Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: A Network Embedding Based Method for Cascade Prediction on Social
  Networks   The prediction for information diffusion on social networks has great
practical significance in marketing and public opinion control. It aims to
predict the individuals who will potentially repost the message on the social
network. One type of method is based on demographics, complex networks and
other prior knowledge to establish an interpretable model to simulate and
predict the propagation process, while the other type of method is completely
data-driven and maps the nodes to a latent space for propagation prediction.
Existing latent space design and embedding methods lack consideration for the
intervene among users. In this paper, we propose an independent asymmetric
embedding method to embed each individual into one latent influence space and
multiple latent susceptibility spaces. Based on the similarity between
information diffusion and heat diffusion phenomenon, the heat diffusion kernel
is exploited in our model and establishes the embedding rules. Furthermore, our
method captures the co-occurrence regulation of user combinations in cascades
to improve the calculating effectiveness. The results of extensive experiments
conducted on real-world datasets verify both the predictive accuracy and
cost-effectiveness of our approach.

6
The categories of this paper are: astro-ph
17
The categories of this paper are: q-fin
21
The categories of this paper are: adap-org
31
The categories of this paper are: ao-sci
16
The categories of this paper are: stat
32
The categories of this paper are: atom-ph
27
The categories of this paper are: comp-gas
14
The categories of this paper are: math-ph
9
The categories of this paper are: nlin
36
The categories of this paper are: cmp-lg
4
The categories of this paper are: cond-mat
18
The categories of this paper are: econ
29
The categories of this paper are: funct-an
26
The categories of this paper are: bayes-an
15
The categories of this paper are: nucl-ex
23
The categories of this paper are: solv-int