Abstract
As editors of the Special Issue on a Decade of Mining the Web, we provide a brief overview of how Web mining evolved from the first Web mining workshop (WEBKDD’99) till today. We then introduce the papers of the special issue. Each of them is in a domain of Web mining research; it contains a survey of the past and a vision for the future.
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References
Aggarwal C, Yu P (2005) On clustering techniques for change diagnosis in data streams. In: WEBKDD’05 postworkshop volume (Nasraoui et al. 2006), pp 139–157
Agosti M, Crivellari F, Di Nunzio GM (2012) Web log analysis: a review of a decade of studies about information acquisition, inspection and interpretation of user interaction. Data Min Knowl Discov. doi:10.1007/s10618-011-0228-8
Baumgarten M, Büchner AG, Anand, SS, Mulvenna MD, Hughes JG (1999) Navigation pattern discovery from internet data. In: WEBKDD’99 postworkshop volume (see Masand and Spiliopoulou 2000), pp 70–87
Berendt B (2005) Using and learning semantics in frequent subgraph mining. In: WEBKDD’05 postworkshop volume (see Nasraoui et al. 2006), pp 18–38
Berendt B (2012) More than modeling and hiding: towards a comprehensive view of Web mining and privacy. Data Min Knowl Discov. doi:10.1007/s10618-012-0254-1
Broder A (1999) Data mining, the Internet, and privacy. In: WEBKDD’99 postworkshop volume (see Masand and Spiliopoulou 2000), pp 51–69
Castillo C, Corsi C, Donato D, Ferragina P, Gionis A (2008) Query-log mining for detecting polysemy and spam. In: WEBKDD’08 workshop volume in ACM digital library (see Nasraoui et al. 2008), pp 29–42
Chan PK (1999) Constructing web user profiles: a non-invasive learning approach. In: WEBKDD’99 postworkshop volume (see Masand and Spiliopoulou 2000), pp 34–50
Cooley R, Tan PN, Srivastava J (1999) Discovery of interesting usage patterns from web data. In: WEBKDD’99 postworkshop volume (see Masand and Spiliopoulou 2000), pp 160–179
DeLong C, Desikan P, Srivastava J (2005) USER: user-sensitive expert recommendations for knowledge-dense environments. In: WEBKDD’05 postworkshop volume (see Nasraoui et al. 2006), pp 77–95
Fu Y, Sandhu K, Shih MY (1999) A generalization-based approach to clustering of web usage sessions. In: WEBKDD’99 postworkshop volume (see Masand and Spiliopoulou 2000), pp 16–33
Getoor L, Sahami M (1999) Using probabilistic relational models for collaborative filtering. In: WEBKDD’99 online notes volume
Grcar M, Mladenic D, Fortuna B, Grobelnik M (2005) Data sparsity issues in the collaborative filtering framework. In: WEBKDD’05 postworkshop volume (see Nasraoui et al. 2006), pp 58–76
Kim HR, Chan PK (2005) Personalized search results with user interest hierarchies learnt from bookmarks. In: WEBKDD’05 postworkshop volume (see Nasraoui et al. 2006), pp 158–176
Lan B, Bressan S, Ooi BC (1999) Making web servers pushier. In: WEBKDD’99 postworkshop volume (see Masand and Spiliopoulou 2000), pp 108–122
Lee J, Podlaseck M, Schonberg E, Hoch R, Gomory S (1999) Analysis and visualization of metrics for online merchandizing. In: WEBKDD’99 postworkshop volume (see Masand and Spiliopoulou 2000), pp 123–138
Lu L, Dunham M, Meng Y (2005) Mining significant usage patterns from clickstream data. In: WEBKDD’05 postworkshop volume (see Nasraoui et al. 2006), pp 1–17
Masand B, Spiliopoulou M (eds) (2000) Advances in web usage mining and user profiling: proceedings of the WEBKDD’99 workshop. LNAI, vol 1836. Springer, Berlin
Mobasher B, Burke R, Williams C, Bhaumik R (2005) Analysis and detection of segment-focused attacks against collaborative recommendation. In: WEBKDD’05 postworkshop volume (see Nasraoui et al. 2006), pp 96–118
Nasraoui O, Zaïane O, Spiliopoulou M, Mobasher B, Masand B, Yu PS (eds) (2006) Advances in web mining and web usage analysis—7th international workshop on knowledge discovery on the web, WebKDD 2005, revised papers. LNAI, vol 4198. Springer, Berlin
Nasraoui O, Spiliopoulou M, Zaïane O, Srivastava J, Mobasher B (eds) (2008) 10th international workshop on knowledge discovery on the web, WEBKDD’08: 10 years of knowledge discovery on the web. ACM, Las Vegas. In conjunction with the 14th ACM SIGKDD international conference on knowledge discovery and data mining (KDD 2008)
Papadimitriou A, Symeonidis P, Manolopoulos Y (2012) A generalized taxonomy of explanations styles for traditional and social recommender systems. Data Min Knowl Discov. doi:10.1007/s10618-011-0215-0
Papadopoulos S, Kompatsiaris Y, Vakali A, Spyridonos P (2012) Community detection in social media: Performance and application considerations. Data Min Knowl Discov. doi:10.1007/s10618-011-224-z
Rettinger A, Lösch U, Tresp V, d’Amato C, Fanizzi N (2012) Mining the Semantic Web. Statistical learning for next generation knowledge bases. Data Min Knowl Discov. doi:10.1007/s10618-012-0253-2
Schickel-Zuber V, Faltings B (2005) Overcoming incomplete user models in recommendation systems via an ontology. In: WEBKDD’05 postworkshop volume (see Nasraoui et al. 2006), pp 39–57
Spiliopoulou M, Pohle C, Faulstich LC (1999) Improving the effectiveness of a web site with web usage mining. In: WEBKDD’99 postworkshop volume (see Masand and Spiliopoulou 2000), pp 139–159
Suryavanshi BS, Shiri N, Mudur SP (2005) Adaptive web usage profiling. In: WEBKDD’05 postworkshop volume (see Nasraoui et al. 2006), pp 119–138
Tsytsarau M, Palpanas T (2012) Survey on mining subjective data on the web. Data Min Knowl Discov. doi:10.1007/s10618-011-0238-z
Tuzhilin A (2012) Customer relationship management and Web mining: the next frontier. Data Min Knowl Discov. doi:10.1007/s10618-012-0256-z
Zhang H, Spiliopoulou M, Mobasher B, Giles CL, McCallum A, Nasraoui O, Srivastava J, Yen J (eds) (2007) Advances in web mining and web usage analysis—9th international workshop on knowledge discovery on the web, WebKDD 2007, and 1st international workshop on social network analysis, SNA-KDD 2007, Aug 2007, San Jose, USA. Revised papers. LNAI, vol 5439. Springer, Berlin
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Spiliopoulou, M., Mobasher, B., Nasraoui, O. et al. Guest editorial: special issue on a decade of mining the Web. Data Min Knowl Disc 24, 473–477 (2012). https://doi.org/10.1007/s10618-012-0257-y
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DOI: https://doi.org/10.1007/s10618-012-0257-y