Role-Aware Conformity Modeling and Analysis in Social Networks
Authors: Jing Zhang, Jie Tang, Honglei Zhuang, Cane Leung, Juanzi Li
AAAI 2014 | Conference PDF | Archive PDF | Plain Text | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Experimental | We apply the proposed RCM to several academic research networks, and discover that people with higher degree and lower clustering coefficient are more likely to conform to others. We also evaluate RCM through the task of word usage prediction in academic publications, and show significant improvements over baseline models. |
| Researcher Affiliation | Collaboration | Department of Computer Science and Technology, Tsinghua University Department of Computer Science, University of Illinois at Urbana-Champaign ]Huawei Noah s Ark Lab |
| Pseudocode | No | The paper describes generative processes and EM steps in paragraph form, but it does not include a clearly labeled pseudocode or algorithm block. |
| Open Source Code | No | The paper does not contain any explicit statement about releasing the source code for the methodology, nor does it provide a link to a code repository. |
| Open Datasets | Yes | We apply our proposed RCM on a public available academic research data set1 [Footnote 1: http://arnetminer.org/citation/] |
| Dataset Splits | No | The paper states: "Specifically, we split each data set into training and test set. The training set contains the papers published in or before 2009, and the test set contains the papers published after 2009." While it defines training and testing sets, it does not explicitly mention or specify a separate validation set or its split details. |
| Hardware Specification | No | The paper does not specify any details about the hardware used to run the experiments, such as GPU models, CPU types, or memory. |
| Software Dependencies | No | The paper does not provide specific version numbers for any software components, libraries, or frameworks used in the experiments. |
| Experiment Setup | Yes | We empirically set δ as 3 years. We then fix K = 30 where the perplexity is stable and then analyze the number of roles R. Finally, we empirically set R = 13 in our experiments. |