I am fascinated by technology and its application to data analysis in finance, especially investing. Below is a compiled list of freely available academic papers published in 2017 on deep learning…
Multiple Instance Learning (mil) Is A Variation Of Supervised Learning Where A Single Class Label Is Assigned To A Bag Of Instances. In This Paper, We State The Mil Problem As Learning The Bernoulli Distribution Of The Bag Label Where The Bag Label Probability Is Fully Parameterized By Neural Networks. Furthermore, We Propose A Neural Network-based Permutation-invariant Aggregation Operator That Corresponds To The Attention Mechanism. Notably, An Application Of The Proposed Attention-based Operator Provides Insight Into The Contribution Of Each Instance To The Bag Label. We Show Empirically That Our Approach Achieves Comparable Performance To The Best Mil Methods On Benchmark Mil Datasets And It Outperforms Other Methods On A Mnist-based Mil Dataset And Two Real-life Histopathology Datasets Without Sacrificing Interpretability.
Proceedings of the 1st Annual Conference on Robot Learning on 13-15 November 2017 Published as Volume 78 by the Proceedings of Machine Learning Research on 18 October 2017. Volume Edited by: Sergey Levine Vincent Vanhoucke Ken Goldberg Series Editors: Neil D. Lawrence Mark Reid
A. Mousavian, D. Anguelov, J. Flynn, and J. Kosecka. (2016)cite arxiv:1612.00496Comment: To appear in IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2017.
S. Albrecht, and P. Stone. (2017)cite arxiv:1709.08071Comment: 42 pages, submitted for review to Artificial Intelligence Journal. Keywords: multiagent systems, agent modelling, opponent modelling, survey, open problems.
A. Boulch, and R. Marlet. Proceedings of the Symposium on Geometry Processing, page 281--290. Goslar Germany, Germany, Eurographics Association, (2016)
P. Huang, K. Matzen, J. Kopf, N. Ahuja, and J. Huang. (2018)cite arxiv:1804.00650Comment: CVPR 2018. Project page: https://phuang17.github.io/DeepMVS/ Code: https://github.com/phuang17/DeepMVS.
S. Laine, and T. Karras. Proceedings of the 2010 ACM SIGGRAPH Symposium on Interactive 3D Graphics and Games, page 55--63. New York, NY, USA, ACM, (2010)
J. Parker, A. Khoogar, and D. Goldberg. Robotics and Automation, 1989. Proceedings., 1989 IEEE International Conference on, page 271--276. IEEE, (1989)
M. Karim, Y. Yang, D. Messinger, and G. Ruhe. Proceedings of the 51st Hawaii International Conference on System Sciences, Waikoloa, Hawaii International Conference on System Sciences, (2018)
A. Zeng, S. Song, S. Welker, J. Lee, A. Rodriguez, and T. Funkhouser. (2018)cite arxiv:1803.09956Comment: Under review at the International Conference On Intelligent Robots and Systems (IROS) 2018. Project webpage: http://vpg.cs.princeton.edu.
A. Chaabani, M. Bellamine, and M. Gasmi. International Journal on Soft Computing, Artificial Intelligence and Applications (IJSCAI), 3 (4):
17(November 2014)