S. Amershi, J. Fogarty, and D. Weld, Regroup, Proceedings of the 2012 ACM annual conference on Human Factors in Computing Systems, CHI '12, pp.21-30
DOI : 10.1145/2207676.2207680

A. Nurzety, S. M. Azuan, N. W. Embury, and . Paton, Observing the data scientist: Using manual corrections as implicit feedback, Proceedings of the 2Nd Workshop on Human-In-the-Loop Data Analytics, HILDA'17, pp.1-13, 2017.

B. Bach, A. Spritzer, E. Lutton, and J. Fekete, Interactive Random Graph Generation with Evolutionary Algorithms, Graph Drawing, 2012.
DOI : 10.1007/978-3-642-36763-2_48

URL : https://hal.archives-ouvertes.fr/hal-00720161

W. Banzhaf, Handbook of Evolutionary Computation, 1997.

M. Behrisch, F. Korkmaz, L. Shao, and T. Schreck, Feedback-driven interactive exploration of large multidimensional data supported by visual classifier, 2014 IEEE Conference on Visual Analytics Science and Technology (VAST), pp.43-52, 2014.
DOI : 10.1109/VAST.2014.7042480

N. Boukhelifa, A. Bezerianos, W. Cancino, and E. Lutton, Evolutionary Visual Exploration: Evaluation of an IEC Framework for Guided Visual Search, Evolutionary Computation, vol.30, issue.1, pp.55-86, 2017.
DOI : 10.1198/106186008X320465

URL : https://hal.archives-ouvertes.fr/hal-01218959

N. Boukhelifa, A. Bezerianos, and E. Lutton, A Mixed Approach for the Evaluation of a Guided Exploratory Visualization System The Eurographics Association, EuroVis Workshop on Reproducibility, Verification, and Validation in Visualization (EuroRV3), 2015.

N. Boukhelifa, A. Bezerianos, A. Tonda, and E. Lutton, Research prospects in the design and evaluation of interactive evolutionary systems for art and science, CHI workshop on Human Centred Machine Learning, 2016.
URL : https://hal.archives-ouvertes.fr/hal-01532589

N. Boukhelifa, M. Perrin, S. Huron, and J. Eagan, How Data Workers Cope with Uncertainty, Proceedings of the 2017 CHI Conference on Human Factors in Computing Systems , CHI '17, pp.3645-3656, 2017.
DOI : 10.1145/2858036.2858491

URL : https://hal.archives-ouvertes.fr/hal-01472865

N. Boukhelifa, W. C. Ticona, A. Bezerianos, and E. Lutton, Evolutionary Visual Exploration: Evaluation With Expert Users, Computer Graphics Forum, vol.17, issue.2, pp.31-40, 2013.
DOI : 10.1198/106186008X320465

URL : https://hal.archives-ouvertes.fr/hal-00805234

E. T. Brown, J. Liu, C. E. Brodley, and R. Chang, Dis-function: Learning distance functions interactively, 2012 IEEE Conference on Visual Analytics Science and Technology (VAST), pp.83-92, 2012.
DOI : 10.1109/VAST.2012.6400486

E. T. Brown, J. Liu, C. E. Brodley, and R. Chang, Dis-function: Learning distance functions interactively, 2012 IEEE Conference on Visual Analytics Science and Technology (VAST), pp.83-92, 2012.
DOI : 10.1109/VAST.2012.6400486

N. J. Bryan, G. J. Mysore, and G. Wang, ISSE, Proceedings of the 32nd annual ACM conference on Human factors in computing systems, CHI '14, pp.257-266, 2014.
DOI : 10.1145/2556288.2557253

S. Carpendale, Information visualization. chapter Evaluating Information Visualizations, pp.19-45, 2008.
URL : https://hal.archives-ouvertes.fr/hal-01618618

E. Cherry and C. Latulipe, Quantifying the Creativity Support of Digital Tools through the Creativity Support Index, ACM Transactions on Computer-Human Interaction, vol.21, issue.4, pp.1-2125, 2014.
DOI : 10.1207/s15327590ijhc2002_1

K. Parmit, J. O. Chilana, A. J. Wobbrock, and . Ko, Understanding usability practices in complex domains, Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, CHI '10, pp.2337-2346, 2010.

