Optimizing search engines using clickthrough data
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Accurately interpreting clickthrough data as implicit feedback
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
Shuffling a stacked deck: the case for partially randomized ranking of search engine results
VLDB '05 Proceedings of the 31st international conference on Very large data bases
Learning user interaction models for predicting web search result preferences
SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
Predicting clicks: estimating the click-through rate for new ads
Proceedings of the 16th international conference on World Wide Web
Improving search engines by query clustering
Journal of the American Society for Information Science and Technology
Minimally invasive randomization for collecting unbiased preferences from clickthrough logs
AAAI'06 proceedings of the 21st national conference on Artificial intelligence - Volume 2
A statistical model of query log generation
SPIRE'06 Proceedings of the 13th international conference on String Processing and Information Retrieval
ACM SIGACT News
A user browsing model to predict search engine click data from past observations.
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Dr. Searcher and Mr. Browser: a unified hyperlink-click graph
Proceedings of the 17th ACM conference on Information and knowledge management
Efficient multiple-click models in web search
Proceedings of the Second ACM International Conference on Web Search and Data Mining
A Cascade Model for Externalities in Sponsored Search
WINE '08 Proceedings of the 4th International Workshop on Internet and Network Economics
Sponsored Search Auctions with Reserve Prices: Going Beyond Separability
WINE '08 Proceedings of the 4th International Workshop on Internet and Network Economics
Sponsored Search Auctions with Markovian Users
WINE '08 Proceedings of the 4th International Workshop on Internet and Network Economics
On the Equilibria and Efficiency of the GSP Mechanism in Keyword Auctions with Externalities
WINE '08 Proceedings of the 4th International Workshop on Internet and Network Economics
Tailoring click models to user goals
Proceedings of the 2009 workshop on Web Search Click Data
A dynamic bayesian network click model for web search ranking
Proceedings of the 18th international conference on World wide web
Click chain model in web search
Proceedings of the 18th international conference on World wide web
Synchronous Collaborative Information Retrieval: Techniques and Evaluation
ECIR '09 Proceedings of the 31th European Conference on IR Research on Advances in Information Retrieval
BBM: bayesian browsing model from petabyte-scale data
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Mining broad latent query aspects from search sessions
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
PSkip: estimating relevance ranking quality from web search clickthrough data
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
A computational theory of awareness and decision making
Proceedings of the 12th Conference on Theoretical Aspects of Rationality and Knowledge
Global ranking by exploiting user clicks
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
Entropy-biased models for query representation on the click graph
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
From "Dango" to "Japanese Cakes": Query Reformulation Models and Patterns
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
Learning document aboutness from implicit user feedback and document structure
Proceedings of the 18th ACM conference on Information and knowledge management
Expected reciprocal rank for graded relevance
Proceedings of the 18th ACM conference on Information and knowledge management
Post-rank reordering: resolving preference misalignments between search engines and end users
Proceedings of the 18th ACM conference on Information and knowledge management
Improving web page classification by label-propagation over click graphs
Proceedings of the 18th ACM conference on Information and knowledge management
Study on the Click Context of Web Search Users for Reliability Analysis
AIRS '09 Proceedings of the 5th Asia Information Retrieval Symposium on Information Retrieval Technology
Classifying Images with Image and Text Search Clickthrough Data
AMT '09 Proceedings of the 5th International Conference on Active Media Technology
Externalities in Keyword Auctions: An Empirical and Theoretical Assessment
WINE '09 Proceedings of the 5th International Workshop on Internet and Network Economics
Mining search engine clickthrough log for matching N-gram features
EMNLP '09 Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 2 - Volume 2
A model to estimate intrinsic document relevance from the clickthrough logs of a web search engine
Proceedings of the third ACM international conference on Web search and data mining
Inferring search behaviors using partially observable Markov (POM) model
Proceedings of the third ACM international conference on Web search and data mining
A novel click model and its applications to online advertising
Proceedings of the third ACM international conference on Web search and data mining
Personalized click prediction in sponsored search
Proceedings of the third ACM international conference on Web search and data mining
Classification-enhanced ranking
Proceedings of the 19th international conference on World wide web
Competing for users' attention: on the interplay between organic and sponsored search results
Proceedings of the 19th international conference on World wide web
Generalized distances between rankings
Proceedings of the 19th international conference on World wide web
Proceedings of the 19th international conference on World wide web
Mining Query Logs: Turning Search Usage Data into Knowledge
Foundations and Trends in Information Retrieval
Relevance and ranking in online dating systems
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
Temporal click model for sponsored search
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
Incorporating post-click behaviors into a click model
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
Machine learned ranking of entity facets
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
User browsing models: relevance versus examination
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Evaluating search systems using result page context
Proceedings of the third symposium on Information interaction in context
Bayesian Browsing Model: Exact Inference of Document Relevance from Petabyte-Scale Data
ACM Transactions on Knowledge Discovery from Data (TKDD)
Learning click models via probit bayesian inference
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
The anatomy of a click: modeling user behavior on web information systems
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Explore click models for search ranking
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Coniunge et impera: multiple-graph mining for query-log analysis
