{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,6,19]],"date-time":"2025-06-19T04:38:47Z","timestamp":1750307927769,"version":"3.41.0"},"reference-count":17,"publisher":"Association for Computing Machinery (ACM)","issue":"2","license":[{"start":{"date-parts":[[2006,12,1]],"date-time":"2006-12-01T00:00:00Z","timestamp":1164931200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":["SIGKDD Explor. Newsl."],"published-print":{"date-parts":[[2006,12]]},"abstract":"<jats:p>\n            In this report, we summarize the contents and outcomes of the recent WebKDD 2006 workshop on Web Mining and Web Usage Analysis that was held in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006), August 20-23, 2006, in Philadelphia, Pennsylvania. In 2006, WebKDD was organized for the eighth time. It solicited papers on the broad overview subject\n            <jats:italic>\"Knowledge Discovery on the Web\"<\/jats:italic>\n            and on new directions for Web mining research. We reflect on the results of the workshop, as captured in presentations and plenary discussions.\n          <\/jats:p>","DOI":"10.1145\/1233321.1233334","type":"journal-article","created":{"date-parts":[[2007,4,5]],"date-time":"2007-04-05T19:52:18Z","timestamp":1175802738000},"page":"84-89","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":2,"title":["WebKDD 2006"],"prefix":"10.1145","volume":"8","author":[{"given":"Olfa","family":"Nasraoui","sequence":"first","affiliation":[{"name":"University of Louisville, Louisville KY"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Myra","family":"Spiliopoulou","sequence":"additional","affiliation":[{"name":"Otto-von-Guericke-University, Magdeburg, Magdeburg, Germany"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jaideep","family":"Srivastava","sequence":"additional","affiliation":[{"name":"University of Minnesota, Minneapolis, MN"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Bamshad","family":"Mobasher","sequence":"additional","affiliation":[{"name":"DePaul University, Chicago, IL"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Brij","family":"Masand","sequence":"additional","affiliation":[{"name":"Data Miners, Inc, Boston, MA"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2006,12]]},"reference":[{"key":"e_1_2_1_1_1","volume-title":"Proc. of WebKDD 2006: KDD Workshop on Web Mining and Web Usage Analysis, in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006)","author":"Brickell Justing","year":"2006","unstructured":"Justing Brickell , Inderjit S. Dhillon , Dharmendra S. Modha , \" Adaptive Website Design using Caching Algorithms\" , In Proc. of WebKDD 2006: KDD Workshop on Web Mining and Web Usage Analysis, in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006) , August 20-23 2006 , Philadelphia, PA. Justing Brickell, Inderjit S. Dhillon, Dharmendra S. Modha, \"Adaptive Website Design using Caching Algorithms\", In Proc. of WebKDD 2006: KDD Workshop on Web Mining and Web Usage Analysis, in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006), August 20-23 2006, Philadelphia, PA."},{"key":"e_1_2_1_2_1","volume-title":"Proc. of WebKDD 2006: KDD Workshop on Web Mining and Web Usage Analysis, in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006","author":"Beemanapalli Kalyan","year":"2006","unstructured":"Kalyan Beemanapalli , Ramya Rangarajan , Jaideep Srivastava , \" Usage-Aware Average Clicks\" , In Proc. of WebKDD 2006: KDD Workshop on Web Mining and Web Usage Analysis, in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006 ), August 20 --23 2006 , Philadelphia, PA. Kalyan Beemanapalli, Ramya Rangarajan, Jaideep Srivastava, \"Usage-Aware Average Clicks\", In Proc. of WebKDD 2006: KDD Workshop on Web Mining and Web Usage Analysis, in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006), August 20--23 2006, Philadelphia, PA."},{"key":"e_1_2_1_3_1","volume-title":"Proc. of WebKDD 2006: KDD Workshop on Web Mining and Web Usage Analysis, in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006","author":"Symeonidis Panagiotis","year":"2006","unstructured":"Panagiotis Symeonidis , Alexandros Nanopoulos , Apostolos Papadopolos , and Yannis Manolopoulos , \"Nearest-Biclusters Collaborative Filtering\" , In Proc. of WebKDD 2006: KDD Workshop on Web Mining and Web Usage Analysis, in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006 ), August 20 --23 2006 , Philadelphia, PA. Panagiotis Symeonidis, Alexandros Nanopoulos, Apostolos Papadopolos, and Yannis Manolopoulos, \"Nearest-Biclusters Collaborative Filtering\", In Proc. of WebKDD 2006: KDD Workshop on Web Mining and Web Usage Analysis, in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006), August 20--23 2006, Philadelphia, PA."