Using precepts to augment training set learning. - Christophe G. Giraud-Carrier; Tony R. Martinez (ANNES, 1993)

A Reconfigurable Data Flow Machine for Implementing Functional Programming Languages. - Christophe G. Giraud-Carrier (ACM SIGPLAN Notices, 1994)

AA1*: A Dynamic Incremental Network that Learns by Discrimination. - Christophe G. Giraud-Carrier; Tony R. Martinez (ICANNGA, 1995)

Sensor selection: a geometrical approach. - Christophe G. Giraud-Carrier; Bruno Jouvencel (IROS (2), 1995)

An Integrated Framework for Learning and Reasoning. - Christophe G. Giraud-Carrier; Tony R. Martinez (J. Artif. Intell. Res., 1995)

Analysis of the Convergence and Generalization of AA1. - Christophe G. Giraud-Carrier; Tony R. Martinez (J. Parallel Distributed Comput., 1995)

GA-RBF: A Self-Optimising RBF Network. - B. Burdsall; Christophe G. Giraud-Carrier (ICANNGA, 1997)

A Novel Modular Neural Architecture for Rule-Based and Similarity-Based Reasoning. - Rafal Bogacz; Christophe G. Giraud-Carrier (Hybrid Neural Systems, 1998)

Strongly Typed Inductive Concept Learning. - Peter A. Flach; Christophe G. Giraud-Carrier; John W. Lloyd (ILP, 1998)

BRAINN: A Connectionist Approach to Symbolic Reasoning. - Rafal Bogacz; Christophe G. Giraud-Carrier (NC, 1998)

An Evolutionary Approach to Concept Learning with Structured Data. - Claire Julia Kennedy; Christophe G. Giraud-Carrier (ICANNGA, 1999)

Evolutionary Programming of Near-Optimal Neural Networks. - D. Lock; Christophe G. Giraud-Carrier (ICANNGA, 1999)

Predicting Chemical Carcinogenesis Using Structural Information Only. - Claire Julia Kennedy; Christophe G. Giraud-Carrier; Douglas W. Bristol (PKDD, 1999)

Learning from Highly Structured Data by Decomposition. - René MacKinney-Romero; Christophe G. Giraud-Carrier (PKDD, 1999)

Classification of Individuals with Complex Structure. - Antony Francis Bowers; Christophe G. Giraud-Carrier; John W. Lloyd (ICML, 2000)

Meta-Learning by Landmarking Various Learning Algorithms. - Bernhard Pfahringer; Hilan Bensusan; Christophe G. Giraud-Carrier (ICML, 2000)

Frequency-Based Error Back-Propagation in a Cortical Network. - Rafal Bogacz; Malcolm W. Brown; Christophe G. Giraud-Carrier (IJCNN (2), 2000)

A Higher-order Approach to Meta-learning . - Hilan Bensusan; Christophe G. Giraud-Carrier; Claire Julia Kennedy (ILP Work-in-progress reports, 2000)

Emergence of Movement Sensitive Neurons' Properties by Learning a Sparse Code for Natural Moving Images. - Rafal Bogacz; Malcolm W. Brown; Christophe G. Giraud-Carrier (NIPS, 2000)

Discovering Task Neighbourhoods Through Landmark Learning Performances. - Hilan Bensusan; Christophe G. Giraud-Carrier (PKDD, 2000)

A Note on the Utility of Incremental Learning. - Christophe G. Giraud-Carrier (AI Commun., 2000)

Detection of Infectious Outbreaks in Hospitals through Incremental Clustering. - Timothy Langford; Christophe G. Giraud-Carrier; John Magee (AIME, 2001)

Evolution, Adaption, and Behavioural Holism in Artificial Intelligence. - T. S. Dahl; Christophe G. Giraud-Carrier (ECAL, 2001)

A Familiarity Discrimination Algorithm Inspired by Computations of the Perirhinal Cortex. - Rafal Bogacz; Malcolm W. Brown; Christophe G. Giraud-Carrier (Emergent Neural Computational Architectures Based on Neuroscience, 2001)

