Decision theory: an introduction to the mathematics of rationality
Decision theory: an introduction to the mathematics of rationality
Information Processing and Management: an International Journal
The weighted majority algorithm
Information and Computation
Automatic combination of multiple ranked retrieval systems
SIGIR '94 Proceedings of the 17th annual international ACM SIGIR conference on Research and development in information retrieval
Measuring retrieval effectiveness based on user preference of documents
Journal of the American Society for Information Science
Cut problems and their application to divide-and-conquer
Approximation algorithms for NP-hard problems
Communications of the ACM
Fab: content-based, collaborative recommendation
Communications of the ACM
A decision-theoretic generalization of on-line learning and an application to boosting
Journal of Computer and System Sciences - Special issue: 26th annual ACM symposium on the theory of computing & STOC'94, May 23–25, 1994, and second annual Europe an conference on computational learning theory (EuroCOLT'95), March 13–15, 1995
Tight bounds for the maximum acyclic subgraph problem
Journal of Algorithms
Dynamic reference sifting: a case study in the homepage domain
Selected papers from the sixth international conference on World Wide Web
Introduction to Modern Information Retrieval
Introduction to Modern Information Retrieval
Computers and Intractability: A Guide to the Theory of NP-Completeness
Computers and Intractability: A Guide to the Theory of NP-Completeness
An Efficient Boosting Algorithm for Combining Preferences
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
Divide-and-conquer approximation algorithms via spreading metrics
FOCS '95 Proceedings of the 36th Annual Symposium on Foundations of Computer Science
Efficient information gathering on the Internet
FOCS '96 Proceedings of the 37th Annual Symposium on Foundations of Computer Science
Proceedings of the ninth international conference on Information and knowledge management
Methods and metrics for cold-start recommendations
SIGIR '02 Proceedings of the 25th annual international ACM SIGIR conference on Research and development in information retrieval
Improving retrieval feedback with multiple term-ranking function combination
ACM Transactions on Information Systems (TOIS)
Journal of the American Society for Information Science and Technology
Proceedings of the Joint JSAI 2001 Workshop on New Frontiers in Artificial Intelligence
Learning to Assess from Pair-Wise Comparisons
IBERAMIA 2002 Proceedings of the 8th Ibero-American Conference on AI: Advances in Artificial Intelligence
ICALP '02 Proceedings of the 29th International Colloquium on Automata, Languages and Programming
Data Ranking Based on Spatial Partitioning
IDEAL '00 Proceedings of the Second International Conference on Intelligent Data Engineering and Automated Learning, Data Mining, Financial Engineering, and Intelligent Agents
Optimizing search engines using clickthrough data
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Learning to match and cluster large high-dimensional data sets for data integration
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Nantonac collaborative filtering: recommendation based on order responses
Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
Group Modeling: Selecting a Sequence of Television Items to Suit a Group of Viewers
User Modeling and User-Adapted Interaction
An efficient boosting algorithm for combining preferences
The Journal of Machine Learning Research
Circular arrangements and cyclic broadcast scheduling
Journal of Algorithms
Active learning of label ranking functions
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Feature subset selection for learning preferences: a case study
ICML '04 Proceedings of the twenty-first international conference on Machine learning
CROC: A New Evaluation Criterion for Recommender Systems
Electronic Commerce Research
Information Retrieval with a Hybrid Automatic Query Expansion and Data Fusion Procedure
Information Retrieval
Using AUC and Accuracy in Evaluating Learning Algorithms
IEEE Transactions on Knowledge and Data Engineering
Comparing and aggregating rankings with ties
PODS '04 Proceedings of the twenty-third ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
IEEE Transactions on Knowledge and Data Engineering
Probabilistic text structuring: experiments with sentence ordering
ACL '03 Proceedings of the 41st Annual Meeting on Association for Computational Linguistics - Volume 1
Accurately interpreting clickthrough data as implicit feedback
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
Linear discriminant model for information retrieval
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
