Fetching the paper…
Reading the bibliography…
Machine learning (ML) fairness research tends to focus primarily on mathematically-based interventions on often opaque algorithms or models and/or their immediate inputs and outputs.
A theory of human motivation
Abraham H Maslow. 1943 · 1943
Earlier work this paper cites.
The theory of open systems in physics and biology
Ludwig Von Bertalanffy. 1950 · 1950
Earlier work this paper cites.
Industrial dynamics. 1961
Jay W. Forrester. 1961 · 1961
Earlier work this paper cites.
Contemporary instinct theory and the fixed action pattern
Howard Moltz. 1965 · 1965
Earlier work this paper cites.
Modern Systems Research for the Behavioral Scientist: A Sourcebook
W.F. Buckley. 1968 · 1968
Earlier work this paper cites.
Urban dynamics
Jay W Forrester. 1969 · 1969
Earlier work this paper cites.
Counterintuitive behavior of social systems
Jay W. Forrester. 1971 · 1971
Earlier work this paper cites.
Models of bounded rationality: Empirically grounded economic reason . Vol. 3
Herbert Alexander Simon. 1982 · 1982
Earlier work this paper cites.
The social construction of facts and artefacts: Or how the sociology of science and the sociology of technology might benefit each other
Trevor J Pinch and Wiebe E Bijker. 1984 · 1984
Earlier work this paper cites.
The sociology of an actor-network: The case of the electric vehicle
Michel Callon. 1986 · 1986
Earlier work this paper cites.
Technology and heterogeneous engineering: The case of Portuguese expansion
John Law et al · 1987
Earlier work this paper cites.
Society of mind
Marvin Minsky. 1988 · 1988
Earlier work this paper cites.
Issue-based information systems for design
Douglas Noble and Horst WJ Rittel. 1988 · 1988
Earlier work this paper cites.
Feedback thought in social science and systems theory
George P Richardson. 1991 · 1991
Earlier work this paper cites.
Slicing a complex problem for system dynamics modeling
Khalid Saeed. 1992 · 1992
Earlier work this paper cites.
Systems thinking: critical thinking skills for the 1990s and beyond
Barry Richmond. 1993 · 1993
Earlier work this paper cites.
System dynamics, systems thinking, and soft OR
Jay W. Forrester. 1994 · 1994
Earlier work this paper cites.
Foundations of mental model research. In Proceedings of the 1994 International System Dynamics Conference . EF Wolstenholme, 181–192
George P Richardson, David F Andersen, Terrence A Maxwell, and Thomas R Stewart. 1994 · 1994
Earlier work this paper cites.
Hidden order: how adaptation builds complexity
John Henry Holland. 1995 · 1995
Earlier work this paper cites.
The construction of social reality
John R Searle, S Willis, et al · 1995
Earlier work this paper cites.
Social context in HCl: A new framework for mental models, cooperation, and communication
Giuseppe Mantovani. 1996 · 1996
Earlier work this paper cites.
A complex adaptive systems model of organization change
Kevin J Dooley. 1997 · 1997
Earlier work this paper cites.
Industrial dynamics
Jay W. Forrester. 1997 · 1997
Earlier work this paper cites.
Face-specific processing in the human fusiform gyrus
Gregory McCarthy, Aina Puce, John C Gore, and Truett Allison. 1997 · 1997
Earlier work this paper cites.
Group model building: facilitating team learning using system dynamics
S Peck. 1998 · 1998
Earlier work this paper cites.
Defining a problem or constructing a reference mode
Khalid Saeed. 1998 · 1998
Earlier work this paper cites.
Organizations as adaptive systems in complex environments: The case of China
Max Boisot and John Child. 1999 · 1999
Earlier work this paper cites.
Leverage points: Places to intervene in a system
Donella Meadows. 1999 · 1999
Earlier work this paper cites.
Harnessing complexity
Robert Axelrod and Michael D Cohen. 2000 · 2000
Earlier work this paper cites.
Complex adaptive systems and complexity theory: inter-related knowledge domains
Rebecca Dodder and Robert Dare. 2000 · 2000
Earlier work this paper cites.
Business dynamics: Systems thinking and modeling for a complex world
John D. Sterman. 2000 · 2000
Earlier work this paper cites.
Supply networks and complex adaptive systems: control versus emergence
Thomas Y Choi, Kevin J Dooley, and Manus Rungtusanatham. 2001 · 2001
Earlier work this paper cites.
The challenge of complexity in health care
Paul E Plsek and Trisha Greenhalgh. 2001 · 2001
Earlier work this paper cites.
System dynamics modeling: tools for learning in a complex world
John D. Sterman. 2001 · 2001
Earlier work this paper cites.