Model of co-operation between recency, familiarity and novelty neurons in the perirhinal cortex. - Rafal Bogacz; Malcolm W. Brown; Christophe G. Giraud-Carrier (Neurocomputing, 2001)

Model of Familiarity Discrimination in the Perirhinal Cortex. - Rafal Bogacz; Malcolm W. Brown; Christophe G. Giraud-Carrier (J. Comput. Neurosci., 2001)

Unifying Learning with Evolution Through Baldwinian Evolution and Lamarckism. - Christophe G. Giraud-Carrier (Advances in Computational Intelligence and Learning, 2002)

Characterising Data Mining software. - Christophe G. Giraud-Carrier; Olivier Povel (Intell. Data Anal., 2003)

An Extranet Waste Inventory Application. - Christophe G. Giraud-Carrier; Pascal Miclo; Hughes Daudin; Jacques Du Pasquie (EnviroInfo (2), 2004)

SwissAnalyst - Data Mining without the Entry Ticket. - Olivier Povel; Christophe G. Giraud-Carrier (AIAI, 2004)

Inducing Classification Rules from Highly-Structured Data with Composition. - René MacKinney-Romero; Christophe G. Giraud-Carrier (MICAI, 2004)

Using Meta-Learning to Support Data Mining. - Ricardo Vilalta; Christophe G. Giraud-Carrier; Pavel Brazdil; Carlos Soares (Int. J. Comput. Sci. Appl., 2004)

Introduction to the Special Issue on Meta-Learning. - Christophe G. Giraud-Carrier; Ricardo Vilalta; Pavel Brazdil (Mach. Learn., 2004)

Meta-Learning. - Ricardo Vilalta; Christophe G. Giraud-Carrier; Pavel Brazdil (The Data Mining and Knowledge Discovery Handbook, 2005)

Studies in the dynamics of economic systems. - Nghia Tran; Whitney Weyerman; Christophe G. Giraud-Carrier; Kevin D. Seppi; Sean Warnick; Rhett Johnson (CCA, 2005)

The data mining advisor: meta-learning at the service of practitioners. - Christophe G. Giraud-Carrier (ICMLA, 2005)

Incremental Development of Adaptive Behaviors using Trees of Self-Contained Solutions. - Torbjørn S. Dahl; Christophe G. Giraud-Carrier (Adapt. Behav., 2005)

Learning Concept Descriptions with Typed Evolutionary Programming. - Claire J. Thie; Christophe G. Giraud-Carrier (IEEE Trans. Knowl. Data Eng., 2005)

Temporal Data Mining in Dynamic Feature Spaces. - Brent Wenerstrom; Christophe G. Giraud-Carrier (ICDM, 2006)

Learning the Threshold in Hierarchical Agglomerative Clustering. - Kristine Daniels; Christophe G. Giraud-Carrier (ICMLA, 2006)

Cooperation-based Clustering for Profit-maximizing Organizational Design. - Nghia Tran; Christophe G. Giraud-Carrier; Kevin D. Seppi; Sean Warnick (IJCNN, 2006)

Transfer Learning in Decision Trees. - Jun Won Lee; Christophe G. Giraud-Carrier (IJCNN, 2007)

Metric-Based Data Mining Model for Genealogical Record Linkage. - Stephen Ivie; Burdette Pixton; Christophe G. Giraud-Carrier (IRI, 2007)

Learning by Discrimination: A Constructive Incremental Approach. - Christophe G. Giraud-Carrier; Tony R. Martinez (J. Comput., 2007)

Personalizing E-Commerce with Data Mining. - Matthew S. Smith; Brent Wenerstrom; Christophe G. Giraud-Carrier; Steve Lawyer; Wendy Liu (E-Service Intelligence, 2007)

Social Capital in the Blogosphere: A Case Study. - Matthew S. Smith; Nathan Purser; Christophe G. Giraud-Carrier (AAAI Spring Symposium: Social Information Processing, 2008)