J. Choo, C. Lee, C. K. Reddy, and H. Park, UTOPIAN: User-Driven Topic Modeling Based on Interactive Nonnegative Matrix Factorization, IEEE Transactions on Visualization and Computer Graphics, vol.19, issue.12, pp.1992-2001, 2013.
DOI : 10.1109/TVCG.2013.212

G. Cortellessa and A. Cesta, Evaluating mixed-initiative systems: An experimental approach, ICAPS, pp.172-181, 2006.

F. Dabek and J. J. Caban, A Grammar-based Approach for Modeling User Interactions and Generating Suggestions During the Data Exploration Process, IEEE Transactions on Visualization and Computer Graphics, vol.23, issue.1, pp.41-50, 2017.
DOI : 10.1109/TVCG.2016.2598471

R. Henry, J. Ehrenberg, A. J. Shin, J. A. Ratner, C. Fries et al., Data programming with ddlite: Putting humans in a different part of the loop, Proceedings of the Workshop on Human-In-the-Loop Data Analytics, HILDA '16, pp.1-13, 2016.

A. Endert, P. Fiaux, and C. North, Semantic interaction for visual text analytics, Proceedings of the 2012 ACM annual conference on Human Factors in Computing Systems, CHI '12, pp.473-482
DOI : 10.1145/2207676.2207741

URL : http://infovis.cs.vt.edu/sites/default/files/PDF_2.pdf

L. Gao, Y. P. Cao, Y. K. Lai, H. Z. Huang, L. Kobbelt et al., Active Exploration of Large 3D Model Repositories, IEEE Transactions on Visualization and Computer Graphics, vol.21, issue.12, pp.1390-1402, 2015.
DOI : 10.1109/TVCG.2014.2369039

URL : http://orca.cf.ac.uk/68266/1/tvcg-exploration.pdf

E. David and . Goldberg, Genetic Algorithms in Search, Optimization and Machine Learning, 1989.

G. Georges and . Grinstein, Harnessing the human in knowledge discovery, pp.384-385, 1996.

C. G. Healey and B. M. Dennis, Interest Driven Navigation in Visualization, IEEE Transactions on Visualization and Computer Graphics, vol.18, issue.10, pp.1744-1756, 2012.
DOI : 10.1109/TVCG.2012.23

URL : http://www.csc.ncsu.edu/faculty/healey/download/tvcg.12b.pdf

F. Heimerl, S. Koch, H. Bosch, and T. Ertl, Visual Classifier Training for Text Document Retrieval, IEEE Transactions on Visualization and Computer Graphics, vol.18, issue.12, pp.2839-2848, 2012.
DOI : 10.1109/TVCG.2012.277

A. Holzinger, Interactive machine learning for health informatics: when do we need the human-in-the-loop?, Brain Informatics, vol.7, issue.1, pp.119-131, 2016.
DOI : 10.1007/978-3-540-69868-5_1

URL : https://link.springer.com/content/pdf/10.1007%2Fs40708-016-0042-6.pdf

E. Horvitz, Principles of mixed-initiative user interfaces, Proceedings of the SIGCHI conference on Human factors in computing systems the CHI is the limit, CHI '99, pp.159-166, 1999.
DOI : 10.1145/302979.303030

URL : http://www.cs.cmu.edu/People/bumba/filing_cabinet/./papers/chi99horvitz.pdf

Y. Jin and J. Branke, Evolutionary Optimization in Uncertain Environments???A Survey, IEEE Transactions on Evolutionary Computation, vol.9, issue.3, pp.303-317, 2005.
DOI : 10.1109/TEVC.2005.846356

URL : http://www.mcs.le.ac.uk/~syang/ECiDUE/JinBranke-TEVC05.pdf

D. Kelly and J. Teevan, Implicit feedback for inferring user preference, ACM SIGIR Forum, vol.37, issue.2, pp.18-28, 2003.
DOI : 10.1145/959258.959260

Y. Koyama, D. Sakamoto, and T. Igarashi, SelPh, Proceedings of the 2016 CHI Conference on Human Factors in Computing Systems, CHI '16, pp.2520-2532, 2016.
DOI : 10.1145/571985.571996

Y. Landrin-schweitzer, P. Collet, and E. Lutton, Introducing lateral thinking in search engines, Genetic Programming and Evolvable Machines, vol.7, issue.1, pp.9-31, 2006.
DOI : 10.1007/s10710-006-7008-z

URL : http://metronum.futurs.inria.fr/html/Papers/files/pdf/170_Elise-v9-expedieGPEM.pdf

P. A. Legg, D. H. Chung, M. L. Parry, R. Bown, M. W. Jones et al., Transformation of an Uncertain Video Search Pipeline to a Sketch-Based Visual Analytics Loop, IEEE Transactions on Visualization and Computer Graphics, vol.19, issue.12, pp.2109-2118, 2013.
DOI : 10.1109/TVCG.2013.207

URL : http://eprints.uwe.ac.uk/25418/1/2013_vast_draft.pdf

P. Legrand, C. Bourgeois-republique, V. Pean, E. Harboun-cohen, J. L. Véhel et al., Interactive evolution for cochlear implants fitting, Genetic Programming and Evolvable Machines, vol.102, issue.6, pp.319-354, 2007.
DOI : 10.1177/000348940010901105