},{"key":"e_1_2_1_4_1","volume-title":"Proc. of WebKDD 2006: KDD Workshop on Web Mining and Web Usage Analysis, in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006","author":"Markov Alex","year":"2006","unstructured":"Alex Markov , Mark Last , and Abraham Kandel , \" Model-Based Classification of Web Documents Represented by Graphs\" , In Proc. of WebKDD 2006: KDD Workshop on Web Mining and Web Usage Analysis, in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006 ), August 20 --23 2006 , Philadelphia, PA. Alex Markov, Mark Last, and Abraham Kandel, \"Model-Based Classification of Web Documents Represented by Graphs\", In Proc. of WebKDD 2006: KDD Workshop on Web Mining and Web Usage Analysis, in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006), August 20--23 2006, Philadelphia, PA."},{"key":"e_1_2_1_5_1","volume-title":"Proc. of WebKDD 2006: KDD Workshop on Web Mining and Web Usage Analysis, in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006)","author":"Kim Jong Wook","year":"2006","unstructured":"Jong Wook Kim and K. Selcuk Candan , \" Keyword Weight Propagation for Indexing Structured Web Content \", In Proc. of WebKDD 2006: KDD Workshop on Web Mining and Web Usage Analysis, in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006) , August 20-23 2006 , Philadelphia, PA. Jong Wook Kim and K. Selcuk Candan, \"Keyword Weight Propagation for Indexing Structured Web Content\", In Proc. of WebKDD 2006: KDD Workshop on Web Mining and Web Usage Analysis, in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006), August 20-23 2006, Philadelphia, PA."},{"key":"e_1_2_1_6_1","volume-title":"Proc. of WebKDD 2006: KDD Workshop on Web Mining and Web Usage Analysis, in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006","author":"Jansen Bernard J.","year":"2006","unstructured":"Bernard J. Jansen , Amanda Spink , Vinish Kathuria , Sherry Koshman , \" How to Define Searching Sessions on Web Search Engines\" , In Proc. of WebKDD 2006: KDD Workshop on Web Mining and Web Usage Analysis, in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006 ), August 20 --23 2006 , Philadelphia, PA. Bernard J. Jansen, Amanda Spink, Vinish Kathuria, Sherry Koshman, \"How to Define Searching Sessions on Web Search Engines\", In Proc. of WebKDD 2006: KDD Workshop on Web Mining and Web Usage Analysis, in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006), August 20--23 2006, Philadelphia, PA."},{"key":"e_1_2_1_7_1","volume-title":"Proc. of WebKDD 2006: KDD Workshop on Web Mining and Web Usage Analysis, in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006","author":"Baeza-Yates Ricardo","year":"2006","unstructured":"Ricardo Baeza-Yates , Alvaro Pereira Jr and Nivio Ziviani , \" The Evolution of Web Content and Search Engines\" , In Proc. of WebKDD 2006: KDD Workshop on Web Mining and Web Usage Analysis, in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006 ), August 20 --23 2006 , Philadelphia, PA. Ricardo Baeza-Yates, Alvaro Pereira Jr and Nivio Ziviani, \"The Evolution of Web Content and Search Engines\", In Proc. of WebKDD 2006: KDD Workshop on Web Mining and Web Usage Analysis, in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006), August 20--23 2006, Philadelphia, PA."},{"key":"e_1_2_1_8_1","volume-title":"Proc. of WebKDD 2006: KDD Workshop on Web Mining and Web Usage Analysis, in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006)","author":"Nettleton David","year":"2006","unstructured":"David Nettleton , Liliana Calderon , Ricardo Baeza-Yates , \" Analysis of Web Search Engine Query Sessions\" , In Proc. of WebKDD 2006: KDD Workshop on Web Mining and Web Usage Analysis, in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006) , August 20-23 2006 , Philadelphia, PA. David Nettleton, Liliana Calderon, Ricardo Baeza-Yates, \"Analysis of Web Search Engine Query Sessions\", In Proc. of WebKDD 2006: KDD Workshop on Web Mining and Web Usage Analysis, in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006), August 20-23 2006, Philadelphia, PA."