An IT Architecture Enabling Flexible Adjustment Of Exploration/Exploitation Trade-Off
نویسنده
چکیده
The trade-off between exploration of new ideas and exploitation of certainties create a need for managing a balance between those two concepts within organizations. To align with an associated strategy, we suggest an IT architecture with an embedded mechanism to manage this balance when trying new approaches. A prototype and evaluation with encouraging results show the viability of the proposed architecture design for a product recommender scenario.
منابع مشابه
Boldness predicts an individual's position along an exploration–exploitation foraging trade‐off
Individuals do not have complete information about the environment and therefore they face a trade-off between gathering information (exploration) and gathering resources (exploitation). Studies have shown individual differences in components of this trade-off but how stable these strategies are in a population and the intrinsic drivers of these differences is not well understood. Top marine pr...
متن کاملDopaminergic Control of the Exploration-Exploitation Trade-Off via the Basal Ganglia
We continuously face the dilemma of choosing between actions that gather new information or actions that exploit existing knowledge. This "exploration-exploitation" trade-off depends on the environment: stability favors exploiting knowledge to maximize gains; volatility favors exploring new options and discovering new outcomes. Here we set out to reconcile recent evidence for dopamine's involve...
متن کاملFeature Selection Based on Reinforcement Learning for Object Recognition
This paper presents a novel method that allows learning the best feature that describes a given image. It is intended to be used in object recognition. The proposed approach is based on the use of a Reinforcement Learning procedure that selects the best descriptor for every image from a given set. In order to do this, we introduce a new architecture joining a Reinforcement Learning technique wi...
متن کاملLearning and innovation: Exploitation and exploration trade-offs☆
a r t i c l e i n f o This paper examines the relationship between learning and innovation outcomes, focusing on the trade-off between exploitation and exploration in learning and innovation. The study identifies two types of learning and two outcomes of innovation. Exploitation and exploration in learning are inversely associated with innovation rates and impact. While exploitative, localized ...
متن کاملDeveloping Affect-Modulated Behaviors: Stability, Exploration, Exploitation or Imitation?
Exploring the environment is essential for autonomous agents to learn new things and to consolidate past experiences and apply them to improve behavior. However, exploration is also risky as it exposes the agent to unknown, potentially overwhelming or dangerous situations. A trade-off must hence exist between activities such as seeking stability, autonomous exploration of the environment, imita...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2013