Complexity and postmodernism: Understanding complex systems
Paul Cilliers. 2002 · 2002
Earlier work this paper cites.
The social construction of fairness: Social influence and sense making in organizations
Kai Lamertz. 2002 · 2002
Earlier work this paper cites.
Environmental sustainability in an agricultural development project: a system dynamics approach
Ali Kerem Saysel, Yaman Barlas, and Orhan Yenigün. 2002 · 2002
Cited alongside, same era.
Health care organizations as complex adaptive systems
James W Begun, Brenda Zimmerman, and Kevin Dooley. 2003 · 2003
Cited alongside, same era.
Theory-based causal inference. In Advances in neural information processing systems . 43–50
Joshua B Tenenbaum and Thomas L Griffiths. 2003 · 2003
Cited alongside, same era.
Focus-group interview and data analysis
Fatemeh Rabiee. 2004 · 2004
Cited alongside, same era.
Invisible force: Farmers’ mental models and how they influence learning and actions
Eileen Eckert and Alexandra Bell. 2005 · 2005
Cited alongside, same era.
Supply-chain networks: a complex adaptive systems perspective
Amit Surana, Soundar Kumara*, Mark Greaves, and Usha Nandini Raghavan. 2005 · 2005
Community based system dynamic as an approach for understanding and acting on messy problems: a case study for global mental health intervention in Afghanistan
Jean-Francois Trani, Ellis Ballard, Parul Bakhshi, and Peter Hovmand. 2016 · 2016
Later among the works it cites.
AI now 2017 report
Alex Campolo, Madelyn Sanfilippo, Meredith Whittaker, and Kate Crawford. 2017 · 2017
Later among the works it cites.
Fair prediction with disparate impact: A study of bias in recidivism prediction instruments
Alexandra Chouldechova. 2017 · 2017
Later among the works it cites.
Runaway feedback loops in predictive policing
Danielle Ensign, Sorelle A Friedler, Scott Neville, Carlos Scheidegger, and Suresh Venkatasubramanian. 2017 · 2017
Later among the works it cites.
Avoiding discrimination through causal reasoning. In Advances in Neural Information Processing Systems . 656–666
Niki Kilbertus, Mateo Rojas Carulla, Giambattista Parascandolo, Moritz Hardt, Dominik Janzing, and Bernhard Schölkopf. 2017 · 2017
alphaXiv searches the wider corpus for related work and actual follow-ups.
alphaXiv is searching for related work…
Cited alongside, same era.
Navigating towards sustainable development: A system dynamics approach
Peder Hjorth and Ali Bagheri. 2006 · 2006
Cited alongside, same era.
Organizations as complex adaptive systems: Implications of complexity theory for leadership research
Marguerite Schneider and Mark Somers. 2006 · 2006
Cited alongside, same era.
Learning from evidence in a complex world
John D. Sterman. 2006 · 2006
Cited alongside, same era.
Reassembling the social - An introduction to actor network theory
Attila Bruni and Maurizio Teli. 2007 · 2007
Cited alongside, same era.
System dynamics–a personal view of the first fifty years
Jay W. Forrester. 2007 · 2007
Cited alongside, same era.
The functional theory of counterfactual thinking
Kai Epstude and Neal J Roese. 2008 · 2008
Cited alongside, same era.
Later among the works it cites.
The most underrated skill in management
Nelson Peter Repenning, Don Kieffer, and Todd Astor. 2017 · 2017
Later among the works it cites.
The fourth industrial revolution
Klaus Schwab. 2017 · 2017
Later among the works it cites.
The economy as an evolving complex system
Philip W Anderson. 2018 · 2018
Later among the works it cites.
Moving alcohol prevention research forward-Part II: new directions grounded in community-based system dynamics modeling
Yorghos Apostolopoulos, Michael K Lemke, Adam E Barry, and Kristen Hassmiller Lich. 2018 · 2018
Later among the works it cites.
Artificial Intelligence: Real Public Engagement
Brhmie Balaram, Tony Greenham, and Jasmine Leonard. 2018 · 2018
Later among the works it cites.
Gender shades: Intersectional accuracy disparities in commercial gender classification. In Conference on fairness, accountability and transparency . 77–91
Joy Buolamwini and Timnit Gebru. 2018 · 2018
Later among the works it cites.
A Causal Bayesian Networks Viewpoint on Fairness. In IFIP International Summer School on Privacy and Identity Management . Springer, 3–20
Silvia Chiappa and William S Isaac. 2018 · 2018
Later among the works it cites.
The Frontiers of Fairness in Machine Learning
Alexandra Chouldechova and Aaron Roth. 2018 · 2018
Later among the works it cites.
Automating inequality: How high-tech tools profile, police, and punish the poor
Virginia Eubanks. 2018 · 2018
Later among the works it cites.
