myreferences.bib

@article{das2019beames,
  title={BEAMES: Interactive Multi-Model Steering, Selection, and Inspection for Regression Tasks.},
  author={Das, Subhajit and Cashman, Dylan and Chang, Remco and Endert, Alex},
  journal={IEEE computer graphics and applications},
  year={2019}
}

@article{zhao2019featureexplorer,
  title={FeatureExplorer: Interactive Feature Selection and Exploration of Regression Models for Hyperspectral Images},
  author={Zhao, Jieqiong and Karimzadeh, Morteza and Masjedi, Ali and Wang, Taojun and Zhang, Xiwen and Crawford, Melba M and Ebert, David S},
  journal={arXiv preprint arXiv:1908.00671},
  year={2019}
}

@article{wexler2019if,
  title={The What-If Tool: Interactive Probing of Machine Learning Models},
  author={Wexler, James and Pushkarna, Mahima and Bolukbasi, Tolga and Wattenberg, Martin and Vi{\'e}gas, Fernanda and Wilson, Jimbo},
  journal={IEEE transactions on visualization and computer graphics},
  year={2019},
  publisher={IEEE}
}


@misc{smilkov2017neural,
  title={A neural network playground},
  author={Smilkov, Daniel and Carter, Shan},
  year={2017}
}

@inproceedings{nodalo2019building,
  title={On Building Design Guidelines for An Interactive Machine Learning Sandbox Application},
  author={Nodalo, Giselle and Santiago III, Jose Ma and Valenzuela, Jolene and Deja, Jordan Aiko},
  booktitle={Proceedings of the 5th International ACM In-Cooperation HCI and UX Conference},
  pages={70--77},
  year={2019},
  organization={ACM}
}

@article{erol2017effects,
  title={The effects of teaching programming with scratch on pre-service information technology teachers' motivation and achievement},
  author={Erol, Osman and Kurt, Adile A{\c{s}}k{\i}m},
  journal={Computers in Human Behavior},
  volume={77},
  pages={11--18},
  year={2017},
  publisher={Elsevier}
}

@article{halim2012learning,
  title={Learning Algorithms with Unified and Interactive Web-Based Visualization.},
  author={Halim, Steven and Koh, Zi Chun and Loh, Victor Bo Huai and Halim, Felix},
  journal={Olympiads in Informatics},
  volume={6},
  year={2012}
}

@inproceedings{amershi2011designing,
  title={Designing for effective end-user interaction with machine learning},
  author={Amershi, Saleema},
  booktitle={Proceedings of the 24th annual ACM symposium adjunct on User interface software and technology},
  pages={47--50},
  year={2011},
  organization={ACM}
}

@inproceedings{amershi2012regroup,
  title={Regroup: Interactive machine learning for on-demand group creation in social networks},
  author={Amershi, Saleema and Fogarty, James and Weld, Daniel},
  booktitle={Proceedings of the SIGCHI Conference on Human Factors in Computing Systems},
  pages={21--30},
  year={2012},
  organization={ACM}
}

@inproceedings{bernardo2016interactive,
  title={Interactive Machine Learning for End-User Innovation},
  author={Bernardo, Francisco and Zbyszynski, Michael and Fiebrink, Rebecca and Grierson, Mick and others},
  year={2016},
  organization={American Association for Artificial Intelligence (AAAI)}
}

@inproceedings{ehrenberg2016data,
  title={Data programming with DDLite: putting humans in a different part of the loop},
  author={Ehrenberg, Henry R and Shin, Jaeho and Ratner, Alexander J and Fries, Jason A and R{\'e}, Christopher},
  booktitle={Proceedings of the Workshop on Human-In-the-Loop Data Analytics},
  pages={13},
  year={2016},
  organization={ACM}
}

@article{ouahbi2015learning,
  title={Learning basic programming concepts by creating games with scratch programming environment},
  author={Ouahbi, Ibrahim and Kaddari, Fatiha and Darhmaoui, Hassane and Elachqar, Abdelrhani and Lahmine, Soufiane},
  journal={Procedia-Social and Behavioral Sciences},
  volume={191},
  pages={1479--1482},
  year={2015},
  publisher={Elsevier}
}

@inproceedings{sarkar2015interactive,
  title={Interactive visual machine learning in spreadsheets},
  author={Sarkar, Advait and Jamnik, Mateja and Blackwell, Alan F and Spott, Martin},
  booktitle={Visual Languages and Human-Centric Computing (VL/HCC), 2015 IEEE Symposium on},
  pages={159--163},
  year={2015},
  organization={IEEE}
}

