An Analysis of ISO 26262: Using Machine Learning Safely in Automotive Software

G. E. Peterson, “Foundation for neural network verification and validation,” in Optical Engineering and Photonics in Aerospace Sensing . International Society for Optics and Photonics, 1993, pp. 196–207

1993

Earlier work this paper cites.

D. Bedford, G. Morgan, and J. Austin, “Requirements for a standard certifying the use of artificial neural networks in safety critical applications,” in Proceedings of the international conference on artificial neural networks , 1996

1996

Earlier work this paper cites.

R. Parasuraman and V. Riley, “Humans and automation: Use, misuse, disuse, abuse,” Human Factors: The Journal of the Human Factors and Ergonomics Society , vol. 39, no. 2, pp. 230–253, 1997

1997

Earlier work this paper cites.

A. B. Tickle, R. Andrews, M. Golea, and J. Diederich, “The truth will come to light: Directions and challenges in extracting the knowledge embedded within trained artificial neural networks,” IEEE Transactions on Neural Networks , vol. 9, no. 6, pp. 1057–1068, 1998

1998

Earlier work this paper cites.

D. M. Rodvold, “A software development process model for artificial neural networks in critical applications,” in Neural Networks, 1999. IJCNN’99. International Joint Conference on , vol. 5. IEEE, 1999, pp. 3317–3322

1999

Earlier work this paper cites.

I. Takanami, M. Sato, and Y. P. Yang, “A fault-value injection approach for multiple-weight-fault tolerance of MNNs,” in Proceedings of the IEEE-INNS-ENNS International Joint Conference on Neural Networks , vol. 3. IEEE, 2000, pp. 515–520

2000

Earlier work this paper cites.

K. A. Brookhuis, D. De Waard, and W. H. Janssen, “Behavioural impacts of advanced driver assistance systems–an overview,” EJTIR , vol. 1, no. 3, pp. 245–253, 2001

2001

Earlier work this paper cites.

T. J. Perkins and A. G. Barto, “Lyapunov design for safe reinforcement learning,” Journal of Machine Learning Research , vol. 3, no. Dec, pp. 803–832, 2002

2002

Earlier work this paper cites.

J. N. Rouder and R. Ratcliff, “Comparing exemplar and rule-based theories of categorization,” Current Directions in Psychological Science , vol. 15, no. 1, pp. 9–13, 2006

2006

Earlier work this paper cites.

L. L. Pullum, B. J. Taylor, and M. A. Darrah, Guidance for the Verification and Validation of Neural Networks . John Wiley & Sons, 2007, vol. 11

2007

Earlier work this paper cites.

Z. Kurd, T. Kelly, and J. Austin, “Developing artificial neural networks for safety critical systems,” Neural Computing and Applications , vol. 16, no. 1, pp. 11–19, 2007

2007

Cited alongside, same era.

M. A. Goodrich and A. C. Schultz, “Human-robot interaction: a survey,” Foundations and Trends in Human-Computer Interaction , vol. 1, no. 3, pp. 203–275, 2007

2007

Cited alongside, same era.

J. Schumann, P. Gupta, and Y. Liu, “Application of neural networks in high assurance systems: A survey,” in Applications of Neural Networks in High Assurance Systems . Springer, 2010, pp. 1–19

2010

Cited alongside, same era.

ISO 26262: Road Vehicles – Functional Safety , International Organization for Standardization, 2011, 1 st version

2011

Cited alongside, same era.

B. Spanfelner, D. Richter, S. Ebel, U. Wilhelm, W. Branz, and C. Patz, “Challenges in applying the ISO 26262 for driver assistance systems,” Tagung Fahrerassistenz, München , vol. 15, no. 16, p. 2012, 2012

L. A. Hendricks, Z. Akata, M. Rohrbach, J. Donahue, B. Schiele, and T. Darrell, “Generating visual explanations,” in European Conference on Computer Vision . Springer, 2016, pp. 3–19

2016

Later among the works it cites.

X. Huang, M. Kwiatkowska, S. Wang, and M. Wu, “Safety verification of deep neural networks,” arXiv preprint arXiv:1610.06940 , 2016

Original

2016

Later among the works it cites.

J. M. Sullivan, M. J. Flannagan, A. K. Pradhan, and S. Bao, Literature Review of Behavioral Adaptations to Advanced Driver Assistance Systems . AAA Foundation for Traffic Safety, 2016

2016

Later among the works it cites.

A. Chakarov, A. Nori, S. Rajamani, S. Sen, and D. Vijaykeerthy, “Debugging machine learning tasks,” arXiv preprint arXiv:1603.07292 , 2016

Original

2016

Later among the works it cites.

B. Nushi, E. Kamar, E. Horvitz, and D. Kossmann, “On Human Intellect and Machine Failures: Troubleshooting Integrative Machine Learning Systems,” arXiv preprint arXiv:1611.08309 , 2016