamlouk: A Multivariate Approach to Estimate Complexity of FMRI Time Series. in Artificial Neural Networks and Machine Learning - ICANN 2012, 22nd International Conference, Lausanne, Switzerland, September 11-14, 2012, Proceedings, Part II, no. 7553, pp. 540-547, Springer, 2012
    BibTeX
    @inproceedings{ScMaAnMa12,
    author = {Henry Sch{\"u}tze and Thomas Martinetz and Silke Anders and Amir Madany Mamlouk},
    title = {A {M}ultivariate {A}pproach to {E}stimate {C}omplexity of {F}{MRI} {T}ime {S}eries},
    editor = {Alessandro E.P. Villa and W{\l}odzis{\l}aw Duch and P{\'{e}}ter {\'{E}}rdi and Francesco Masulli and G{\"u}nter Palm},
    booktitle = {Artificial Neural Networks and Machine Learning - ICANN 2012, 22nd International Conference, Lausanne, Switzerland, September 11-14, 2012, Proceedings, Part II},
    year = {2012},
    pages = {540--547},
    publisher = {Springer},
    series = {Lecture Notes in Computer Science},
    volume = {7553},
    pdf = {http://www.inb.uni-luebeck.de/publications/pdfs/ScMaAnMa12.pdf},
    }