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part I
Using related queries to improve web search results ranking
SPIRE'10 Proceedings of the 17th international conference on String processing and information retrieval
A cost-continuity model for web search
MDAI'10 Proceedings of the 7th international conference on Modeling decisions for artificial intelligence
A comparative analysis of cascade measures for novelty and diversity
Proceedings of the fourth ACM international conference on Web search and data mining
Detecting duplicate web documents using clickthrough data
Proceedings of the fourth ACM international conference on Web search and data mining
Optimizing two-dimensional search results presentation
Proceedings of the fourth ACM international conference on Web search and data mining
Inferring search behaviors using partially observable markov model with duration (POMD)
Proceedings of the fourth ACM international conference on Web search and data mining
Learning to re-rank web search results with multiple pairwise features
Proceedings of the fourth ACM international conference on Web search and data mining
Query suggestion for E-commerce sites
Proceedings of the fourth ACM international conference on Web search and data mining
A probability click tracking model analysis of web search results
ICONIP'10 Proceedings of the 17th international conference on Neural information processing: theory and algorithms - Volume Part I
Evaluating search engines by clickthrough data
ISWC'10 Proceedings of the 9th international semantic web conference on The semantic web - Volume Part II
Generating simulated relevance feedback: a prognostic search approach
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics: Posters
Click prediction for product search on C2C web sites
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications - Volume Part II
Automatically generating labels based on unified click model
Proceedings of the 20th international conference companion on World wide web
Characterizing search intent diversity into click models
Proceedings of the 20th international conference on World wide web
Proceedings of the 20th international conference on World wide web
Evaluating new search engine configurations with pre-existing judgments and clicks
Proceedings of the 20th international conference on World wide web
On the informativeness of cascade and intent-aware effectiveness measures
Proceedings of the 20th international conference on World wide web
Foundations and Trends in Information Retrieval
No clicks, no problem: using cursor movements to understand and improve search
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Money for nothing: exploiting negative externalities
Proceedings of the 12th ACM conference on Electronic commerce
Implicit association via crowd-sourced coselection
Proceedings of the 22nd ACM conference on Hypertext and hypermedia
Balancing exploration and exploitation in learning to rank online
ECIR'11 Proceedings of the 33rd European conference on Advances in information retrieval
Query reformulation mining: models, patterns, and applications
Information Retrieval
The sum of its parts: reducing sparsity in click estimation with query segments
Information Retrieval
Predicting clicks in a vocabulary learning system
HLT-SS '11 Proceedings of the ACL 2011 Student Session
Recommending ephemeral items at web scale
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
User-click modeling for understanding and predicting search-behavior
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Learning to advertise: how many ads are enough?
PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part II
Externalities among advertisers in sponsored search
SAGT'11 Proceedings of the 4th international conference on Algorithmic game theory
Discounted cumulative gain and user decision models
SPIRE'11 Proceedings of the 18th international conference on String processing and information retrieval
A probabilistic method for inferring preferences from clicks
Proceedings of the 20th ACM international conference on Information and knowledge management
Intent-based diversification of web search results: metrics and algorithms
Information Retrieval
Large-scale validation and analysis of interleaved search evaluation
ACM Transactions on Information Systems (TOIS)
No search result left behind: branching behavior with browser tabs
Proceedings of the fifth ACM international conference on Web search and data mining
Incorporating revisiting behaviors into click models
Proceedings of the fifth ACM international conference on Web search and data mining
A noise-aware click model for web search
Proceedings of the fifth ACM international conference on Web search and data mining
Personalized click model through collaborative filtering
Proceedings of the fifth ACM international conference on Web search and data mining
Fair and balanced: learning to present news stories
Proceedings of the fifth ACM international conference on Web search and data mining
Proceedings of the fifth ACM international conference on Web search and data mining
Beyond ten blue links: enabling user click modeling in federated web search
Proceedings of the fifth ACM international conference on Web search and data mining
Dynamical information retrieval modelling: a portfolio-armed bandit machine approach
Proceedings of the 21st international conference companion on World Wide Web
Position-normalized click prediction in search advertising
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Diversity by proportionality: an election-based approach to search result diversification
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Improving searcher models using mouse cursor activity
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Learning to rank social update streams
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Survival analysis of click logs
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Multi-objective optimization for sponsored search
Proceedings of the Sixth International Workshop on Data Mining for Online Advertising and Internet Economy
Attention and selection in online choice tasks
UMAP'12 Proceedings of the 20th international conference on User Modeling, Adaptation, and Personalization
Deriving query intents from web search engine queries
Journal of the American Society for Information Science and Technology
On the role of novelty for search result diversification
Information Retrieval
Sponsored search auctions: an overview of research with emphasis on game theoretic aspects
Electronic Commerce Research
On caption bias in interleaving experiments
Proceedings of the 21st ACM international conference on Information and knowledge management
Incorporating variability in user behavior into systems based evaluation
Proceedings of the 21st ACM international conference on Information and knowledge management