“Fair” Risk Assessments: A Precarious Approach for Criminal Justice Reform. In 5th Workshop on Fairness, Accountability, and Transparency in Machine Learning
Ben Green. 2018 · 2018
Later among the works it cites.
The misgendering machines: Trans/HCI implications of automatic gender recognition
Os Keyes. 2018 · 2018
Later among the works it cites.
Eddie Murphy and the Dangers of Counterfactual Causal Thinking About Detecting Racial Discrimination
Issa Kohler-Hausmann. 2018 · 2018
Later among the works it cites.
Delayed impact of fair machine learning
Lydia T Liu, Sarah Dean, Esther Rolf, Max Simchowitz, and Moritz Hardt. 2018 · 2018
Later among the works it cites.
FAT* 2018 Translation Tutorial: Understanding the Context and Consequences of Pre-trial Detention
Kristian Lum, Elizabeth Bender, and Wilkerson. [n.d.] · 2018
Later among the works it cites.
The Model Thinker: What You Need to Know to Make Data Work for You
Scott E Page. 2018 · 2018
Later among the works it cites.
The book of why: the new science of cause and effect
Judea Pearl and Dana Mackenzie. 2018 · 2018
Later among the works it cites.
Artificial Intelligence & Human Rights: Opportunities & Risks
Filippo A Raso, Hannah Hilligoss, Vivek Krishnamurthy, Christopher Bavitz, and Levin Kim. 2018 · 2018
Later among the works it cites.
Fairness and Abstraction in Sociotechnical Systems. In ACM Conference on Fairness, Accountability, and Transparency (FAT*)
Andrew D Selbst, Sorelle Friedler, Suresh Venkatasubramanian, Janet Vertesi, et al · 2018
Later among the works it cites.
AI now report 2018
Meredith Whittaker, Kate Crawford, Roel Dobbe, Genevieve Fried, Elizabeth Kaziunas, Varoon Mathur, Sarah Mysers West, Rashida Richardson, Jason Schultz, and Oscar Schwartz. 2018 · 2018
Later among the works it cites.
Model Metropolis
Kevin T Baker. 2019 · 2019
Later among the works it cites.
Path-specific counterfactual fairness. In Proceedings of the AAAI Conference on Artificial Intelligence , Vol. 33. 7801–7808
Silvia Chiappa. 2019 · 2019
Later among the works it cites.
Biased: Uncovering the Hidden Prejudice That Shapes What We See, Think, and Do
Jennifer L. Eberhardt. 2019 · 2019
Later among the works it cites.
Towards a Critical Race Methodology in Algorithmic Fairness
Alex Hanna, Emily Denton, Andrew Smart, and Jamila Smith-Loud. 2019 · 2019
Later among the works it cites.
Where fairness fails: On data, algorithms, and the limits of antidiscrimination discourse
Anna Lauren Hoffmann. 2019 · 2019
Later among the works it cites.
Dynamics of participation: System dynamics and participation–An empirical review
Gábor Király and Péter Miskolczi. 2019 · 2019
Later among the works it cites.
Fairness through Causal Awareness: Learning Causal Latent-Variable Models for Biased Data. In Proceedings of the Conference on Fairness, Accountability, and Transparency . ACM, 349–358
David Madras, Elliot Creager, Toniann Pitassi, and Richard Zemel. 2019 · 2019
Later among the works it cites.
Beyond DAGs: Modeling Causal Feedback with Fuzzy Cognitive Maps
Osonde Osoba and Bart Kosko. 2019 · 2019
Later among the works it cites.
Dirty Data, Bad Predictions: How Civil Rights Violations Impact Police Data, Predictive Policing Systems, and Justice
Rashida Richardson, Jason Schultz, and Kate Crawford. 2019 · 2019
Later among the works it cites.
Strengthening child inclusion in the classroom in rural schools of Pakistan and Afghanistan: What did we learn by testing the system dynamics protocol for community engagement?
Jean-François Trani, Parul Bakhshi, Alan Mozaffari, Munib Sohail, Hashim Rawab, Ian Kaplan, Ellis Ballard, and Peter Hovmand. 2019 · 2019
Later among the works it cites.
Toward inclusive tech policy design: a method for underrepresented voices to strengthen tech policy documents
Meg Young, Lassana Magassa, and Batya Friedman. 2019 · 2019
Later among the works it cites.
Roles for computing in social change. In Proceedings of the ACM Conference on Fairness, Accountability, and Transparency (FAT*) . ACM, 252–260
Rediet Abebe, Solon Barocas, Jon Kleinberg, Karen Levy, Manish Raghavan, and David G Robinson. 2020 · 2020
Closest in time.