Query chains: learning to rank from implicit feedback
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Pattern Recognition Letters - Special issue: Artificial neural networks in pattern recognition
Supervised Ordering — An Empirical Survey
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
Neural Computation
ICML '06 Proceedings of the 23rd international conference on Machine learning
Learning user preferences for sets of objects
ICML '06 Proceedings of the 23rd international conference on Machine learning
Collaborative ordinal regression
ICML '06 Proceedings of the 23rd international conference on Machine learning
Contextual search and name disambiguation in email using graphs
SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
Learning to rank networked entities
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Algorithms for discovering bucket orders from data
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Discovering interesting patterns through user's interactive feedback
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Computing locally coherent discourses
ACL '04 Proceedings of the 42nd Annual Meeting on Association for Computational Linguistics
Machine learning of temporal relations
ACL-44 Proceedings of the 21st International Conference on Computational Linguistics and the 44th annual meeting of the Association for Computational Linguistics
Discretization based learning approach to information retrieval
HLT '05 Proceedings of the conference on Human Language Technology and Empirical Methods in Natural Language Processing
Evaluating the accuracy of implicit feedback from clicks and query reformulations in Web search
ACM Transactions on Information Systems (TOIS)
When are elections with few candidates hard to manipulate?
Journal of the ACM (JACM)
Methodologies and Algorithms for Group-Rankings Decision
Management Science
Efficient Learning of Label Ranking by Soft Projections onto Polyhedra
The Journal of Machine Learning Research
Ordinal regression based subpixel shift estimation for video super-resolution
EURASIP Journal on Advances in Signal Processing
Clustering people according to their preference criteria
Expert Systems with Applications: An International Journal
Supervised ordering by regression combined with Thurstone's model
Artificial Intelligence Review
A novel collaborative filtering approach for recommending ranked items
Expert Systems with Applications: An International Journal
On ranking techniques for desktop search
ACM Transactions on Information Systems (TOIS)
Learning to rank typed graph walks: local and global approaches
Proceedings of the 9th WebKDD and 1st SNA-KDD 2007 workshop on Web mining and social network analysis
Addressing cold-start problem in recommendation systems
Proceedings of the 2nd international conference on Ubiquitous information management and communication
Ad-hoc aggregations of ranked lists in the presence of hierarchies
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
Proceedings of the 13th international conference on Intelligent user interfaces
Robust reductions from ranking to classification
Machine Learning
ACM SIGACT News
EigenRank: a ranking-oriented approach to collaborative filtering
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Mining preferences from superior and inferior examples
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Label ranking by learning pairwise preferences
Artificial Intelligence
An Unsupervised Learning Algorithm for Rank Aggregation
ECML '07 Proceedings of the 18th European conference on Machine Learning
Learning Similarity Functions from Qualitative Feedback
ECCBR '08 Proceedings of the 9th European conference on Advances in Case-Based Reasoning
Smooth Boosting for Margin-Based Ranking
ALT '08 Proceedings of the 19th international conference on Algorithmic Learning Theory
Finding Total and Partial Orders from Data for Seriation
DS '08 Proceedings of the 11th International Conference on Discovery Science
Knowledge and Information Systems
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
A Context-Sensitive Approach for Web Database Query Results Ranking
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
Access concentration detection in click logs to improve mobile Web-IR
Information Sciences: an International Journal
Learning consensus opinion: mining data from a labeling game
Proceedings of the 18th international conference on World wide web
Answering approximate queries over autonomous web databases
Proceedings of the 18th international conference on World wide web
CARES: a ranking-oriented CADAL recommender system
Proceedings of the 9th ACM/IEEE-CS joint conference on Digital libraries
Mining rich session context to improve web search