Decision Tree Ensemble: Small Heterogeneous Is Better Than Large Homogeneous. - Michael Gashler; Christophe G. Giraud-Carrier; Tony R. Martinez (ICMLA, 2008)

New Insights into Learning Algorithms and Datasets. - Jun Won Lee; Christophe G. Giraud-Carrier (ICMLA, 2008)

Predicting Algorithm Accuracy with a Small Set of Effective Meta-Features. - Jun Won Lee; Christophe G. Giraud-Carrier (ICMLA, 2008)

A method for computing lexical semantic distance using linear functionals. - Del Jensen; Christophe G. Giraud-Carrier; Nathan Davis (J. Web Semant., 2008)

Metalearning - Applications to Data Mining. - Pavel Brazdil; Christophe G. Giraud-Carrier; Carlos Soares; Ricardo Vilalta (Springer, 2009)

Fused Multi-modal Deduplication. - Sabra Dinerstein; Christophe G. Giraud-Carrier; Jared Dinerstein; Parris K. Egbert (DMIN, 2009)

Ranking Search Results for Translated Content. - Brian Hawkins; Christophe G. Giraud-Carrier (IRI, 2009)

Bariatric surgery performance: A predictive informatics case study. - Christophe G. Giraud-Carrier; Burdette Pixton; Roberto A. Rocha (Intell. Data Anal., 2009)

Implicit affinity networks and social capital. - Matthew S. Smith; Christophe G. Giraud-Carrier; Nathan Purser (Inf. Technol. Manag., 2009)

Data Mining Tool Selection. - Christophe G. Giraud-Carrier (Encyclopedia of Data Warehousing and Mining, 2009)

Stages of Knowledge Discovery in E-Commerce Sites. - Christophe G. Giraud-Carrier (Encyclopedia of Data Warehousing and Mining, 2009)

Meta-Learning. - Christophe G. Giraud-Carrier; Pavel Brazdil; Carlos Soares; Ricardo Vilalta (Encyclopedia of Data Warehousing and Mining, 2009)

Bonding vs. Bridging Social Capital: A Case Study in Twitter. - Matthew S. Smith; Christophe G. Giraud-Carrier (SocialCom/PASSAT, 2010)

Applications of data mining in software engineering. - Quinn C. Taylor; Christophe G. Giraud-Carrier; Charles D. Knutson (Int. J. Data Anal. Tech. Strateg., 2010)

A topological embedding of the lexicon for semantic distance computation. - Nathan Davis; Christophe G. Giraud-Carrier; Del Jensen (Nat. Lang. Eng., 2010)

On the importance of sharing negative results. - Christophe G. Giraud-Carrier; Margaret H. Dunham (SIGKDD Explor., 2010)

Meta-Learning - Concepts and Techniques. - Ricardo Vilalta; Christophe G. Giraud-Carrier; Pavel Brazdil (Data Mining and Knowledge Discovery Handbook, 2010)

Metalearning. - Pavel Brazdil; Ricardo Vilalta; Christophe G. Giraud-Carrier; Carlos Soares (Encyclopedia of Machine Learning, 2010)

Inductive Transfer. - Ricardo Vilalta; Christophe G. Giraud-Carrier; Pavel Brazdil; Carlos Soares (Encyclopedia of Machine Learning, 2010)

Social Capital and Language Acquisition during Study Abroad. - Matthew S. Smith; Christophe G. Giraud-Carrier; Dan Dewey; Spencer Ring; Derek Gore (CogSci, 2011)

Identifying Health-Related Topics on Twitter - An Exploration of Tobacco-Related Tweets as a Test Topic. - Kyle W. Prier; Matthew S. Smith; Christophe G. Giraud-Carrier; Carl L. Hanson (SBP, 2011)

A metric for unsupervised metalearning. - Jun Won Lee; Christophe G. Giraud-Carrier (Intell. Data Anal., 2011)

