Augmenting organizational decision-making with deep learning algorithms: Principles, promises, and challenges

Tactical Decision Making for Lane Changing with Deep Reinforcement Learning

In this paper we consider the problem of autonomous lane changing for self driving cars in a multi-lane, multi-agent setting. We present a framework that demonstrates a more structured and data efficient alternative to end-to-end complete policy learning on problems where the high-level policy is hard to formulate using traditional optimization or rule based methods but well designed low-level ...

The Relationship Between Organizational Culture and Managers' Decision Making Style

If you consider different activities of managers, it can be seen clearly that decision making is the essence of all management activities. Decision making is counted as integral components of management and is manifested somehow in any management duty. On the other hand, organizational culture is a pattern from fundamental default that a special group created it in the solution of problems to c...

Social-Organizational Knowledge and Managerial Decision-Making

Decision making with inference and learning methods

In this work we consider probabilistic approaches to sequential decision making. The ultimate goal is to provide methods by which decision making problems can be attacked by approaches and algorithms originally built for probabilistic inference. This in turn allows us to directly apply a wide variety of popular, practical algorithms to these tasks. In Chapter 1 we provide an overview of the gen...

An organizational ethics decision-making process.

The management team of Memorial Medical Center must make a decision regarding the continuation of one of its outpatient clinics. To provide better community service, MMC developed three outpatient clinics throughout a large metropolitan area. Over the past several years, one of the clinics has consistently been a financial loser. The losses have grown even as the costs of maintaining the clinic...