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Towards a semantic self-organising web page-ranking mechanism using computational geometry
MAMECTIS'08 Proceedings of the 10th WSEAS international conference on Mathematical methods, computational techniques and intelligent systems
A computational study of the Kemeny rule for preference aggregation
AAAI'04 Proceedings of the 19th national conference on Artifical intelligence
Minimally invasive randomization for collecting unbiased preferences from clickthrough logs
AAAI'06 proceedings of the 21st national conference on Artificial intelligence - Volume 2
Computing slater rankings using similarities among candidates
AAAI'06 Proceedings of the 21st national conference on Artificial intelligence - Volume 1
Improved bounds for computing Kemeny rankings
AAAI'06 Proceedings of the 21st national conference on Artificial intelligence - Volume 1
Nonexistence of voting rules that are usually hard to manipulate
AAAI'06 Proceedings of the 21st national conference on Artificial intelligence - Volume 1
EMNLP '06 Proceedings of the 2006 Conference on Empirical Methods in Natural Language Processing
Learning to Rank for Information Retrieval
Foundations and Trends in Information Retrieval
Learning to order BDD variables in verification
Journal of Artificial Intelligence Research
A personalized system for conversational recommendations
Journal of Artificial Intelligence Research
Inferring strategies for sentence ordering in multidocument news summarization
Journal of Artificial Intelligence Research
Textual entailment features for machine translation evaluation
StatMT '09 Proceedings of the Fourth Workshop on Statistical Machine Translation
AUC: a statistically consistent and more discriminating measure than accuracy
IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence
Ordering innovators and laggards for product categorization and recommendation
Proceedings of the third ACM conference on Recommender systems
Eliciting single-peaked preferences using comparison queries
Journal of Artificial Intelligence Research
Probabilistic latent preference analysis for collaborative filtering
Proceedings of the 18th ACM conference on Information and knowledge management
A graphical framework for contextual search and name disambiguation in email
TextGraphs-1 Proceedings of the First Workshop on Graph Based Methods for Natural Language Processing
The complexity of learning separable ceteris paribus preferences
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Ceteris Paribus preference elicitation with predictive guarantees
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Data Driven Rank Ordering and Its Application to Financial Portfolio Construction
KSEM '09 Proceedings of the 3rd International Conference on Knowledge Science, Engineering and Management
A survey of collaborative filtering techniques
Advances in Artificial Intelligence
Learning locomotion over rough terrain using terrain templates
IROS'09 Proceedings of the 2009 IEEE/RSJ international conference on Intelligent robots and systems
Content modeling using latent permutations
Journal of Artificial Intelligence Research
PerK: personalized keyword search in relational databases through preferences
Proceedings of the 13th International Conference on Extending Database Technology
An approach to group ranking decisions in a dynamic environment
Decision Support Systems
Collaborative filtering with ordinal scale-based implicit ratings for mobile music recommendations
Information Sciences: an International Journal
AUC: a better measure than accuracy in comparing learning algorithms
AI'03 Proceedings of the 16th Canadian society for computational studies of intelligence conference on Advances in artificial intelligence
CCRM: an effective algorithm for mining commodity information from threaded Chinese customer reviews
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
Counting all common subsequences to order alternatives
RSKT'07 Proceedings of the 2nd international conference on Rough sets and knowledge technology
Robust reductions from ranking to classification
COLT'07 Proceedings of the 20th annual conference on Learning theory
Learning to order: a relational approach
MCD'07 Proceedings of the 3rd ECML/PKDD international conference on Mining complex data
Call to order: a hierarchical browsing approach to eliciting users' preference
Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
The unavailable candidate model: a decision-theoretic view of social choice
Proceedings of the 11th ACM conference on Electronic commerce
International Journal of Knowledge and Web Intelligence
Extracting temporal signatures for comprehending systems biology models
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Supporting multimedia recommender systems with peer-level annotations
