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ORCIDChristophe G. Giraud-Carrier
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- affiliation: Brigham Young University, Provo, UT, USA
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2020 – today
- 2024
[j40]Joseph Johnson, Christophe G. Giraud-Carrier:
GT-CHES: Graph transformation for classification in human evolutionary systems. Intell. Data Anal. 28(3): 699-715 (2024)- [j39]Joseph Johnson, Christophe G. Giraud-Carrier, Bradley Hatch:
Improved learning in human evolutionary systems with dynamic contrastive learning. Intell. Data Anal. 28(4): 909-919 (2024) - 2022
- [j38]Christophe G. Giraud-Carrier, Kevin D. Seppi, Brandon Schoenfeld:
Metalearning using structure-rich pipeline representations for improved AutoML. Int. J. Data Anal. Tech. Strateg. 14(4) (2022) - [j37]Brandon Schoenfeld, Kevin D. Seppi, Christophe G. Giraud-Carrier:
Metalearning using structure-rich pipeline representations for improved AutoML. Int. J. Data Anal. Tech. Strateg. 14(4) (2022) - 2021
- [j36]Yurong Cheng
, Ye Yuan, Lei Chen, Christophe G. Giraud-Carrier, Guoren Wang, Boyang Li:
Event-Participant and Incremental Planning over Event-Based Social Networks. IEEE Trans. Knowl. Data Eng. 33(2): 474-488 (2021) - 2020
- [j35]Baiyou Qiao, Bing Hu, Junhai Zhu, Gang Wu, Christophe G. Giraud-Carrier, Guoren Wang:
A top-k spatial join querying processing algorithm based on spark. Inf. Syst. 87 (2020)
2010 – 2019
- 2019
- [j34]Joseph Johnson, Christophe G. Giraud-Carrier:
Diversity, accuracy and efficiency in ensemble learning: An unexpected result. Intell. Data Anal. 23(2): 297-311 (2019) - 2018
- [j33]Michael Barnes, Carl L. Hanson, Christophe G. Giraud-Carrier:
The Case for Computational Health Science. J. Heal. Informatics Res. 2(1-2): 99-110 (2018) - [j32]Pavel Brazdil, Christophe G. Giraud-Carrier:
Metalearning and Algorithm Selection: progress, state of the art and introduction to the 2018 Special Issue. Mach. Learn. 107(1): 1-14 (2018) - [i5]Brandon Schoenfeld, Christophe G. Giraud-Carrier, Mason Poggemann, Jarom Christensen, Kevin D. Seppi:
Preprocessor Selection for Machine Learning Pipelines. CoRR abs/1810.09942 (2018) - 2017
- [c54]Yurong Cheng, Ye Yuan, Lei Chen, Christophe G. Giraud-Carrier, Guoren Wang:
Complex Event-Participant Planning and Its Incremental Variant. ICDE 2017: 859-870 - [c53]Samantha Sanders, Christophe G. Giraud-Carrier:
Informing the Use of Hyperparameter Optimization Through Metalearning. ICDM 2017: 1051-1056 - [c52]Carl L. Hanson, Katie Meek, Emma Hunt, Megan Searles, Michael Barnes, Christophe G. Giraud-Carrier:
The Impact of Online Social Capital on Twitter Users At-Risk for Suicide. ICHI 2017: 454 - [c51]Taetem Simms, Clayton Ramstedt, Megan Rich, Michael Richards, Tony R. Martinez, Christophe G. Giraud-Carrier:
Detecting Cognitive Distortions Through Machine Learning Text Analytics. ICHI 2017: 508-512 - [r7]Ricardo Vilalta, Christophe G. Giraud-Carrier, Pavel Brazdil, Carlos Soares:
Inductive Transfer. Encyclopedia of Machine Learning and Data Mining 2017: 666-671 - [r6]Pavel Brazdil, Ricardo Vilalta, Christophe G. Giraud-Carrier, Carlos Soares:
