Computer scientists consider the problem of inferring user representations more abstractly; how does one extract a stable user representation - effective for many downstream tasks - from a medium as noisy and complicated as social media? The quality of a user representation is ultimately task-dependent e. Is the representation predictive of latent properties such as a person's demographic features, socioeconomic class, or mental health state? Is it predictive of the user's future behavior?
In this thesis, we begin by showing how user representations can be learned from multiple types of user behavior on social media. We apply several extensions of generalized canonical correlation analysis to learn these representations and evaluate them at three tasks: predicting future hashtag mentions, friending behavior, and demographic features.
We then show how user features can be employed as distant supervision to improve topic model fit. Finally, we show how user features can be integrated into and improve existing classifiers in the multitask learning framework. We treat user representations - ground truth gender and mental health features - as auxiliary tasks to improve mental health state prediction.
We also use distributed user representations learned in the first chapter to improve tweet-level stance classifiers, showing that distant user information can inform classification tasks at the granularity of a single message. What is this page? This page shows tables extracted from arXiv papers on the left-hand side. Not much of a rapper though.
Taco - Like Jasper, he's a skater who isn't much of a rapper. Younger brother to Syd. A rap group from LA. The reason that middle class white kids are drawing inverted crosses on their binders. Most known for Tyler The Creator , whose video, " Yonkers " blew up virtually every teenagers Facebook newsfeed. Patrick: "Do you like ofwgkta? Growers say this strain has dense, sticky buds that are pungent. Medical marijuana patients choose Dutch Treat to help relieve symptoms associated with fatigue , pain , and PMS.
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