WebMedia '09 Proceedings of the XV Brazilian Symposium on Multimedia and the Web
Complexity of the acquisition of phonotactics in optimality theory
SIGMORPHON '10 Proceedings of the 11th Meeting of the ACL Special Interest Group on Computational Morphology and Phonology
ACM Transactions on Information Systems (TOIS)
Predicting partial orders: ranking with abstention
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part I
Comparing multiagent systems research in combinatorial auctions and voting
Annals of Mathematics and Artificial Intelligence
IEEE Transactions on Evolutionary Computation - Special issue on preference-based multiobjective evolutionary algorithms
Learning to rank using 1-norm regularization and convex hull reduction
Proceedings of the 48th Annual Southeast Regional Conference
Learning, planning, and control for quadruped locomotion over challenging terrain
International Journal of Robotics Research
Detecting and ordering salient regions
Data Mining and Knowledge Discovery
Adaptive utility-ased recommendation
IEA/AIE'10 Proceedings of the 23rd international conference on Industrial engineering and other applications of applied intelligent systems - Volume Part I
Online ranking for tournament graphs
WAOA'10 Proceedings of the 8th international conference on Approximation and online algorithms
Computational Linguistics
An Exponential Model for Infinite Rankings
The Journal of Machine Learning Research
Information Sciences: an International Journal
REQUEST: A Query Language for Customizing Recommendations
Information Systems Research
Semi-supervised ranking aggregation
Information Processing and Management: an International Journal
Democratic approximation of lexicographic preference models
Artificial Intelligence
Preferences in AI: An overview
Artificial Intelligence
A unified representation of web logs for mining applications
Information Retrieval
A survey on representation, composition and application of preferences in database systems
ACM Transactions on Database Systems (TODS)
Query-adaptive ranking with support vector machines for protein homology prediction
ISBRA'11 Proceedings of the 7th international conference on Bioinformatics research and applications
The nearest neighbor spearman footrule distance for bucket, interval, and partial orders
FAW-AAIM'11 Proceedings of the 5th joint international frontiers in algorithmics, and 7th international conference on Algorithmic aspects in information and management
Multiview semi-supervised learning for ranking multilingual documents
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part III
Approximate reduction from AUC maximization to 1-norm soft margin optimization
ALT'11 Proceedings of the 22nd international conference on Algorithmic learning theory
Collaborative filtering by personality diagnosis: a hybrid memory- and model-based approach
UAI'00 Proceedings of the Sixteenth conference on Uncertainty in artificial intelligence
UAI'01 Proceedings of the Seventeenth conference on Uncertainty in artificial intelligence
Natural Language Processing (Almost) from Scratch
The Journal of Machine Learning Research
A hybrid sentence ordering strategy in multi-document summarization
WISE'06 Proceedings of the 7th international conference on Web Information Systems
Evaluating misclassifications in imbalanced data
ECML'06 Proceedings of the 17th European conference on Machine Learning
Spying out accurate user preferences for search engine adaptation
WebKDD'04 Proceedings of the 6th international conference on Knowledge Discovery on the Web: advances in Web Mining and Web Usage Analysis
ClickRank: Learning Session-Context Models to Enrich Web Search Ranking
ACM Transactions on the Web (TWEB)
Learnability of bipartite ranking functions
COLT'05 Proceedings of the 18th annual conference on Learning Theory
Stability and generalization of bipartite ranking algorithms
COLT'05 Proceedings of the 18th annual conference on Learning Theory
Learning label preferences: ranking error versus position error
IDA'05 Proceedings of the 6th international conference on Advances in Intelligent Data Analysis
Computing logical form on regulatory texts
EMNLP '11 Proceedings of the Conference on Empirical Methods in Natural Language Processing
A machine learning approach to sentence ordering for multidocument summarization and its evaluation
IJCNLP'05 Proceedings of the Second international joint conference on Natural Language Processing
Learning tree augmented naive bayes for ranking
DASFAA'05 Proceedings of the 10th international conference on Database Systems for Advanced Applications
Learning the reasons why groups of consumers prefer some food products
ICDM'06 Proceedings of the 6th Industrial Conference on Data Mining conference on Advances in Data Mining: applications in Medicine, Web Mining, Marketing, Image and Signal Mining