URL : https://hal.archives-ouvertes.fr/hal-00294838

H. Lin, S. Gao, D. Gotz, F. Du, J. He et al., RCLens: Interactive Rare Category Exploration and Identification, IEEE Transactions on Visualization and Computer Graphics, vol.24, issue.7, pp.1-1, 2017.
DOI : 10.1109/TVCG.2017.2711030

E. Lutton, EVOLUTION OF FRACTAL SHAPES FOR ARTISTS AND DESIGNERS, International Journal on Artificial Intelligence Tools, vol.15, issue.04, pp.651-672, 2006.
DOI : 10.1007/b137729

W. Mackay, Responding to cognitive overhead: co-adaptation between users and technology, Intellectica, vol.30, issue.1, pp.177-193, 2000.

C. North, A. Endert, and P. Fiaux, Semantic interaction for sensemaking: Inferring analytical reasoning for model steering, IEEE Transactions on Visualization & Computer Graphics, vol.18, pp.2879-2888, 2012.

R. Poli and S. Cagnoni, Genetic programming with user-driven selection: Experiments on the evolution of algorithms for image enhancement, Genetic Programming Conference, pp.269-277, 1997.

D. Sacha, M. Sedlmair, L. Zhang, J. A. Lee, D. Weiskopf et al., Human-centered machine learning through interactive visualization, ESANN, 2016.
DOI : 10.1016/j.neucom.2017.01.105

URL : http://eprints.mdx.ac.uk/21117/1/1.pdf

P. Saraiya, C. North, and K. Duca, An Insight-Based Methodology for Evaluating Bioinformatics Visualizations, IEEE Transactions on Visualization and Computer Graphics, vol.11, issue.4, pp.443-456, 2005.
DOI : 10.1109/TVCG.2005.53

URL : http://www-static.cc.gatech.edu/~john.stasko/8001/saraiya05.pdf

M. Sedlmair, . Brehmer, T. Ingram, and . Munzner, Dimensionality reduction in the wild: Gaps and guidance, Dept. Comput. Sci, 2012.

Y. Z. Song, D. Pickup, C. Li, P. Rosin, and P. Hall, Abstract Art by Shape Classification, IEEE Transactions on Visualization and Computer Graphics, vol.19, issue.8, pp.1252-1263, 2013.
DOI : 10.1109/TVCG.2013.13

K. Stanley and R. Miikkulainen, Evolving Neural Networks through Augmenting Topologies, Evolutionary Computation, vol.7, issue.2, pp.99-127, 2002.
DOI : 10.1016/S0096-3003(97)10005-4

URL : http://www.mitpressjournals.org/userimages/ContentEditor/1164817256746/lib_rec_form.pdf

H. Takagi, Interactive evolutionary computation, Proceedings of Intelligent Engineering Systems (INES'98, 1998.
DOI : 10.1007/BF03037488

W. Cancino-ticona, N. Boukhelifa, A. Bezerianos, and E. Lutton, Evolutionary visual exploration, Proceeding of the fifteenth annual conference companion on Genetic and evolutionary computation conference companion, GECCO '13 Companion, pp.1373-1380, 2013.
DOI : 10.1145/2464576.2482717

URL : https://hal.archives-ouvertes.fr/hal-00805234

W. Cancino-ticona, N. Boukhelifa, and E. Lutton, EvoGraphDice: Interactive evolution for visual analytics, 2012 IEEE Congress on Evolutionary Computation, pp.1-8, 2012.
DOI : 10.1109/CEC.2012.6256553

URL : https://hal.archives-ouvertes.fr/hal-00721999

A. Tonda, A. Spritzer, and E. Lutton, Balancing user interaction and control in bayesian network structure learning, Artificial Evolution Conference, 2013.

G. Valigiani, E. Lutton, Y. Jamont, R. Biojout, and P. Collet, Automatic rating process to audit a man-hill, WSEAS Transactions on Advances in Engineering Education, vol.3, issue.1, pp.1-7, 2006.

J. Wenskovitch and C. North, Observation-Level Interaction with Clustering and Dimension Reduction Algorithms, Proceedings of the 2nd Workshop on Human-In-the-Loop Data Analytics , HILDA'17, pp.1-14, 2017.
DOI : 10.1007/BF02289263

L. Wilkinson, A. Anand, and R. Grossman, Graph-theoretic scagnostics, 2005.
DOI : 10.1109/infovis.2005.14

URL : http://www.cs.uic.edu/~aanand/publications/INFOVIS05-scagnostics.pdf