@article{shaffer2010algorithm,
  title={Algorithm visualization: The state of the field},
  author={Shaffer, Clifford A and Cooper, Matthew L and Alon, Alexander Joel D and Akbar, Monika and Stewart, Michael and Ponce, Sean and Edwards, Stephen H},
  journal={ACM Transactions on Computing Education (TOCE)},
  volume={10},
  number={3},
  pages={9},
  year={2010},
  publisher={ACM}
}

@inproceedings{vrachnos2008dave,
  title={Dave: A dynamic algorithm visualization environment for novice learners},
  author={Vrachnos, Euripides and Jimoyiannis, Athanassios},
  booktitle={Advanced Learning Technologies, 2008. ICALT'08. Eighth IEEE International Conference on},
  pages={319--323},
  year={2008},
  organization={IEEE}
}

@article{kulkarni2016weka,
  title={Weka powerful tool in data mining},
  author={Kulkarni, E and Kulkarni, Raj B},
  journal={International Journal of Computer Applications},
  pages={9--15},
  year={2016}
}

@article{smith2010dialando,
  title={Dialando: tangible programming for the novice with Scratch, processing and arduino},
  author={Smith, Andrew C},
  year={2010}
}

@article{miloˇs2013using,
  title={Using RapidMiner for Research: Experimental Evaluation of Learners},
  author={Miloˇs, Jovanovic and Milan, Vukicevic and Boris, Delibaˇsic and Milija, Suknovic},
  journal={RapidMiner: Data Mining Use Cases and Business Analytics Applications},
  pages={439},
  year={2013},
  publisher={CRC Press}
}

@misc{idf:UCD, 
title={Interaction Design Foundation\textemdash What is User Centered Design?}, url={https://www.interaction-design.org/literature/topics/user-centered-design}, 
journal={The Interaction Design Foundation},
organization ={Interaction Design Foundation},
year = {2018}
}

@misc{mit:Scratch, 
title={Scratch - About}, 
url={https://scratch.mit.edu/about}, 
journal={Scratch - Imagine, Program, Share},
organization ={Lifelong Kindergarten Group at the MIT Media Lab},
year ={2018}
}

@article{lee2016interactive,
  title={An Interactive Machine Learning Framework},
  author={Lee, Teng and Johnson, James and Cheng, Steve},
  journal={arXiv preprint arXiv:1610.05463},
  year={2016}
}

@incollection{boukhelifa2018evaluation,
  title={Evaluation of Interactive Machine Learning Systems},
  author={Boukhelifa, Nadia and Bezerianos, Anastasia and Lutton, Evelyne},
  booktitle={Human and Machine Learning},
  pages={341--360},
  year={2018},
  publisher={Springer}
}

@article{amershi2014power,
  title={Power to the people: The role of humans in interactive machine learning},
  author={Amershi, Saleema and Cakmak, Maya and Knox, William Bradley and Kulesza, Todd},
  journal={AI Magazine},
  volume={35},
  number={4},
  pages={105--120},
  year={2014}
}

@misc{code.org, title={Code with Anna and Elsa}, url={https://studio.code.org/s/frozen/stage/1/puzzle/6}, journal={Code.org}, author={Code.org},year= {2018}}

@misc{mit, title={Scratch - Monster - a Scrolling Platformer/Maze}, url={https://scratch.mit.edu/projects/237536987/#editor}, journal={Scratch - Imagine, Program, Share}, author={MIT}, year= {2018}}

@article{Hall2009weka,
 author = {Hall, Mark and Frank, Eibe and Holmes, Geoffrey and Pfahringer, Bernhard and Reutemann, Peter and Witten, Ian H.},
 title = {The WEKA Data Mining Software: An Update},
 journal = {SIGKDD Explor. Newsl.},
 issue_date = {June 2009},
 volume = {11},
 number = {1},
 month = nov,
 year = {2009},
 issn = {1931-0145},
 pages = {10--18},
 numpages = {9},
 url = {http://doi.acm.org/10.1145/1656274.1656278},
 doi = {10.1145/1656274.1656278},
 acmid = {1656278},
 publisher = {ACM},
 address = {New York, NY, USA},
} 

@inproceedings{nielsen1992finding,
  title={Finding usability problems through heuristic evaluation},
  author={Nielsen, Jakob},
  booktitle={Proceedings of the SIGCHI conference on Human factors in computing systems},
  pages={373--380},
  year={1992},
  organization={ACM}
}

@article{tory2005evaluating,
  title={Evaluating visualizations: do expert reviews work?},
  author={Tory, Melanie and Moller, Torsten},
  journal={IEEE computer graphics and applications},
  volume={25},
  number={5},
  pages={8--11},
  year={2005},
  publisher={IEEE}
}