},{"key":"e_1_2_1_9_1","volume-title":"Proc. of WebKDD 2006: KDD Workshop on Web Mining and Web Usage Analysis, in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006)","author":"Bose Amit","year":"2006","unstructured":"Amit Bose , Kalyan Beemanapalli , Jaideep Srivastava , Sigal Sahar , \" Incorporating Concept Hierarchies into Usage Mining Based Recommendations\" , In Proc. of WebKDD 2006: KDD Workshop on Web Mining and Web Usage Analysis, in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006) , August 20-23 2006 , Philadelphia, PA. Amit Bose, Kalyan Beemanapalli, Jaideep Srivastava, Sigal Sahar, \"Incorporating Concept Hierarchies into Usage Mining Based Recommendations\", In Proc. of WebKDD 2006: KDD Workshop on Web Mining and Web Usage Analysis, in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006), August 20-23 2006, Philadelphia, PA."},{"key":"e_1_2_1_10_1","volume-title":"Proc. of WebKDD 2006: KDD Workshop on Web Mining and Web Usage Analysis, in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006)","author":"Pucci Augusto","year":"2006","unstructured":"Augusto Pucci and Marco Gori , \" A Random-Walk Based Scoring Algorithm with Application to Recommender Systems for Large-Scale E-Commerce\" , In Proc. of WebKDD 2006: KDD Workshop on Web Mining and Web Usage Analysis, in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006) , August 20-23 2006 , Philadelphia, PA. Augusto Pucci and Marco Gori, \"A Random-Walk Based Scoring Algorithm with Application to Recommender Systems for Large-Scale E-Commerce\", In Proc. of WebKDD 2006: KDD Workshop on Web Mining and Web Usage Analysis, in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006), August 20-23 2006, Philadelphia, PA."},{"key":"e_1_2_1_11_1","volume-title":"Proc. of WebKDD 2006: KDD Workshop on Web Mining and Web Usage Analysis, in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006","author":"Rashid Al Mamunur","year":"2006","unstructured":"Al Mamunur Rashid , Shyong K. Lam , George Karypis , and John Riedl , \"ClustKNN : A Highly Scalable Hybrid Model- & Memory-Based CF Algorithm \", In Proc. of WebKDD 2006: KDD Workshop on Web Mining and Web Usage Analysis, in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006 ), August 20 --23 2006 , Philadelphia, PA. Al Mamunur Rashid, Shyong K. Lam, George Karypis, and John Riedl, \"ClustKNN: A Highly Scalable Hybrid Model- & Memory-Based CF Algorithm\", In Proc. of WebKDD 2006: KDD Workshop on Web Mining and Web Usage Analysis, in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006), August 20--23 2006, Philadelphia, PA."},{"key":"e_1_2_1_12_1","volume-title":"Proc. of WebKDD 2006: KDD Workshop on Web Mining and Web Usage Analysis, in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006)","author":"Chen Jian","year":"2006","unstructured":"Jian Chen and Jian Yin , \" Recommendation Based on Influence Sets\" , In Proc. of WebKDD 2006: KDD Workshop on Web Mining and Web Usage Analysis, in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006) , August 20-23 2006 , Philadelphia, PA. Jian Chen and Jian Yin, \"Recommendation Based on Influence Sets\", In Proc. of WebKDD 2006: KDD Workshop on Web Mining and Web Usage Analysis, in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006), August 20-23 2006, Philadelphia, PA."},{"key":"e_1_2_1_13_1","volume-title":"Proc. of WebKDD 2006: KDD Workshop on Web Mining and Web Usage Analysis, in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006)","author":"Hofgesang Peter I.","year":"2006","unstructured":"Peter I. Hofgesang , \" Relevance of Time Spent on Web Pages\" , In Proc. of WebKDD 2006: KDD Workshop on Web Mining and Web Usage Analysis, in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006) , August 20-23 2006 , Philadelphia, PA. Peter I. Hofgesang, \"Relevance of Time Spent on Web Pages\", In Proc. of WebKDD 2006: KDD Workshop on Web Mining and Web Usage Analysis, in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006), August 20-23 2006, Philadelphia, PA."