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ABSTRACT
Sensemaking tasks require that users gather and comprehend information from many sources to answer complex questions. Such tasks are common and include, for example, researching vacation destinations or performing market analysis. In this paper, we present an algorithm and interface which provides context-based page unit recommendation to assist in connection discovery during sensemaking tasks. We exploit the natural note-taking activity common to sensemaking behavior as the basis for a task-specific context model. Our algorithm then dynamically analyzes each web page visited by a user to determine which page units are most relevant to the user's task. We present the details of our recommendation algorithm, describe the user interface, and present the results of a user study which show the effectiveness of our approach.
REFERENCES
Note: OCR errors may be found in this Reference List extracted from the full text article. ACM has opted to expose the complete List rather than only correct and linked references.
| |
1
|
Clipmarks. http://www.clipmarks.com/.
|
| |
2
|
|
 |
3
|
Jeffrey P. Bigham , Anna C. Cavender , Ryan S. Kaminsky , Craig M. Prince , Tyler S. Robison, Transcendence: enabling a personal view of the deep web, Proceedings of the 13th international conference on Intelligent user interfaces, January 13-16, 2008, Gran Canaria, Spain
[doi> 10.1145/1378773.1378796]
|
| |
4
|
I. Dagan, L. Lee, and F. Pereira. Contextual word similarity and estimation from sparse data. Computer Speech and Language, 9:123--152, 1995.
|
 |
5
|
|
 |
6
|
Micah Dubinko , Ravi Kumar , Joseph Magnani , Jasmine Novak , Prabhakar Raghavan , Andrew Tomkins, Visualizing tags over time, Proceedings of the 15th international conference on World Wide Web, May 23-26, 2006, Edinburgh, Scotland
[doi> 10.1145/1135777.1135810]
|
 |
7
|
|
| |
8
|
Google Notebook. http://www.google.com/notebook/.
|
 |
9
|
|
| |
10
|
D. Gotz, M. X. Zhou, and V. Aggarwal. Interactive visual synthesis of analytic knowledge. In IEEE VAST, Nov 2006.
|
| |
11
|
D. Gotz, M. X. Zhou, and Z. Wen. A study of information gathering and result processing in intelligence analysis. In Proc of IUI Workshop on IUI for Intel Analysis, 2006.
|
| |
12
|
T. Hammond, T. Hannay, B. Lund, and J. Scott. Social bookmarking tools: A general review. In Digital Library Magazine, volume 11. Nature Publishing Group, 2005.
|
 |
13
|
Gen Hattori , Keiichiro Hoashi , Kazunori Matsumoto , Fumiaki Sugaya, Robust web page segmentation for mobile terminal using content-distances and page layout information, Proceedings of the 16th international conference on World Wide Web, May 08-12, 2007, Banff, Alberta, Canada
[doi> 10.1145/1242572.1242622]
|
| |
14
|
i2 Incorporated. Analsyt's Notebook. www.i2inc.com.
|
 |
15
|
|
| |
16
|
J. Jiang and D. Conrath. Semantic similarity based on corpus statistics and lexical taxonomy. In Proc. of Inter. Conf. on Research on Computational Linguistics, 1997.
|
| |
17
|
|
| |
18
|
Mindjet Corporation. Mind Manager. http://www.mindjet.com.
|
 |
19
|
|
| |
20
|
T. Pedersen, S. Patwardhan, and J. Michelizzi. Wordnet::similarity -- measuring the relatedness of concepts. In Proc. of the National Conf. of AI, 2004.
|
| |
21
|
P. Pirolli and S. Card. Information foraging. Psychological Review, 106:643--675, 1999.
|
| |
22
|
P. Pirolli and S. Card. The sensemaking process and leverage points for analyst technology as identified through cognitive task analysis. In Inter. Conf. on Intel. Anal., 2005.
|
| |
23
|
|
| |
24
|
|
| |
25
|
|
 |
26
|
M. C. schraefel , Yuxiang Zhu , David Modjeska , Daniel Wigdor , Shengdong Zhao, Hunter gatherer: interaction support for the creation and management of within-web-page collections, Proceedings of the 11th international conference on World Wide Web, May 07-11, 2002, Honolulu, Hawaii, USA
[doi> 10.1145/511446.511469]
|
 |
27
|
|
 |
28
|
|
| |
29
|
J. J. Thomas and K. A. Cook, editors. Illuminating the Path: The Research and Development Agenda for Visual Analytics. IEEE Press, 2005.
|
 |
30
|
Zhen Wen , Michelle X. Zhou , Vikram Aggarwal, Context-Aware, adaptive information retrieval for investigative tasks, Proceedings of the 12th international conference on Intelligent user interfaces, January 28-31, 2007, Honolulu, Hawaii, USA
[doi> 10.1145/1216295.1216321]
|
 |
31
|
William Wright , David Schroh , Pascale Proulx , Alex Skaburskis , Brian Cort, The Sandbox for analysis: concepts and methods, Proceedings of the SIGCHI conference on Human Factors in computing systems, April 22-27, 2006, Montréal, Québec, Canada
[doi> 10.1145/1124772.1124890]
|
| |
32
|
|
|