Dr. Jens Hocke

Photo of Jens  Hocke

Deep Learning Researcher


FUSE-AI UG
Großer Burstah 46-48
20457 Hamburg

Email: info(at)fuse-ai.de
Phone: +49/40/450318-0
Fax: +49/40/450318-18

Publikationen

2015

Jens Hocke, and Thomas Martinetz,
{L}earning {T}ransformation {I}nvariance from {G}lobal to {L}ocal, in Workshop New Challenges in Neural Computation 2015 , Barbara Hammer and Thomas Villmann, Eds. 2015. pp. 16--24.
Datei: HoMa15.pdf
Bibtex: BibTeX
@inproceedings{HoMa15,
author= {Jens Hocke and Thomas Martinetz},
title = {{L}earning {T}ransformation {I}nvariance from {G}lobal to {L}ocal},
booktitle = {Workshop New Challenges in Neural Computation 2015},
editor = {Barbara Hammer and Thomas Villmann},
series={Machine Learning Reports},
volume = {03},
year = {2015},
pages = {16--24},
url = {https://www.inb.uni-luebeck.de/fileadmin/files/publications/inb-publications/pdfs/HoMa15.pdf}
}

Jens Hocke, and Thomas Martinetz,
Maximum {D}istance {M}inimization for {F}eature {W}eighting, Pattern Recognition Letters , vol. 52, pp. 48--52, 2015.
Datei: HoMa15a.pdf
Bibtex: BibTeX
@article{HoMa15a,
author = {Hocke, Jens and Martinetz, Thomas},
title = {Maximum {D}istance {M}inimization for {F}eature {W}eighting},
journal = {Pattern Recognition Letters},
volume = {52},
pages = {48--52},
year = {2015},
url = {https://www.inb.uni-luebeck.de/fileadmin/files/publications/inb-publications/pdfs/HoMa15a.pdf}
}

2014

Jens Hocke, and Thomas Martinetz,
{L}earning {T}ransformation {I}nvariance for {O}bject {R}ecognition, in Workshop New Challenges in Neural Computation 2014 , Barbara Hammer and Thomas Villmann, Eds. 2014. pp. 20--25.
Datei: HoMa14b.pdf
Bibtex: BibTeX
@inproceedings{HoMa14b,
author= {Jens Hocke and Thomas Martinetz},
title = {{L}earning {T}ransformation {I}nvariance for {O}bject {R}ecognition},
booktitle = {Workshop New Challenges in Neural Computation 2014},
editor = {Barbara Hammer and Thomas Villmann},
series = {Machine Learning Reports},
volume = {02},
year = {2014},
pages = {20--25},
url = {https://www.inb.uni-luebeck.de/fileadmin/files/publications/inb-publications/pdfs/HoMa14b.pdf}
}

Jens Hocke, and Thomas Martinetz,
Global {M}etric {L}earning by {G}radient {D}escent, in Artificial Neural Networks and Machine Learning - {ICANN} 2014 - 24th International Conference on Artificial Neural Networks, Hamburg, Germany, September 15-19, 2014. Proceedings , Stefan Wermter and Cornelius Weber and Wlodzislaw Duch and Timo Honkela and Petia D. Koprinkova{-}Hristova and Sven Magg and G{ü}nther Palm and Alessandro E. P. Villa, Eds. Springer, 2014. pp. 129--135.
Datei: HoMa14.pdf
Bibtex: BibTeX
@inproceedings{HoMa14,
author = {Jens Hocke and Thomas Martinetz},
title = {Global {M}etric {L}earning by {G}radient {D}escent},
editor = {Stefan Wermter and Cornelius Weber and Wlodzislaw Duch and Timo Honkela and Petia D. Koprinkova{-}Hristova and Sven Magg and G{\"{u}}nther Palm and Alessandro E. P. Villa},
booktitle = {Artificial Neural Networks and Machine Learning - {ICANN} 2014 - 24th International Conference on Artificial Neural Networks, Hamburg, Germany, September 15-19, 2014. Proceedings},
publisher = {Springer},
series = {Lecture Notes in Computer Science},
volume = {8681},
pages = {129--135},
year = {2014},
url = {https://www.inb.uni-luebeck.de/fileadmin/files/publications/inb-publications/pdfs/HoMa14.pdf}
}

2013

Jens Hocke, and Thomas Martinetz,
{A}pplication of {M}aximum {D}istance {M}inimization to {G}ene {E}xpression {D}ata, in Workshop New Challenges in Neural Computation 2013 , Barbara Hammer and Thomas Martinetz and Thomas Villmann, Eds. 2013. pp. 6--7.
Datei: HoMa13a.pdf
Bibtex: BibTeX
@inproceedings{HoMa13a,
author={Hocke, Jens and Martinetz, Thomas},
title = {{A}pplication of {M}aximum {D}istance {M}inimization to {G}ene {E}xpression {D}ata},
booktitle = {Workshop New Challenges in Neural Computation 2013},
editor = {Barbara Hammer and Thomas Martinetz and Thomas Villmann},
series ={Machine Learning Reports},
volume = {02},
pages = {6--7},
year = {2013},
note = {Short Paper},
url = {https://www.inb.uni-luebeck.de/fileadmin/files/publications/inb-publications/pdfs/HoMa13a.pdf}
}