Metalearning. Encyclopedia of Machine Learning and Data Mining 2017: 818-823 - 2016
- [j31]Yurong Cheng, Ye Yuan, Lei Chen, Guoren Wang, Christophe G. Giraud-Carrier, Yongjiao Sun:
DistR: A Distributed Method for the Reachability Query over Large Uncertain Graphs. IEEE Trans. Parallel Distributed Syst. 27(11): 3172-3185 (2016) - [c50]Iris Seaman, Christophe G. Giraud-Carrier:
Prevalence and Attitudes about Illicit and Prescription Drugs on Twitter. ICHI 2016: 14-17 - [c49]Chris Fortuna, Christophe G. Giraud-Carrier, Joshua H. West:
Hand-to-Mouth Motion Tracking in Free-Living Conditions for Improved Weight Control. ICHI 2016: 341-348 - [c48]Elham Vaziripour, Christophe G. Giraud-Carrier, Daniel Zappala:
Analyzing the Political Sentiment of Tweets in Farsi. ICWSM 2016: 699-702 - 2015
- [j30]Donghong Han, Christophe G. Giraud-Carrier, Shuoru Li:
Efficient mining of high-speed uncertain data streams. Appl. Intell. 43(4): 773-785 (2015) - [j29]Christophe G. Giraud-Carrier, J. Goodliffe, B. M. Jones, S. Cueva:
Effective record linkage for mining campaign contribution data. Knowl. Inf. Syst. 45(2): 389-416 (2015) - [c47]Sherry Emery, Christophe G. Giraud-Carrier:
Introduction to the workshop on computational health science. BCB 2015: 607-609 - [c46]Michael R. Smith, Tony R. Martinez, Christophe G. Giraud-Carrier:
The Potential Benefits of Data Set Filtering and Learning Algorithm Hyperparameter Optimization. MetaSel@PKDD/ECML 2015: 3-14 - [e1]Joaquin Vanschoren, Pavel Brazdil, Christophe G. Giraud-Carrier, Lars Kotthoff:
Proceedings of the 2015 International Workshop on Meta-Learning and Algorithm Selection co-located with European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases 2015 (ECMLPKDD 2015), Porto, Portugal, September 7th, 2015. CEUR Workshop Proceedings 1455, CEUR-WS.org 2015 [contents] - 2014
- [j28]Caroline V. Tew, Christophe G. Giraud-Carrier, Kesler W. Tanner, Scott H. Burton:
Behavior-based clustering and analysis of interestingness measures for association rule mining. Data Min. Knowl. Discov. 28(4): 1004-1045 (2014) - [j27]Jun Won Lee, Christophe G. Giraud-Carrier:
On the dangers of default implementations: The case of radial basis function networks. Intell. Data Anal. 18(2): 261-279 (2014) - [j26]Scott H. Burton, Richard G. Morris, Christophe G. Giraud-Carrier, Joshua H. West, Rosemary Thackeray:
Mining useful association rules from questionnaire data. Intell. Data Anal. 18(3): 479-494 (2014) - [j25]Nathaniel Gustafson, Christophe G. Giraud-Carrier:
A confidence-prioritisation approach for learning noisy data. Int. J. Data Anal. Tech. Strateg. 6(4): 307-326 (2014) - [j24]Michael R. Smith, Tony R. Martinez, Christophe G. Giraud-Carrier:
An instance level analysis of data complexity. Mach. Learn. 95(2): 225-256 (2014) - [j23]Scott H. Burton, Christophe G. Giraud-Carrier:
Discovering Social Circles in Directed Graphs. ACM Trans. Knowl. Discov. Data 8(4): 21:1-21:27 (2014) - [c45]Matthew Seeley, Mark J. Clement, Christophe G. Giraud-Carrier, Quinn Snell, Paul M. Bodily, Stanley Fujimoto:
A structured approach to ensemble learning for Alzheimer's disease prediction. BCB 2014: 605-606 - [c44]Parker Ridd, Christophe G. Giraud-Carrier:
