As Panoramix queried, could you introduce more details to your project? From your website, I only got that you are analyzing paper based on the author info and the citation history of his previous works and filtering papers by some tech like topic modeling. Though the project is still in progress, will you share info about what you have done and what you are about to do?
My model is based on these papers [1,2,3]. I found that adding the paper meta info such as table count, page count improves my model performance ( R^2 score of future citation of 2 years later ). For now, I am working on better filtering method using word embedding, such that a keyword "CNN" would also include papers about convolutional neural network.
1. Xiao, Shuai et al. “On Modeling and Predicting Individual Paper Citation Count over Time.” IJCAI (2016).
2. Dong, Yuxiao et al. “Can Scientific Impact Be Predicted?” IEEE Transactions on Big Data 2 (2016): 18-30.
3. Yan, Rui et al. “Citation count prediction: learning to estimate future citations for literature.” CIKM (2011).
Comments
As Panoramix queried, could you introduce more details to your project? From your website, I only got that you are analyzing paper based on the author info and the citation history of his previous works and filtering papers by some tech like topic modeling. Though the project is still in progress, will you share info about what you have done and what you are about to do?
My model is based on these papers [1,2,3]. I found that adding the paper meta info such as table count, page count improves my model performance ( R^2 score of future citation of 2 years later ). For now, I am working on better filtering method using word embedding, such that a keyword "CNN" would also include papers about convolutional neural network.
1. Xiao, Shuai et al. “On Modeling and Predicting Individual Paper Citation Count over Time.” IJCAI (2016).
2. Dong, Yuxiao et al. “Can Scientific Impact Be Predicted?” IEEE Transactions on Big Data 2 (2016): 18-30.
3. Yan, Rui et al. “Citation count prediction: learning to estimate future citations for literature.” CIKM (2011).