’14 COM Web Mining
Department of Communication PhD Student Workshop Web Mining for Communication Research April 22-25, 2014, Room M5064
Workshop Schedule
| Date/Time | Topic | Speaker | Hands-on Tutorial/Software | Materials |
|---|---|---|---|---|
| 22-4 2-3pm | Introduction to Web Mining | Jonathan Zhu | – | Slides |
| 22-4 3-6pm | Web Data Collection | Hai Liang | Hai Liang/NodeXL, VWR, API, Scraping | Slides |
| 23-4 2-5pm | Web Data Preprocessing | Zhenzhen Wang | Zhenzhen Wang/Xerox (online), SPSS, R, Python | Slides Data |
| 24-4 2-5pm | Web Data Analysis | Chengjun Wang | Hai Liang/SPSS, NodeXL, R (optional) | Slides Data Rscripts Instruction |
| 25-4 2-5pm | Web Data Visualization | Jie Qin | Hexin Chen/Wordle, HTML5 Word Cloud, Voyant Tools/ NodeXL, Google Fusion Tables/ Google Charts | Slides Data Instruction |
| 25-4 5-6pm | Social Issues in Web Mining | Marko Skoric | – | Slides |
Participants
| Name | Position |
|---|---|
| Marko Skoric | Faculty |
| Jonathan Zhu | Faculty |
| Jiang Crystal | Faculty |
| Fen Lin | Faculty |
| Fei Shen | Faculty |
| Chen Qiang | PhD student (HUST) |
| Cao Qian | PhD student (year 1) |
| Zeng Yuan | PhD student (year 1) |
| Xia Chuanli | PhD student (year 1) |
| Liu Bingjie | PhD student (year 1) |
| Madrid-Morales Dani | PhD student (year 1) |
| Scialpi Valentina | PhD student (year 1) |
| Li Boliang | PhD student (year 1) |
| Cao Bolin | PhD student (year 2) |
| Chen Hexin | PhD student (year 2) |
| Gong Wanqi | PhD student (year 2) |
| Chen Chujie | PhD student (year 3) |
| Jiang Yalong | PhD student (year 3) |
| Liu Na | PhD student (year 3) |
| Yan Jing | PhD student (year 4) |
| Ho Jeffrey | PhD student (year 4) |
| Qin Jie | PhD student (year 4) |
| Liang Hai | PhD student (year 4) |
| Wang Zhenzhen | PhD student (year 4) |
| Wang Chengjun | PhD student (year 4) |
| An Shanshan | Young scholar (Liaoning U) |
| Wu Ying | Young scholar (Shanghai Intl Studies U) |
| Deng Lifeng | Young scholar (Sun Yat-San U) |
| Yang Man | Young scholar (Wuhan U) |
| CHEN Yuanyuan | Young scholar (Hubei Economic U) |
| Wu Jing | Young scholar (Fudan U) |
| Huang Yueqin | Young scholar (Hubei U) |
| Tang Sihui | Visiting fellow (South China U of Tech) |
| Yang Huixiong | Visiting fellow (Fujian Normal U) |
Appendix
1. Readings
1.1. Basic — 1.1.1. C. Hanretty (2013). Scraping the web for arts and humanities, U of East Anglia. — 1.1.2. E.R. Tufte (2001/1983), The visual display of quantitative information, Graphics Press. — 1.1.3. I. Feinerer (2013). Text mining in R. — 1.1.4. B. Grun (2011). R package for topic models. 1.2. Advanced — 1.2.1. C. Manning (2008). Introduction to information retrieval. Cambridge University Press. — 1.2.2. M. A. Russell (2013). Mining the social web. O’Reilly. 1.3. Examples — 1.3.1. Zhu, et al. (2011), Social Science Computer Review, 29, 327-339. (sampling) — 1.3.2. Peng, et al. (2013), New Media & Society, 15, 644-664. (science literature) — 1.3.3. Wang, et al. (2013), Cyberpsychology, Behavior and Social Networks, 16, 679-685. (Twitter) — 1.3.4. Xu, et al. (2013), IEEE Transactions on Visualization and Computer Graphics, 19, 2012-2021. (visualization) — 1.3.5. Liang. (2014), Social Science Computer Review. (online forums)
2. Tools
2.1. Data Collection — 2.1.1. NodeXL: Network overview, discovery and exploration for Excel — 2.1.2. Visual Web Ripper: Extract data from the Web — 2.1.3. Python API and JSON — 2.1.4. Web scraping with Beautiful soup 2.2. Data PreProcessing — 2.2.1. SPSS — 2.2.2. Python NLTK — 2.2.3. R tm — 2.2.4. R e1071 — 2.2.5. R topicmodels 2.3. Data Analysis — 2.3.1. R & Rstudio — 2.3.2. Network analysis with igraph package in R — 2.3.3. Survival analysis with survival package in R — 2.3.4. Sentiment analysis with sentiment package in R — 2.3.5. Naive Bayes analysis with e1071 package in R — 2.3.6. Text mining with RTextTools in R — 2.3.7. Decision trees with Rpart and rattle in R 2.4. Data Visualization — 2.4.1. Wordle — 2.4.2. HTML5 word cloud — 2.4.3. Voyant Tools — 2.4.4. NodeXL — 2.4.5. Google Fusion Tables — 2.4.6. Google Charts
3. Online Videos
3.1. Visualizaion — 3.1.1. Wordle — 3.1.2. Voyant Tools — 3.1.3. NodeXL — 3.1.4. Excel and mapping points with Google Fusion Tables