@article{carroll2013human,
  title={Human computer interaction-brief intro},
  author={Carroll, John M},
  journal={The Encyclopedia of Human-Computer Interaction, 2nd Ed.},
  year={2013},
  publisher={The Interaction Design Foundation}
}

@incollection{dix2009human,
  title={Human-computer interaction},
  author={Dix, Alan},
  booktitle={Encyclopedia of database systems},
  pages={1327--1331},
  year={2009},
  publisher={Springer}
}

@article{myers1998brief,
  title={A brief history of human-computer interaction technology},
  author={Myers, Brad A},
  journal={interactions},
  volume={5},
  number={2},
  pages={44--54},
  year={1998},
  publisher={ACM}
}

@article{abras2004user,
  title={User-centered design},
  author={Abras, Chadia and Maloney-Krichmar, Diane and Preece, Jenny},
  journal={Bainbridge, W. Encyclopedia of Human-Computer Interaction. Thousand Oaks: Sage Publications},
  volume={37},
  number={4},
  pages={445--456},
  year={2004},
  publisher={Citeseer}
}

@book{garrett2010elements,
  title={Elements of user experience, the: user-centered design for the web and beyond},
  author={Garrett, Jesse James},
  year={2010},
  publisher={Pearson Education}
}

@article{landset2015mltools,
author = {Landset, Sara and Khoshgoftaar, Taghi and N. Richter, Aaron and Hasanin, Tawfiq},
year = {2015},
month = {12},
pages = {},
title = {A survey of open source tools for machine learning with big data in the Hadoop ecosystem},
volume = {2},
booktitle = {Journal of Big Data}
}

@inproceedings{cortellessa2006mixed,
 author = {Cortellessa, Gabriella and Cesta, Amedeo},
 title = {Evaluating Mixed-initiative Systems: An Experimental Approach},
 booktitle = {Proceedings of the Sixteenth International Conference on International Conference on Automated Planning and Scheduling},
 series = {ICAPS'06},
 year = {2006},
 isbn = {978-1-57735-270-9},
 location = {Cumbria, UK},
 pages = {172--181},
 numpages = {10},
 url = {http://dl.acm.org/citation.cfm?id=3037104.3037128},
 acmid = {3037128},
 publisher = {AAAI Press},
} 

@article{pedragosa2011scikit,
 author = {Pedregosa, Fabian and Varoquaux, Ga\"{e}l and Gramfort, Alexandre and Michel, Vincent and Thirion, Bertrand and Grisel, Olivier and Blondel, Mathieu and Prettenhofer, Peter and Weiss, Ron and Dubourg, Vincent and Vanderplas, Jake and Passos, Alexandre and Cournapeau, David and Brucher, Matthieu and Perrot, Matthieu and Duchesnay, \'{E}douard},
 title = {Scikit-learn: Machine Learning in Python},
 journal = {J. Mach. Learn. Res.},
 issue_date = {2/1/2011},
 volume = {12},
 month = nov,
 year = {2011},
 issn = {1532-4435},
 pages = {2825--2830},
 numpages = {6},
 url = {http://dl.acm.org/citation.cfm?id=1953048.2078195},
 acmid = {2078195},
 publisher = {JMLR.org},
} 

@misc{mjrovai_2017, 
title={Physical Computing - Scratch for Arduino},
url={https://www.instructables.com/id/Physical-Computing-Scratch-for-Arduino/},
journal={Instructables.com},
publisher={Instructables},
author={mjrovai}, 
year={2017}, 
month={Aug}}

@misc{waikato, 
year={2018},
url={https://www.cs.waikato.ac.nz/~ml/weka/gui_explorer.html}, 
journal={Weka 3 - Data Mining with Open Source Machine Learning Software in Java}, author={Waikato}}

@misc{halim_2011, url={https://visualgo.net/bn/sorting}, journal={VisuAlgo - Sorting (Bubble, Selection, Insertion, Merge, Quick, Counting, Radix)}, author={Halim, Steven}, year={2011}}

@misc{wentworth_2018, title={Visual Workflow for Predictive Analytics | RapidMiner© Studio}, url={https://rapidminer.com/products/studio/}, journal={RapidMiner}, publisher={RapidMiner}, author={Wentworth, Tom}, year={2018}, month={Sep}}

@article{daae2015classification,
  title={A classification of user research methods for design for sustainable behaviour},
  author={Daae, Johannes and Boks, Casper},
  journal={Journal of Cleaner Production},
  volume={106},
  pages={680--689},
  year={2015},
  publisher={Elsevier}
}

