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Hits 5.461 – 5.465 of 5.465
5461
Mark my words! Linguistic
Cristian Danescu-niculescu-mizil
;
Michael Gamon
;
Susan Dumais
In: http://research.microsoft.com/en-us/um/people/sdumais/fr862-danescu-niculescu-mizil.pdf
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5462
CoupledLP: Link Prediction in Coupled Networks
In: http://keg.cs.tsinghua.edu.cn/jietang/publications/kdd15-Dong-et-al-link-prediction-in-coupled-networks.pdf
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5463
2011b. Social Context Summarization
Zi Yang
;
Keke Caiy
;
Jie Tang
...
In: http://keg.cs.tsinghua.edu.cn/jietang/publications/SIGIR11-Yang-et-al-social-context-summarization.pdf
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5464
The Effects of Feedback on Human Behavior in Social Media: An Inverse Reinforcement Learning Model
Sanmay Das
;
Allen Lavoie
In: http://www.cse.wustl.edu/%7Eallenlavoie/papers/reddit.pdf
Abstract:
We introduce and validate a learning model of human behavior change in response to feedback on social media. People who partic-ipate in these types of websites, like Wikipedia, Reddit, and others, are learning agents whose choices about how to allocate their ef-fort are dynamic and responsive to how they feel their efforts were received in the past. By explicitly taking into account the reinforce-ment effects of different types of feedback received on prior con-tributions, our model is able to significantly outperform all known baselines in predicting future contributions both on synthetic data and on real data collected from the social news site reddit.com. Our model has an intuitive interpretation as users playing mixed strate-gies in a game-like setting with thousands of other users and thou-sands of available pure strategies. In this interpretation, our task is then inverse reinforcement learning: recovering users ’ reward functions based on observed behavior.
Keyword:
Categories and Subject Descriptors J.4 [Social and Behavioral Sciences
;
Distributed Artificial Intelligence Keywords Social Media
;
Economics
;
I.2.11 [Artificial Intelligence
;
Multi-Agent Learning
;
Social Simulation
URL:
http://www.cse.wustl.edu/%7Eallenlavoie/papers/reddit.pdf
http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.680.3242
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5465
ABSTRACT
Alexander Kress
In: http://www.cs.toronto.edu/~cebly/Papers/limPrecBid-draft.pdf
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