| # | Title | Journal | Year | Citations |
|---|
| 1 | Evaluating collaborative filtering recommender systems | ACM Transactions on Information Systems | 2004 | 4,379 |
| 2 | Cumulated gain-based evaluation of IR techniques | ACM Transactions on Information Systems | 2002 | 3,084 |
| 3 | The active badge location system | ACM Transactions on Information Systems | 1992 | 2,805 |
| 4 | Item-based top- N recommendation algorithms | ACM Transactions on Information Systems | 2004 | 1,749 |
| 5 | Technological frames | ACM Transactions on Information Systems | 1994 | 1,186 |
| 6 | Latent semantic models for collaborative filtering | ACM Transactions on Information Systems | 2004 | 1,140 |
| 7 | Measuring praise and criticism | ACM Transactions on Information Systems | 2003 | 1,131 |
| 8 | Incorporating contextual information in recommender systems using a multidimensional approach | ACM Transactions on Information Systems | 2005 | 1,000 |
| 9 | A study of smoothing methods for language models applied to information retrieval | ACM Transactions on Information Systems | 2004 | 896 |
| 10 | gIBIS: a hypertext tool for exploratory policy discussion | ACM Transactions on Information Systems | 1988 | 758 |
| 11 | Bias in computer systems | ACM Transactions on Information Systems | 1996 | 663 |
| 12 | The use of eye movements in human-computer interaction techniques | ACM Transactions on Information Systems | 1991 | 660 |
| 13 | Sentiment analysis in multiple languages | ACM Transactions on Information Systems | 2008 | 656 |
| 14 | Probabilistic models of information retrieval based on measuring the divergence from randomness | ACM Transactions on Information Systems | 2002 | 628 |
| 15 | Telos: representing knowledge about information systems | ACM Transactions on Information Systems | 1990 | 600 |
| 16 | Automated learning of decision rules for text categorization | ACM Transactions on Information Systems | 1994 | 590 |
| 17 | How do people organize their desks? | ACM Transactions on Information Systems | 1983 | 569 |
| 18 | Interpreting TF-IDF term weights as making relevance decisions | ACM Transactions on Information Systems | 2008 | 567 |
| 19 | Ontological user profiling in recommender systems | ACM Transactions on Information Systems | 2004 | 561 |
| 20 | Textual analysis of stock market prediction using breaking financial news | ACM Transactions on Information Systems | 2009 | 537 |
| 21 | Applying associative retrieval techniques to alleviate the sparsity problem in collaborative filtering | ACM Transactions on Information Systems | 2004 | 522 |
| 22 | An iterative design methodology for user-friendly natural language office information applications | ACM Transactions on Information Systems | 1984 | 469 |
| 23 | Evaluating the accuracy of implicit feedback from clicks and query reformulations in Web search | ACM Transactions on Information Systems | 2007 | 469 |
| 24 | Data model issues for object-oriented applications | ACM Transactions on Information Systems | 1987 | 459 |
| 25 | HDM—a model-based approach to hypertext application design | ACM Transactions on Information Systems | 1993 | 444 |
| 26 | A similarity measure for indefinite rankings | ACM Transactions on Information Systems | 2010 | 440 |
| 27 | Evaluating implicit measures to improve web search | ACM Transactions on Information Systems | 2005 | 439 |
| 28 | Placing search in context | ACM Transactions on Information Systems | 2002 | 423 |
| 29 | WYSIWIS revised: early experiences with multiuser interfaces | ACM Transactions on Information Systems | 1987 | 415 |
| 30 | Evaluation of an inference network-based retrieval model | ACM Transactions on Information Systems | 1991 | 412 |
| 31 | Rank-biased precision for measurement of retrieval effectiveness | ACM Transactions on Information Systems | 2008 | 405 |
| 32 | Improving the effectiveness of information retrieval with local context analysis | ACM Transactions on Information Systems | 2000 | 404 |
| 33 | Efficient mining of both positive and negative association rules | ACM Transactions on Information Systems | 2004 | 386 |
| 34 | How people recall, recognize, and reuse search results | ACM Transactions on Information Systems | 2008 | 379 |
| 35 | A federated architecture for information management | ACM Transactions on Information Systems | 1985 | 368 |
| 36 | Office procedure as practical action | ACM Transactions on Information Systems | 1983 | 345 |
| 37 | The integration of computing and routine work | ACM Transactions on Information Systems | 1986 | 344 |
| 38 | Cyberchondria | ACM Transactions on Information Systems | 2009 | 344 |
| 39 | Computer systems and the design of organizational interaction | ACM Transactions on Information Systems | 1988 | 343 |
| 40 | Arithmetic coding revisited | ACM Transactions on Information Systems | 1998 | 337 |
| 41 | A critical investigation of recall and precision as measures of retrieval system performance | ACM Transactions on Information Systems | 1989 | 318 |
| 42 | Structural analysis of hypertexts | ACM Transactions on Information Systems | 1992 | 315 |
| 43 | Getting around the task-artifact cycle | ACM Transactions on Information Systems | 1992 | 306 |
| 44 | Analyzing due process in the workplace | ACM Transactions on Information Systems | 1986 | 301 |
| 45 | A probabilistic relational algebra for the integration of information retrieval and database systems | ACM Transactions on Information Systems | 1997 | 291 |
| 46 | Query clustering using user logs | ACM Transactions on Information Systems | 2002 | 287 |
| 47 | An information-theoretic approach to automatic query expansion | ACM Transactions on Information Systems | 2001 | 286 |
| 48 | Exploiting hierarchical domain structure to compute similarity | ACM Transactions on Information Systems | 2003 | 286 |
| 49 | Self-indexing inverted files for fast text retrieval | ACM Transactions on Information Systems | 1996 | 284 |
| 50 | An example-based mapping method for text categorization and retrieval | ACM Transactions on Information Systems | 1994 | 281 |