Click patterns: an empirical representation of complex query intents
Proceedings of the 21st ACM international conference on Information and knowledge management
More than relevance: high utility query recommendation by mining users' search behaviors
Proceedings of the 21st ACM international conference on Information and knowledge management
Do ads compete or collaborate?: designing click models with full relationship incorporated
Proceedings of the 21st ACM international conference on Information and knowledge management
Modeling browsing behavior for click analysis in sponsored search
Proceedings of the 21st ACM international conference on Information and knowledge management
Evaluating implicit judgments from image search clickthrough data
Journal of the American Society for Information Science and Technology
Model Based Comparison of Discounted Cumulative Gain and Average Precision
Journal of Discrete Algorithms
Reusing historical interaction data for faster online learning to rank for IR
Proceedings of the sixth ACM international conference on Web search and data mining
Actively soliciting feedback for query answers in keyword search-based data integration
Proceedings of the VLDB Endowment
Using intent information to model user behavior in diversified search
ECIR'13 Proceedings of the 35th European conference on Advances in Information Retrieval
Ranked accuracy and unstructured distributed search
ECIR'13 Proceedings of the 35th European conference on Advances in Information Retrieval
Recommending high utility query via session-flow graph
ECIR'13 Proceedings of the 35th European conference on Advances in Information Retrieval
Practical online retrieval evaluation
ECIR'13 Proceedings of the 35th European conference on Advances in Information Retrieval
Engagement-based user attention distribution on web article pages
Proceedings of the 24th ACM Conference on Hypertext and Social Media
Incorporating vertical results into search click models
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
User model-based metrics for offline query suggestion evaluation
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
Beliefs and biases in web search
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
Query expansion using path-constrained random walks
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
Click model-based information retrieval metrics
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
A mutual information-based framework for the analysis of information retrieval systems
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
Fighting search engine amnesia: reranking repeated results
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
Term level search result diversification
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
Which mechanism for sponsored search auctions with externalities?
Proceedings of the 2013 international conference on Autonomous agents and multi-agent systems
Captions and biases in diagnostic search
ACM Transactions on the Web (TWEB)
Interactive exploratory search for multi page search results
Proceedings of the 22nd international conference on World Wide Web
Measurement and modeling of eye-mouse behavior in the presence of nonlinear page layouts
Proceedings of the 22nd international conference on World Wide Web
Proceedings of the 22nd international conference on World Wide Web
A vlHMM approach to context-aware search
ACM Transactions on the Web (TWEB)
Beyond clicks: query reformulation as a predictor of search satisfaction
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Using historical click data to increase interleaving sensitivity
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
TellMyRelevance!: predicting the relevance of web search results from cursor interactions
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Incorporating user preferences into click models
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
User intent and assessor disagreement in web search evaluation
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Robust models of mouse movement on dynamic web search results pages
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
To personalize or not: a risk management perspective
Proceedings of the 7th ACM conference on Recommender systems
Pairwise learning in recommendation: experiments with community recommendation on linkedin
Proceedings of the 7th ACM conference on Recommender systems
Users versus models: what observation tells us about effectiveness metrics
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Mining search and browse logs for web search: A Survey
ACM Transactions on Intelligent Systems and Technology (TIST) - Survey papers, special sections on the semantic adaptive social web, intelligent systems for health informatics, regular papers
Increasing evaluation sensitivity to diversity
Information Retrieval
Lerot: an online learning to rank framework
Proceedings of the 2013 workshop on Living labs for information retrieval evaluation
Analysis of Search and Browsing Behavior of Young Users on the Web
ACM Transactions on the Web (TWEB)
Search engine click spam detection based on bipartite graph propagation
Proceedings of the 7th ACM international conference on Web search and data mining
Exploiting contextual factors for click modeling in sponsored search
Proceedings of the 7th ACM international conference on Web search and data mining
Relative confidence sampling for efficient on-line ranker evaluation
Proceedings of the 7th ACM international conference on Web search and data mining
Estimating ad group performance in sponsored search
Proceedings of the 7th ACM international conference on Web search and data mining
Contextual and dimensional relevance judgments for reusable SERP-level evaluation
Proceedings of the 23rd international conference on World wide web
Investigating query bursts in a web search engine
Web Intelligence and Agent Systems
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Search engine click logs provide an invaluable source of relevance information, but this information is biased. A key source of bias is presentation order: the probability of click is influenced by a document's position in the results page. This paper focuses on explaining that bias, modelling how probability of click depends on position. We propose four simple hypotheses about how position bias might arise. We carry out a large data-gathering effort, where we perturb the ranking of a major search engine, to see how clicks are affected. We then explore which of the four hypotheses best explains the real-world position effects, and compare these to a simple logistic regression model. The data are not well explained by simple position models, where some users click indiscriminately on rank 1 or there is a simple decay of attention over ranks. A â聙聵cascade' model, where users view results from top to bottom and leave as soon as they see a worthwhile document, is our best explanation for position bias in early ranks