@incollection{maguire2002user,
  title={User requirements analysis},
  author={Maguire, Martin and Bevan, Nigel},
  booktitle={Usability},
  pages={133--148},
  year={2002},
  publisher={Springer}
}

@article{lanter2016user,
  title={User-Centered Design},
  author={Lanter, David and Essinger, Rupert},
  journal={International Encyclopedia of Geography: People, the Earth, Environment and Technology},
  pages={1--4},
  year={2016},
  publisher={American Cancer Society}
}

@misc{2018overload, 
  title={Information Overload, Why it Matters and How to Combat It}, url={https://www.interaction-design.org/literature/article/information-overload-why-it-matters-and-how-to-combat-it?}, 
  journal={The Interaction Design Foundation}, 
  year={2018}, month={Oct}
}

@inproceedings{hussain2009current,
  title={Current state of agile user-centered design: A survey},
  author={Hussain, Zahid and Slany, Wolfgang and Holzinger, Andreas},
  booktitle={Symposium of the Austrian HCI and Usability Engineering Group},
  pages={416--427},
  year={2009},
  organization={Springer}
}

@inproceedings{da2011user,
  title={User-centered design and agile methods: a systematic review},
  author={Da Silva, Tiago Silva and Martin, Angela and Maurer, Frank and Silveira, Milene},
  booktitle={Agile Conference (AGILE), 2011},
  pages={77--86},
  year={2011},
  organization={IEEE}
}

@phdthesis{ye2015pre,
 title={Using Machine Learning for Exploratory Data Analysis and Predictive Modelling}, author={Ye, Jiaqi}, 
 year={2015}
}

@misc{tensorflow_2015, title={TensorFlow}, url={https://www.tensorflow.org/}, journal={TensorFlow}, year={2015}, month={Nov}}

@misc{tensorflow_2016, title={TensorFlow Playground}, url={http://playground.tensorflow.org/}, journal={A Neural Network Playground - Tensorflow}, year={2016}, month={Mar}}

@misc{edwardtensorboard_2017, title={Edward}, url={http://edwardlib.org/tutorials/tensorboard}, journal={Edward – Tensorboard}, year={2017}}

@misc{travis_2014, title={Measuring satisfaction: Beyond the usability questionnaire}, url={https://www.userfocus.co.uk/articles/satisfaction.html}, journal={Userfocus}, author={Travis, David}, year={2014}}

@misc{sauro_2011, title={Measuring Usability with the System Usability Scale (SUS)}, url={https://measuringu.com/sus/}, journal={MeasuringU}, author={Sauro, Jeff}, year={2011}, month={Feb}}

@misc{hadialathas_2018, title={How to Measure Product Usability with the System Usability Scale (SUS) Score}, url={https://uxplanet.org/how-to-measure-product-usability-with-the-system-usability-scale-sus-score-69f3875b858f}, journal={Medium}, publisher={UX Planet}, author={/@hadialathas}, year={2018}, month={Nov}}

@misc{travis_2007, title={Usability Expert Reviews: Beyond Heuristic Evaluation}, url={https://www.userfocus.co.uk/articles/expertreviews.html}, journal={Userfocus}, author={Travis, David}, year={2007}}

@inproceedings{Amershi:2019:GHI:3290605.3300233,
 author = {Amershi, Saleema and Weld, Dan and Vorvoreanu, Mihaela and Fourney, Adam and Nushi, Besmira and Collisson, Penny and Suh, Jina and Iqbal, Shamsi and Bennett, Paul N. and Inkpen, Kori and Teevan, Jaime and Kikin-Gil, Ruth and Horvitz, Eric},
 title = {Guidelines for Human-AI Interaction},
 booktitle = {Proceedings of the 2019 CHI Conference on Human Factors in Computing Systems},
 series = {CHI '19},
 year = {2019},
 isbn = {978-1-4503-5970-2},
 location = {Glasgow, Scotland Uk},
 pages = {3:1--3:13},
 articleno = {3},
 numpages = {13},
 url = {http://doi.acm.org/10.1145/3290605.3300233},
 doi = {10.1145/3290605.3300233},
 acmid = {3300233},
 publisher = {ACM},
 address = {New York, NY, USA},
 keywords = {ai-infused systems, design guidelines, human-ai interaction},
} 

@misc{glenn_2018, title={Inter-rater Reliability IRR: Definition, Calculation}, url={https://www.statisticshowto.datasciencecentral.com/inter-rater-reliability/}, journal={Statistics How To}, author={Glenn, Stephanie}, year={2018}, month={Aug}}