Machine Recognition of Music Emotion: A Review
ACM Transactions on Intelligent Systems and Technology (TIST)
Comparing and aggregating partial orders with kendall tau distances
WALCOM'12 Proceedings of the 6th international conference on Algorithms and computation
So who won?: dynamic max discovery with the crowd
SIGMOD '12 Proceedings of the 2012 ACM SIGMOD International Conference on Management of Data
The K-armed dueling bandits problem
Journal of Computer and System Sciences
TreeMatrix: A Hybrid Visualization of Compound Graphs
Computer Graphics Forum
Mining ranking models from dynamic network data
MLDM'12 Proceedings of the 8th international conference on Machine Learning and Data Mining in Pattern Recognition
A preference learning approach to sentence ordering for multi-document summarization
Information Sciences: an International Journal
RankPref: ranking sentences describing relations between biomedical entities with an application
BioNLP '12 Proceedings of the 2012 Workshop on Biomedical Natural Language Processing
Information Sciences: an International Journal
Adapting vector space model to ranking-based collaborative filtering
Proceedings of the 21st ACM international conference on Information and knowledge management
Query-biased learning to rank for real-time twitter search
Proceedings of the 21st ACM international conference on Information and knowledge management
A latent pairwise preference learning approach for recommendation from implicit feedback
Proceedings of the 21st ACM international conference on Information and knowledge management
Occlusion cues for image scene layering
Computer Vision and Image Understanding
Comparing scanning behaviour in web search on small and large screens
Proceedings of the Seventeenth Australasian Document Computing Symposium
Mining consensus preference graphs from users' ranking data
Decision Support Systems
On-line spectral learning in exploring 3d large scale geo-referred scenes
EuroMed'12 Proceedings of the 4th international conference on Progress in Cultural Heritage Preservation
Learning conditional preference network from noisy samples using hypothesis testing
Knowledge-Based Systems
Direct optimization of ranking measures for learning to rank models
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Learning to question: leveraging user preferences for shopping advice
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Learning to rank biological motion trajectories
Image and Vision Computing
Ordering based decision making - A survey
Information Fusion
The Journal of Machine Learning Research
Clustering-based transduction for learning a ranking model with limited human labels
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
The nearest neighbor Spearman footrule distance for bucket, interval, and partial orders
Journal of Combinatorial Optimization
Skyline queries, front and back
ACM SIGMOD Record
Uniform convergence, stability and learnability for ranking problems
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Multi-prototype label ranking with novel pairwise-to-total-rank aggregation
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Recommendations of closed consensus temporal patterns by group decision making
Knowledge-Based Systems
Machine Learning
Automated repair of scoring rules in constraint-based recommender systems
AI Communications - Intelligent Engineering Techniques for Knowledge Bases
Entity ranking using click-log information
Intelligent Data Analysis
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There are many applications in which it is desirable to order rather than classify instances. Here we consider the problem of learning how to order instances given feedback in the form of preference judgments, i.e., statements to the effect that one instance should be ranked ahead of another. We outline a two-stage approach in which one first learns by conventional means a binary preference function indicating whether it is advisable to rank one instance before another. Here we consider an on-line algorithm for learning preference functions that is based on Freund and Schapire's "Hedge" algorithm. In the second stage, new instances are ordered so as to maximize agreement with the learned preference function. We show that the problem of finding the ordering that agrees best with a learned preference function is NP-complete. Nevertheless, we describe simple greedy algorithms that are guaranteed to find a good approximation. Finally, we show how metasearch can be formulated as an ordering problem, and present experimental results on learning a combination of "search experts," each of which is a domain-specific query expansion strategy for a web search engine.