Public health community mining in YouTube. - Scott H. Burton; Richard G. Morris; Michael Dimond; Joshua Hansen; Christophe G. Giraud-Carrier; Joshua H. West; Carl L. Hanson; Michael Barnes (IHI, 2012)

A Framework for the Design and Synthesis of Coordinated Social Systems. - Wynn C. Stirling; Christophe G. Giraud-Carrier; Teppo Felin (SocInfo, 2012)

Leveraging social networks for anytime-anyplace health information. - Scott H. Burton; Kesler W. Tanner; Christophe G. Giraud-Carrier (Netw. Model. Anal. Health Informatics Bioinform., 2012)

Results on mining NHANES data: A case study in evidence-based medicine. - Jun Won Lee; Christophe G. Giraud-Carrier (Comput. Biol. Medicine, 2013)

Automatic selection of classification learning algorithms for data mining practitioners. - Jun Won Lee; Christophe G. Giraud-Carrier (Intell. Data Anal., 2013)

A structured approach to ensemble learning for Alzheimer's disease prediction. - Matthew Seeley; Mark J. Clement; Christophe G. Giraud-Carrier; Quinn Snell; Paul M. Bodily; Stanley Fujimoto (BCB, 2014)

Using Metalearning to Predict When Parameter Optimization Is Likely to Improve Classification Accuracy. - Parker Ridd; Christophe G. Giraud-Carrier (MetaSel@ECAI, 2014)

Recommending Learning Algorithms and Their Associated Hyperparameters. - Michael R. Smith 002; Logan Mitchell; Christophe G. Giraud-Carrier; Tony R. Martinez (MetaSel@ECAI, 2014)

An Easy to Use Repository for Comparing and Improving Machine Learning Algorithm Usage. - Michael R. Smith 002; Andrew White; Christophe G. Giraud-Carrier; Tony R. Martinez (MetaSel@ECAI, 2014)

The Potential Benefits of Filtering Versus Hyper-Parameter Optimization. - Michael R. Smith 002; Tony R. Martinez; Christophe G. Giraud-Carrier (CoRR, 2014)

Behavior-based clustering and analysis of interestingness measures for association rule mining. - Caroline V. Tew; Christophe G. Giraud-Carrier; Kesler W. Tanner; Scott H. Burton (Data Min. Knowl. Discov., 2014)

Mining useful association rules from questionnaire data. - Scott H. Burton; Richard G. Morris; Christophe G. Giraud-Carrier; Joshua H. West; Rosemary Thackeray (Intell. Data Anal., 2014)

On the dangers of default implementations: The case of radial basis function networks. - Jun Won Lee; Christophe G. Giraud-Carrier (Intell. Data Anal., 2014)

A confidence-prioritisation approach for learning noisy data. - Nathaniel Gustafson; Christophe G. Giraud-Carrier (Int. J. Data Anal. Tech. Strateg., 2014)

An instance level analysis of data complexity. - Michael R. Smith 002; Tony R. Martinez; Christophe G. Giraud-Carrier (Mach. Learn., 2014)

Discovering Social Circles in Directed Graphs. - Scott H. Burton; Christophe G. Giraud-Carrier (ACM Trans. Knowl. Discov. Data, 2014)

Introduction to the workshop on computational health science. - Sherry Emery; Christophe G. Giraud-Carrier (BCB, 2015)

The Potential Benefits of Data Set Filtering and Learning Algorithm Hyperparameter Optimization. - Michael R. Smith 002; Tony R. Martinez; Christophe G. Giraud-Carrier (MetaSel@PKDD/ECML, 2015)

Efficient mining of high-speed uncertain data streams. - Donghong Han; Christophe G. Giraud-Carrier; Shuoru Li (Appl. Intell., 2015)

Effective record linkage for mining campaign contribution data. - Christophe G. Giraud-Carrier; J. Goodliffe; B. M. Jones; S. Cueva (Knowl. Inf. Syst., 2015)