Jens Hocke, and Thomas Martinetz,
Feature {W}eighting by {M}aximum {D}istance {M}inimization, in Artificial Neural Networks and Machine Learning - {ICANN} 2013 - 23rd International Conference on Artificial Neural Networks, Sofia, Bulgaria, September 10-13, 2013. Proceedings , Valeri Mladenov and Petia D. Koprinkova{-}Hristova and G{ü}nther Palm and Alessandro E. P. Villa and Bruno Appollini and Nikola Kasabov, Eds. Springer, 2013. pp. 420--425.
Datei: HoMa13.pdf
Bibtex: BibTeX
@inproceedings{HoMa13,
author = {Jens Hocke and Thomas Martinetz},
title = {Feature {W}eighting by {M}aximum {D}istance {M}inimization},
booktitle = {Artificial Neural Networks and Machine Learning - {ICANN} 2013 - 23rd International Conference on Artificial Neural Networks, Sofia, Bulgaria, September 10-13, 2013. Proceedings},
editor = {Valeri Mladenov and Petia D. Koprinkova{-}Hristova and G{\"{u}}nther Palm and Alessandro E. P. Villa and Bruno Appollini and Nikola Kasabov},
pages = {420--425},
series = {Lecture Notes in Computer Science},
volume = {8131},
publisher = {Springer},
year = {2013},
url = {https://www.inb.uni-luebeck.de/fileadmin/files/publications/inb-publications/pdfs/HoMa13.pdf}
}

2012

Jens Hocke, and Thomas Martinetz,
{E}xperience in {T}raining ({D}eep) {M}ulti-{L}ayer {P}erceptrons to {C}lassify {D}igits, in Workshop New Challenges in Neural Computation 2012 , Barbara Hammer and Thomas Villmann, Eds. 2012. pp. 113--115.
Datei: HoMa12.pdf
Bibtex: BibTeX
@inproceedings{HoMa12,
author={Hocke, Jens and Martinetz, Thomas},
title = {{E}xperience in {T}raining ({D}eep) {M}ulti-{L}ayer {P}erceptrons to {C}lassify {D}igits},
booktitle = {Workshop New Challenges in Neural Computation 2012},
editor = {Barbara Hammer and Thomas Villmann},
series={Machine Learning Reports},
volume = {03},
year = {2012},
pages = {113--115},
note = {Short Paper},
url = {https://www.inb.uni-luebeck.de/fileadmin/files/publications/inb-publications/pdfs/HoMa12.pdf}
}

Jens Hocke, Michael Dorr, and Erhardt Barth,
A compressed sensing model of peripheral vision, in Human Vision and Electronic Imaging XVII , Bernice E. Rogowitz and Thrasyvoulos N. Pappas and Huib de Ridder, Eds. Proceedings of SPIE, 2012.
Datei: HoDoBa12.pdf
Bibtex: BibTeX
@inproceedings{HoDoBa12,
author = {Jens Hocke and Michael Dorr and Erhardt Barth},
title = {A compressed sensing model of peripheral vision},
editor = {Bernice E. Rogowitz and Thrasyvoulos N. Pappas and Huib de Ridder},
booktitle = {Human Vision and Electronic Imaging XVII},
publisher = {Proceedings of SPIE},
volume = {8291},
year = {2012},
url = {https://www.inb.uni-luebeck.de/fileadmin/files/publications/inb-publications/pdfs/HoDoBa12.pdf}
}

Jens Hocke, Erhardt Barth, and Thomas Martinetz,
Application of non-linear transform coding to image processing, in Human Vision and Electronic Imaging XVII , Bernice E. Rogowitz and Thrasyvoulos N. Pappas and Huib de Ridder, Eds. Proceedings of SPIE, 2012.
Datei: HoBaMa12.pdf
Bibtex: BibTeX
@inproceedings{HoBaMa12,
author = {Jens Hocke and Erhardt Barth and Thomas Martinetz},
title = {Application of non-linear transform coding to image processing},
editor = {Bernice E. Rogowitz and Thrasyvoulos N. Pappas and Huib de Ridder},
booktitle = {Human Vision and Electronic Imaging XVII},
publisher = {Proceedings of SPIE},
volume = {8291},
year = {2012},
url = {https://www.inb.uni-luebeck.de/fileadmin/files/publications/inb-publications/pdfs/HoBaMa12.pdf}
}

Jens Hocke, Kai Labusch, Erhardt Barth, and Thomas Martinetz,
Sparse {C}oding and {S}elected {A}pplications, KI - K\"unstliche Intelligenz , vol. 26, no. 4, pp. 349--355, 2012. Springer Berlin / Heidelberg.
Datei: HoLaBaMa12.pdf
Bibtex: BibTeX
@article{HoLaBaMa12,
author = {Hocke, Jens and Labusch, Kai and Barth, Erhardt and Martinetz, Thomas},
title = {Sparse {C}oding and {S}elected {A}pplications},
publisher = {Springer Berlin / Heidelberg},
journal = {KI - K\"unstliche Intelligenz},
number = {4},
volume = {26},
pages = {349--355},
year = {2012},
url = {https://www.inb.uni-luebeck.de/fileadmin/files/publications/inb-publications/pdfs/HoLaBaMa12.pdf}
}

2011

Jens Hocke, Thomas Martinetz, and Erhardt Barth,
{I}mage {D}econvolution with {S}parse {P}riors, in Workshop New Challenges in Neural Computation 2011 , Barbara Hammer and Thomas Villmann, Eds. 2011. pp. 9.
Bibtex: BibTeX
@inproceedings{HoMaBa11,
author={Hocke, Jens and Martinetz, Thomas and Barth, Erhardt},
title = {{I}mage {D}econvolution with {S}parse {P}riors},
booktitle = {Workshop New Challenges in Neural Computation 2011},
editor = {Barbara Hammer and Thomas Villmann},
series={Machine Learning Reports},
volume = {05},
year = {2011},
pages = {9},
note = {Abstract}
}