Herding the Crowd: Automated Planning for Crowdsourced Planning
نویسندگان
چکیده
An emerging application of human computation concerns that all too human of activities – planning. At first glance, crowdsourced planning applications appear to have very little to do with existing automated planning methods, since they seem to depend solely on human planners. However, a deeper look at these applications shows that most of them use primitive automated components in order to enforce checks and constraints which are traditionally not the strongsuit of human workers – herding the proverbial sheep, in a manner of speaking. More importantly, experiments show that even these primitive automated components go a long way towards improving plan quality (Zhang et al. 2012), for little to no investment in terms of cost and time. While these primitive components can and should be replaced by more sophisticated automated planning techniques, adapting such technology presents several challenges. We present a general architecture that foregrounds the potential roles of an automated planner in crowd-planning, and discuss the challenges in realizing them.
منابع مشابه
AI-MIX: Using Automated Planning to Steer Human Workers Towards Better Crowdsourced Plans
One subclass of human computation applications are those directed at tasks that involve planning (e.g. tour planning) and scheduling (e.g. conference scheduling). Interestingly, work on these systems shows that even primitive forms of automated oversight on the human contributors helps in significantly improving the effectiveness of the humans/crowd. In this paper, we argue that the automated o...
متن کاملAI-MIX: How a Planner Can Help Guide Humans Towards a Better Crowdsourced Plan
One subclass of human computation applications are those directed at tasks that involve planning (e.g. tour planning) and scheduling (e.g. conference scheduling). Interestingly, work on these systems shows that even primitive forms of automated oversight on the human contributors helps in significantly improving the effectiveness of the humans/crowd. In this paper, we argue that the automated o...
متن کاملAI-MIX: Using Automated Planners to Steer Human Workers Towards Better Crowdsourced Plans
One subclass of human computation applications are those directed at tasks that involve planning (e.g. tour planning) and scheduling (e.g. conference scheduling). Existing literature on these systems show that even primitive automated oversight on human contributors help in significantly improving the effectiveness of humans/crowd. In this paper, we explain how the automated oversight used in s...
متن کاملCrowdsourced Action-Model Acquisition for Planning
AI planning techniques often require a given set of action models provided as input. Creating action models is, however, a difficult task that costs much manual effort. The problem of action-model acquisition has drawn a lot of interest from researchers in the past. Despite the success of the previous systems, they are all based on the assumption that there are enough training examples for lear...
متن کاملReal-Time Collaborative Planning with the Crowd
Planning is vital to a wide range of domains, including robotics, military strategy, logistics, itinerary generation and more, that both humans and computers find difficult. Collaborative planning holds the promise of greatly improving performance on these tasks by leveraging the strengths of both humans and automated planners. However, this requires formalizing the problem domain and input, wh...
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:
- CoRR
دوره abs/1307.7720 شماره
صفحات -
تاریخ انتشار 2013