{"has_more":false,"total_items":4,"items":[{"vg_id":0,"journal":"and the algorithm is developed because simple or obvious rules are inadequate. Further, a key challenge for modern AI algorithms, particularly those based on \"deep learning,\" is that-unlike equation 1 above-they are not linear. In fact, such algorithms are highly nonlinear, making it hard to interpret and understand how the inputs lead to the outputs, even for the algorithm's designer. 88 An open question in machine learning research is whether or not requiring an algorithm to be"},{"vg_id":0,"journal":"One might ask whether respecting a right to explanation is good for business. Ultimately, this is in part an empirical question. Evidence shows that transparency via visually revealing operating processes adds value"},{"vg_id":0,"published_date":2016,"journal":"Proceedings of the 2016 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies","page_from":681,"title":"Visualizing and Understanding Neural Models in NLP","authors":[{"author_name":"Jiwei Li"}],"page_to":91,"doi":"https://doi.org/10.18653/v1/n16-1082"},{"issue":6,"vg_id":0,"published_date":2016,"journal":"Management Science","volume":63,"title":"Creating Reciprocal Value through Operational Transparency","authors":[{"author_name":"E G See"},{"author_name":"W Ryan"},{"author_name":"Tami Buell"},{"author_name":"Chia-Jung Kim"},{"author_name":" Tsay"}]}]}