From frequency to meaning: Vector space models of semantics

PD Turney, P Pantel - Journal of artificial intelligence research, 2010 - jair.org
Computers understand very little of the meaning of human language. This profoundly limits
our ability to give instructions to computers, the ability of computers to explain their actions to …

A hierarchical recurrent encoder-decoder for generative context-aware query suggestion

A Sordoni, Y Bengio, H Vahabi, C Lioma… - proceedings of the 24th …, 2015 - dl.acm.org
Users may strive to formulate an adequate textual query for their information need. Search
engines assist the users by presenting query suggestions. To preserve the original search …

How are we searching the World Wide Web? A comparison of nine search engine transaction logs

BJ Jansen, A Spink - Information processing & management, 2006 - Elsevier
The Web and especially major Web search engines are essential tools in the quest to locate
online information for many people. This paper reports results from research that examines …

Query recommendation using query logs in search engines

R Baeza-Yates, C Hurtado, M Mendoza - International conference on …, 2004 - Springer
In this paper we propose a method that, given a query submitted to a search engine,
suggests a list of related queries. The related queries are based in previously issued …

Context-aware query suggestion by mining click-through and session data

H Cao, D Jiang, J Pei, Q He, Z Liao, E Chen… - Proceedings of the 14th …, 2008 - dl.acm.org
Query suggestion plays an important role in improving the usability of search engines.
Although some recently proposed methods can make meaningful query suggestions by …

Semantic matching in search

H Li, J Xu - Foundations and Trends® in Information …, 2014 - nowpublishers.com
Relevance is the most important factor to assure users' satisfaction in search and the
success of a search engine heavily depends on its performance on relevance. It has been …

Probabilistic query expansion using query logs

H Cui, JR Wen, JY Nie, WY Ma - … of the 11th international conference on …, 2002 - dl.acm.org
Query expansion has long been suggested as an effective way to resolve the short query
and word mismatching problems. A number of query expansion methods have been …

Random walks on the click graph

N Craswell, M Szummer - Proceedings of the 30th annual international …, 2007 - dl.acm.org
Search engines can record which documents were clicked for which query, and use these
query-document pairs as" soft" relevance judgments. However, compared to the true …

Hierarchical document categorization with support vector machines

L Cai, T Hofmann - Proceedings of the thirteenth ACM international …, 2004 - dl.acm.org
Automatically categorizing documents into pre-defined topic hierarchies or taxonomies is a
crucial step in knowledge and content management. Standard machine learning techniques …

The query-flow graph: model and applications

P Boldi, F Bonchi, C Castillo, D Donato… - Proceedings of the 17th …, 2008 - dl.acm.org
Query logs record the queries and the actions of the users of search engines, and as such
they contain valuable information about the interests, the preferences, and the behavior of …