Hand-to-Mouth Motion Tracking in Free-Living Conditions for Improved Weight Control. - Chris Fortuna; Christophe G. Giraud-Carrier; Joshua H. West (ICHI, 2016)

Prevalence and Attitudes about Illicit and Prescription Drugs on Twitter. - Iris Seaman; Christophe G. Giraud-Carrier (ICHI, 2016)

Analyzing the Political Sentiment of Tweets in Farsi. - Elham Vaziripour; Christophe G. Giraud-Carrier; Daniel Zappala (ICWSM, 2016)

DistR: A Distributed Method for the Reachability Query over Large Uncertain Graphs. - Yurong Cheng; Ye Yuan 001; Lei Chen 002; Guoren Wang; Christophe G. Giraud-Carrier; Yongjiao Sun (IEEE Trans. Parallel Distributed Syst., 2016)

Complex Event-Participant Planning and Its Incremental Variant. - Yurong Cheng; Ye Yuan 001; Lei Chen 002; Christophe G. Giraud-Carrier; Guoren Wang (ICDE, 2017)

Informing the Use of Hyperparameter Optimization Through Metalearning. - Samantha Sanders; Christophe G. Giraud-Carrier (ICDM, 2017)

The Impact of Online Social Capital on Twitter Users At-Risk for Suicide. - Carl L. Hanson; Katie Meek; Emma Hunt; Megan Searles; Michael Barnes; Christophe G. Giraud-Carrier (ICHI, 2017)

Detecting Cognitive Distortions Through Machine Learning Text Analytics. - Taetem Simms; Clayton Ramstedt; Megan Rich; Michael Richards; Tony R. Martinez; Christophe G. Giraud-Carrier (ICHI, 2017)

Metalearning. - Pavel Brazdil; Ricardo Vilalta; Christophe G. Giraud-Carrier; Carlos Soares (Encyclopedia of Machine Learning and Data Mining, 2017)

Inductive Transfer. - Ricardo Vilalta; Christophe G. Giraud-Carrier; Pavel Brazdil; Carlos Soares (Encyclopedia of Machine Learning and Data Mining, 2017)

Preprocessor Selection for Machine Learning Pipelines. - Brandon Schoenfeld; Christophe G. Giraud-Carrier; Mason Poggemann; Jarom Christensen; Kevin D. Seppi (CoRR, 2018)

The Case for Computational Health Science. - Michael Barnes; Carl L. Hanson; Christophe G. Giraud-Carrier (J. Heal. Informatics Res., 2018)

Metalearning and Algorithm Selection: progress, state of the art and introduction to the 2018 Special Issue. - Pavel Brazdil; Christophe G. Giraud-Carrier (Mach. Learn., 2018)

Diversity, accuracy and efficiency in ensemble learning: An unexpected result. - Joseph Johnson; Christophe G. Giraud-Carrier (Intell. Data Anal., 2019)

A top-k spatial join querying processing algorithm based on spark. - Baiyou Qiao; Bing Hu; Junhai Zhu; Gang Wu 007; Christophe G. Giraud-Carrier; Guoren Wang (Inf. Syst., 2020)

Event-Participant and Incremental Planning over Event-Based Social Networks. - Yurong Cheng; Ye Yuan 001; Lei Chen 002; Christophe G. Giraud-Carrier; Guoren Wang; Boyang Li 006 (IEEE Trans. Knowl. Data Eng., 2021)

Metalearning using structure-rich pipeline representations for improved AutoML. - Brandon Schoenfeld; Kevin D. Seppi; Christophe G. Giraud-Carrier (Int. J. Data Anal. Tech. Strateg., 2022)

GT-CHES: Graph transformation for classification in human evolutionary systems. - Joseph Johnson; Christophe G. Giraud-Carrier (Intell. Data Anal., 2024)

Improved learning in human evolutionary systems with dynamic contrastive learning. - Joseph Johnson; Christophe G. Giraud-Carrier; Bradley Hatch (Intell. Data Anal., 2024)