Using Metalearning to Predict When Parameter Optimization Is Likely to Improve Classification Accuracy. MetaSel@ECAI 2014: 18-23 - [c43]Michael R. Smith, Logan Mitchell, Christophe G. Giraud-Carrier, Tony R. Martinez:
Recommending Learning Algorithms and Their Associated Hyperparameters. MetaSel@ECAI 2014: 39-40 - [c42]Michael R. Smith, Andrew White, Christophe G. Giraud-Carrier, Tony R. Martinez:
An Easy to Use Repository for Comparing and Improving Machine Learning Algorithm Usage. MetaSel@ECAI 2014: 41-48 - [i4]Michael R. Smith, Tony R. Martinez, Christophe G. Giraud-Carrier:
The Potential Benefits of Filtering Versus Hyper-Parameter Optimization. CoRR abs/1403.3342 (2014) - [i3]Michael R. Smith, Andrew White, Christophe G. Giraud-Carrier, Tony R. Martinez:
An Easy to Use Repository for Comparing and Improving Machine Learning Algorithm Usage. CoRR abs/1405.7292 (2014) - [i2]Michael R. Smith, Logan Mitchell, Christophe G. Giraud-Carrier, Tony R. Martinez:
Recommending Learning Algorithms and Their Associated Hyperparameters. CoRR abs/1407.1890 (2014) - 2013
- [j22]Jun Won Lee, Christophe G. Giraud-Carrier:
Results on mining NHANES data: A case study in evidence-based medicine. Comput. Biol. Medicine 43(5): 493-503 (2013) - [j21]Jun Won Lee, Christophe G. Giraud-Carrier:
Automatic selection of classification learning algorithms for data mining practitioners. Intell. Data Anal. 17(4): 665-678 (2013) - 2012
- [j20]Scott H. Burton, Kesler W. Tanner, Christophe G. Giraud-Carrier:
Leveraging social networks for anytime-anyplace health information. Netw. Model. Anal. Health Informatics Bioinform. 1(4): 173-181 (2012) - [c41]Scott H. Burton, Richard G. Morris, Michael Dimond, Joshua Hansen, Christophe G. Giraud-Carrier, Joshua H. West, Carl L. Hanson, Michael Barnes:
Public health community mining in YouTube. IHI 2012: 81-90 - [c40]Wynn C. Stirling, Christophe G. Giraud-Carrier, Teppo Felin:
A Framework for the Design and Synthesis of Coordinated Social Systems. SocInfo 2012: 351-364 - 2011
- [j19]Jun Won Lee, Christophe G. Giraud-Carrier:
A metric for unsupervised metalearning. Intell. Data Anal. 15(6): 827-841 (2011) - [c39]Matthew S. Smith, Christophe G. Giraud-Carrier, Dan Dewey, Spencer Ring, Derek Gore:
Social Capital and Language Acquisition during Study Abroad. CogSci 2011 - [c38]Kyle W. Prier, Matthew S. Smith, Christophe G. Giraud-Carrier, Carl L. Hanson:
Identifying Health-Related Topics on Twitter - An Exploration of Tobacco-Related Tweets as a Test Topic. SBP 2011: 18-25 - 2010
- [j18]Quinn C. Taylor, Christophe G. Giraud-Carrier, Charles D. Knutson:
Applications of data mining in software engineering. Int. J. Data Anal. Tech. Strateg. 2(3): 243-257 (2010) - [j17]Nathan Davis, Christophe G. Giraud-Carrier, Del Jensen:
A topological embedding of the lexicon for semantic distance computation. Nat. Lang. Eng. 16(3): 245-275 (2010) - [j16]Christophe G. Giraud-Carrier, Margaret H. Dunham:
On the importance of sharing negative results. SIGKDD Explor. 12(2): 3-4 (2010) - [c37]Matthew S. Smith, Christophe G. Giraud-Carrier:
