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Online cancer communities help members support one another, provide new perspectives about living with cancer, normalize experiences, and reduce isolation. The American Cancer Society's 166000-member Cancer Survivors Network (CSN) is the largest online peer support community for cancer patients, survivors, and caregivers. Sentiment analysis and topic(More)
One important challenge in the field of recommender systems is the sparsity of available data. This problem limits the ability of recommender systems to provide accurate predictions of user ratings. We overcome this problem by using the publicly available user generated information contained in Wikipedia. We identify similarities between items by mapping(More)
—Online Health Communities is a major source for patients and their family members in the process of gathering information and seeking social support. The American Cancer Society Cancer Survivors Network has many users and presents a large number of users' interactions with regards to coping with cancer. Sentiment analysis is an important step in(More)
Decision trees have three main disadvantages: reduced performance when the training set is small, rigid decision criteria and the fact that a single " uncharacteristic " attribute might " derail " the classification process. In this paper we present ConfDTree-a post-processing method which enables decision trees to better classify outlier instances. This(More)
The ways people express their opinions and sentiments have radically changed in the past few years thanks to the advent of social networks, web communities , blogs, wikis, and other online collaborative media. Ideally, automatic analysis of online opinions should involve deep understanding of natural language text by machines, from which we are still very(More)
Sentiment analysis in natural language text is a challenging task involving a deep understanding of both syntax and semantics. Leveraging the polarity of multiword expressions—or concepts—rather than single words can mitigate the difficulty of such a task as these expressions carry more contextual information than isolated words. Such contextual information(More)
Wikipedia - the online encyclopedia - has long been used as a source of information for researchers, as well as being a subject of research itself. Wikipedia has been shown to be effective in recommender systems, sentiment analysis, validation and multiple domains in information retrieval. One of the reasons for Wikipedia's popularity among researchers and(More)