},{"key":"e_1_2_1_14_1","volume-title":"Proc. of WebKDD 2006: KDD Workshop on Web Mining and Web Usage Analysis, in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006)","author":"Williams Chad","year":"2006","unstructured":"Chad Williams , Runa Bhaumik , Robin Burke , and Bamshad Mobasher , \" The Impact of Attack Profile Classification on the Robustness of Collaborative Recommendation \", In Proc. of WebKDD 2006: KDD Workshop on Web Mining and Web Usage Analysis, in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006) , August 20-23 2006 , Philadelphia, PA. Chad Williams, Runa Bhaumik, Robin Burke, and Bamshad Mobasher, \"The Impact of Attack Profile Classification on the Robustness of Collaborative Recommendation\", In Proc. of WebKDD 2006: KDD Workshop on Web Mining and Web Usage Analysis, in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006), August 20-23 2006, Philadelphia, PA."},{"key":"e_1_2_1_15_1","volume-title":"Proc. of WebKDD 2006: KDD Workshop on Web Mining and Web Usage Analysis, in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006","author":"Liu Kun","year":"2006","unstructured":"Kun Liu , Kanishka Bhaduri , Kamalika Das , Phuong Nguyen and Hillol Kargupta , \"Client-side Web Mining for Community Formation in Peer-to- Peer Environments\" , In Proc. of WebKDD 2006: KDD Workshop on Web Mining and Web Usage Analysis, in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006 ), August 20 --23 2006 , Philadelphia, PA. Kun Liu, Kanishka Bhaduri, Kamalika Das, Phuong Nguyen and Hillol Kargupta, \"Client-side Web Mining for Community Formation in Peer-to-Peer Environments\", In Proc. of WebKDD 2006: KDD Workshop on Web Mining and Web Usage Analysis, in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006), August 20--23 2006, Philadelphia, PA."},{"key":"e_1_2_1_16_1","volume-title":"Proc. of WebKDD 2006: KDD Workshop on Web Mining and Web Usage Analysis, in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006","author":"Becchetti Luca","year":"2006","unstructured":"Luca Becchetti , Carlos Castillo , Debora Donato , Stefano Leonardi and Ricardo Baeza-Yates , \" Using Rank Propagation and Probabilistic Counting for Link-Based Spam Detection\" , In Proc. of WebKDD 2006: KDD Workshop on Web Mining and Web Usage Analysis, in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006 ), August 20 --23 2006 , Philadelphia, PA. Luca Becchetti, Carlos Castillo, Debora Donato, Stefano Leonardi and Ricardo Baeza-Yates, \"Using Rank Propagation and Probabilistic Counting for Link-Based Spam Detection\", In Proc. of WebKDD 2006: KDD Workshop on Web Mining and Web Usage Analysis, in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006), August 20--23 2006, Philadelphia, PA."},{"key":"e_1_2_1_17_1","volume-title":"Proc. of WebKDD 2006: KDD Workshop on Web Mining and Web Usage Analysis, in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006","author":"Kathleen","year":"2006","unstructured":"Kathleen T. Durant and Michael D. Smith, \"Mining Sentiment Classification from Political Web Logs \", In Proc. of WebKDD 2006: KDD Workshop on Web Mining and Web Usage Analysis, in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006 ), August 20 --23 2006 , Philadelphia, PA. Kathleen T. Durant and Michael D. Smith, \"Mining Sentiment Classification from Political Web Logs\", In Proc. of WebKDD 2006: KDD Workshop on Web Mining and Web Usage Analysis, in conjunction with the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006), August 20--23 2006, Philadelphia, PA."}],"container-title":["ACM SIGKDD Explorations Newsletter"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/1233321.1233334","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/1233321.1233334","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T14:51:51Z","timestamp":1750258311000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/1233321.1233334"}},"subtitle":["web mining and web usage analysis post-workshop report"],"short-title":[],"issued":{"date-parts":[[2006,12]]},"references-count":17,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2006,12]]}},"alternative-id":["10.1145\/1233321.1233334"],"URL":"https:\/\/doi.org\/10.1145\/1233321.1233334","relation":{},"ISSN":["1931-0145","1931-0153"],"issn-type":[{"type":"print","value":"1931-0145"},{"type":"electronic","value":"1931-0153"}],"subject":[],"published":{"date-parts":[[2006,12]]},"assertion":[{"value":"2006-12-01","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}