Bonding vs. Bridging Social Capital: A Case Study in Twitter. SocialCom/PASSAT 2010: 385-392 - [p3]Ricardo Vilalta, Christophe G. Giraud-Carrier, Pavel Brazdil:
Meta-Learning - Concepts and Techniques. Data Mining and Knowledge Discovery Handbook 2010: 717-731 - [r5]Ricardo Vilalta, Christophe G. Giraud-Carrier, Pavel Brazdil, Carlos Soares:
Inductive Transfer. Encyclopedia of Machine Learning 2010: 545-548 - [r4]Pavel Brazdil, Ricardo Vilalta, Christophe G. Giraud-Carrier, Carlos Soares:
Metalearning. Encyclopedia of Machine Learning 2010: 662-666
2000 – 2009
- 2009
- [b1]Pavel Brazdil, Christophe G. Giraud-Carrier, Carlos Soares, Ricardo Vilalta:
Metalearning - Applications to Data Mining. Cognitive Technologies, Springer 2009, ISBN 978-3-540-73262-4, pp. I-X, 1-176 [contents] - [j15]Christophe G. Giraud-Carrier, Burdette Pixton, Roberto A. Rocha:
Bariatric surgery performance: A predictive informatics case study. Intell. Data Anal. 13(5): 741-754 (2009) - [j14]Matthew S. Smith, Christophe G. Giraud-Carrier, Nathan Purser:
Implicit affinity networks and social capital. Inf. Technol. Manag. 10(2-3): 123-134 (2009) - [c36]Sabra Dinerstein, Christophe G. Giraud-Carrier, Jared Dinerstein, Parris K. Egbert:
Fused Multi-modal Deduplication. DMIN 2009: 253-259 - [c35]Brian Hawkins, Christophe G. Giraud-Carrier:
Ranking Search Results for Translated Content. IRI 2009: 242-245 - [r3]Christophe G. Giraud-Carrier:
Data Mining Tool Selection. Encyclopedia of Data Warehousing and Mining 2009: 511-518 - [r2]Christophe G. Giraud-Carrier, Pavel Brazdil, Carlos Soares, Ricardo Vilalta:
Meta-Learning. Encyclopedia of Data Warehousing and Mining 2009: 1207-1215 - [r1]Christophe G. Giraud-Carrier:
Stages of Knowledge Discovery in E-Commerce Sites. Encyclopedia of Data Warehousing and Mining 2009: 1830-1834 - 2008
- [j13]Del Jensen, Christophe G. Giraud-Carrier, Nathan Davis:
A method for computing lexical semantic distance using linear functionals. J. Web Semant. 6(2): 99-108 (2008) - [c34]Matthew S. Smith, Nathan Purser, Christophe G. Giraud-Carrier:
Social Capital in the Blogosphere: A Case Study. AAAI Spring Symposium: Social Information Processing 2008: 93-97 - [c33]Jun Won Lee, Christophe G. Giraud-Carrier:
New Insights into Learning Algorithms and Datasets. ICMLA 2008: 135-140 - [c32]Jun Won Lee, Christophe G. Giraud-Carrier:
Predicting Algorithm Accuracy with a Small Set of Effective Meta-Features. ICMLA 2008: 808-812 - [c31]Michael Gashler, Christophe G. Giraud-Carrier, Tony R. Martinez:
Decision Tree Ensemble: Small Heterogeneous Is Better Than Large Homogeneous. ICMLA 2008: 900-905 - 2007
- [j12]Christophe G. Giraud-Carrier, Tony R. Martinez:
Learning by Discrimination: A Constructive Incremental Approach. J. Comput. 2(7): 49-58 (2007) - [c30]Jun Won Lee, Christophe G. Giraud-Carrier:
Transfer Learning in Decision Trees. IJCNN 2007: 726-731 - [c29]Stephen Ivie, Burdette Pixton, Christophe G. Giraud-Carrier:
Metric-Based Data Mining Model for Genealogical Record Linkage. IRI 2007: 538-543 - [p2]Matthew S. Smith, Brent Wenerstrom, Christophe G. Giraud-Carrier, Steve Lawyer, Wendy Liu:
Personalizing E-Commerce with Data Mining. E-Service Intelligence 2007: 273-286 - 2006
- [c28]Brent Wenerstrom, Christophe G. Giraud-Carrier:
Temporal Data Mining in Dynamic Feature Spaces. ICDM 2006: 1141-1145 - [c27]Kristine Daniels, Christophe G. Giraud-Carrier:
Learning the Threshold in Hierarchical Agglomerative Clustering. ICMLA 2006: 270-278 - [c26]Nghia Tran, Christophe G. Giraud-Carrier, Kevin D. Seppi, Sean Warnick:
Cooperation-based Clustering for Profit-maximizing Organizational Design. IJCNN 2006: 1813-1817 - 2005
- [j11]Torbjørn S. Dahl, Christophe G. Giraud-Carrier:
Incremental Development of Adaptive Behaviors using Trees of Self-Contained Solutions. Adapt. Behav. 13(3): 243-260 (2005) - [j10]Claire J. Thie, Christophe G. Giraud-Carrier:
Learning Concept Descriptions with Typed Evolutionary Programming. IEEE Trans. Knowl. Data Eng. 17(12): 1664-1677 (2005) - [c25]Christophe G. Giraud-Carrier:
The data mining advisor: meta-learning at the service of practitioners. ICMLA 2005 - [p1]Ricardo Vilalta, Christophe G. Giraud-Carrier, Pavel Brazdil:
Meta-Learning. The Data Mining and Knowledge Discovery Handbook 2005: 731-748 - 2004
- [j9]Ricardo Vilalta, Christophe G. Giraud-Carrier, Pavel Brazdil, Carlos Soares:
Using Meta-Learning to Support Data Mining. Int. J. Comput. Sci. Appl. 1(1): 31-45 (2004) - [j8]Christophe G. Giraud-Carrier, Ricardo Vilalta, Pavel Brazdil:
Introduction to the Special Issue on Meta-Learning. Mach. Learn. 54(3): 187-193 (2004) - [c24]Christophe G. Giraud-Carrier, Pascal Miclo, Hughes Daudin, Jacques Du Pasquie:
An Extranet Waste Inventory Application. EnviroInfo (2) 2004: 37-47 - [c23]Olivier Povel, Christophe G. Giraud-Carrier:
SwissAnalyst - Data Mining without the Entry Ticket. AIAI 2004: 393-406 - [c22]René MacKinney-Romero, Christophe G. Giraud-Carrier:
Inducing Classification Rules from Highly-Structured Data with Composition. MICAI 2004: 262-271 - 2003
- [j7]Christophe G. Giraud-Carrier, Olivier Povel:
Characterising Data Mining software. Intell. Data Anal. 7(3): 181-192 (2003) - 2002
- [c21]Christophe G. Giraud-Carrier:
Unifying Learning with Evolution Through Baldwinian Evolution and Lamarckism. Advances in Computational Intelligence and Learning 2002: 159-168 - 2001
- [j6]Rafal Bogacz, Malcolm W. Brown, Christophe G. Giraud-Carrier:
Model of co-operation between recency, familiarity and novelty neurons in the perirhinal cortex. Neurocomputing 38-40: 1121-1126 (2001) - [j5]Rafal Bogacz, Malcolm W. Brown, Christophe G. Giraud-Carrier:
Model of Familiarity Discrimination in the Perirhinal Cortex. J. Comput. Neurosci. 10(1): 5-23 (2001) - [c20]Timothy Langford, Christophe G. Giraud-Carrier, John Magee:
Detection of Infectious Outbreaks in Hospitals through Incremental Clustering. AIME 2001: 30-39 - [c19]T. S. Dahl, Christophe G. Giraud-Carrier:
Evolution, Adaption, and Behavioural Holism in Artificial Intelligence. ECAL 2001: 499-508 - [c18]Rafal Bogacz, Malcolm W. Brown, Christophe G. Giraud-Carrier:
A Familiarity Discrimination Algorithm Inspired by Computations of the Perirhinal Cortex. Emergent Neural Computational Architectures Based on Neuroscience 2001: 428-441 - 2000
- [j4]Christophe G. Giraud-Carrier:
A Note on the Utility of Incremental Learning. AI Commun. 13(4): 215-224 (2000) - [c17]Antony Francis Bowers, Christophe G. Giraud-Carrier, John W. Lloyd:
Classification of Individuals with Complex Structure. ICML 2000: 81-88 - [c16]Bernhard Pfahringer, Hilan Bensusan, Christophe G. Giraud-Carrier:
Meta-Learning by Landmarking Various Learning Algorithms. ICML 2000: 743-750 - [c15]Rafal Bogacz, Malcolm W. Brown, Christophe G. Giraud-Carrier:
Frequency-Based Error Back-Propagation in a Cortical Network. IJCNN (2) 2000: 211-216 - [c14]Hilan Bensusan, Christophe G. Giraud-Carrier, Claire Julia Kennedy:
A Higher-order Approach to Meta-learning . ILP Work-in-progress reports 2000 - [c13]Rafal Bogacz, Malcolm W. Brown, Christophe G. Giraud-Carrier:
Emergence of Movement Sensitive Neurons' Properties by Learning a Sparse Code for Natural Moving Images. NIPS 2000: 838-844 - [c12]Hilan Bensusan, Christophe G. Giraud-Carrier:
Discovering Task Neighbourhoods Through Landmark Learning Performances. PKDD 2000: 325-330
1990 – 1999
- 1999
- [c11]D. Lock, Christophe G. Giraud-Carrier:
Evolutionary Programming of Near-Optimal Neural Networks. ICANNGA 1999: 302-306 - [c10]Claire Julia Kennedy, Christophe G. Giraud-Carrier:
An Evolutionary Approach to Concept Learning with Structured Data. ICANNGA 1999: 331-336 - [c9]Claire Julia Kennedy, Christophe G. Giraud-Carrier, Douglas W. Bristol:
Predicting Chemical Carcinogenesis Using Structural Information Only. PKDD 1999: 360-365 - [c8]René MacKinney-Romero, Christophe G. Giraud-Carrier:
Learning from Highly Structured Data by Decomposition. PKDD 1999: 436-441 - 1998
- [c7]Rafal Bogacz, Christophe G. Giraud-Carrier:
A Novel Modular Neural Architecture for Rule-Based and Similarity-Based Reasoning. Hybrid Neural Systems 1998: 63-77 - [c6]Peter A. Flach, Christophe G. Giraud-Carrier, John W. Lloyd:
Strongly Typed Inductive Concept Learning. ILP 1998: 185-194 - [c5]Rafal Bogacz, Christophe G. Giraud-Carrier:
BRAINN: A Connectionist Approach to Symbolic Reasoning. NC 1998: 907-913 - 1997
- [c4]B. Burdsall, Christophe G. Giraud-Carrier:
GA-RBF: A Self-Optimising RBF Network. ICANNGA 1997: 346-349 - 1995
- [j3]Christophe G. Giraud-Carrier, Tony R. Martinez:
An Integrated Framework for Learning and Reasoning. J. Artif. Intell. Res. 3: 147-185 (1995) - [j2]Christophe G. Giraud-Carrier, Tony R. Martinez:
Analysis of the Convergence and Generalization of AA1. J. Parallel Distributed Comput. 26(1): 125-131 (1995) - [c3]Christophe G. Giraud-Carrier, Tony R. Martinez:
AA1*: A Dynamic Incremental Network that Learns by Discrimination. ICANNGA 1995: 45-48 - [c2]Christophe G. Giraud-Carrier, Bruno Jouvencel:
Sensor selection: a geometrical approach. IROS (2) 1995: 555-560 - [i1]Christophe G. Giraud-Carrier, Tony R. Martinez:
An Integrated Framework for Learning and Reasoning. CoRR abs/cs/9508102 (1995) - 1994
- [j1]Christophe G. Giraud-Carrier:
A Reconfigurable Data Flow Machine for Implementing Functional Programming Languages. ACM SIGPLAN Notices 29(9): 22-28 (1994) - 1993
- [c1]Christophe G. Giraud-Carrier, Tony R. Martinez:
Using precepts to augment training set learning. ANNES 1993: 46-51
Coauthor Index
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