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2021

Conference Publication

Invertible concept-based explanations for CNN models with non-negative concept activation vectors

Zhang, Ruihan, Madumal, Prashan, Miller, Tim, Ehinger, Krista A. and Rubinstein, Benjamin I. P. (2021). Invertible concept-based explanations for CNN models with non-negative concept activation vectors. 35th AAAI Conference on Artificial Intelligence / 33rd Conference on Innovative Applications of Artificial Intelligence / 11th Symposium on Educational Advances in Artificial Intelligence, Virtual, 2-9 February 2021. Palo Alto, CA United States: Association for the Advancement of Artificial Intelligence. doi: 10.1609/aaai.v35i13.17389

Invertible concept-based explanations for CNN models with non-negative concept activation vectors

2020

Journal Article

Combining gaze and AI planning for online human intention recognition

Singh, Ronal, Miller, Tim, Newn, Joshua, Velloso, Eduardo, Vetere, Frank and Sonenberg, Liz (2020). Combining gaze and AI planning for online human intention recognition. Artificial Intelligence, 284 103275. doi: 10.1016/j.artint.2020.103275

Combining gaze and AI planning for online human intention recognition

2020

Journal Article

Explainable artificial intelligence models using real-world electronic health record data: a systematic scoping review

Payrovnaziri, Seyedeh Neelufar, Chen, Zhaoyi, Rengifo-Moreno, Pablo, Miller, Tim, Bian, Jiang, Chen, Jonathan H., Liu, Xiuwen and He, Zhe (2020). Explainable artificial intelligence models using real-world electronic health record data: a systematic scoping review. Journal of the American Medical Informatics Association, 27 (7), 1173-1185. doi: 10.1093/jamia/ocaa053

Explainable artificial intelligence models using real-world electronic health record data: a systematic scoping review

2020

Journal Article

Demand-Driven Transparency for Monitoring Intelligent Agents

Vered, Mor, Howe, Piers, Miller, Tim, Sonenberg, Liz and Velloso, Eduardo (2020). Demand-Driven Transparency for Monitoring Intelligent Agents. IEEE Transactions on Human-Machine Systems, 50 (3), 264-275. doi: 10.1109/thms.2020.2988859

Demand-Driven Transparency for Monitoring Intelligent Agents

2019

Journal Article

XAI—Explainable artificial intelligence

Gunning, David, Stefik, Mark, Choi, Jaesik, Miller, Timothy, Stumpf, Simone and Yang, Guang-Zhong (2019). XAI—Explainable artificial intelligence. Science Robotics, 4 (37). doi: 10.1126/scirobotics.aay7120

XAI—Explainable artificial intelligence

2019

Conference Publication

Motivational Modelling in Software for Homelessness: Lessons from an Industrial Study

Burrows, Rachel, Lopez-Lorca, Antonio, Sterling, Leon, Miller, Tim, Mendoza, Antonette and Pedell, Sonja (2019). Motivational Modelling in Software for Homelessness: Lessons from an Industrial Study. 2019 IEEE 27th International Requirements Engineering Conference (RE), Jeju, Korea, 23-27 September 2019. Piscataway, NJ United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/re.2019.00039

Motivational Modelling in Software for Homelessness: Lessons from an Industrial Study

2019

Journal Article

Explanation in artificial intelligence: insights from the social sciences

Miller, Tim (2019). Explanation in artificial intelligence: insights from the social sciences. Artificial Intelligence, 267, 1-38. doi: 10.1016/j.artint.2018.07.007

Explanation in artificial intelligence: insights from the social sciences

2018

Journal Article

Explaining Explanation, Part 4: A Deep Dive on Deep Nets

Hoffman, Robert, Miller, Tim, Mueller, Shane T., Klein, Gary and Clancey, William J. (2018). Explaining Explanation, Part 4: A Deep Dive on Deep Nets. Ieee Intelligent Systems, 33 (3), 87-95. doi: 10.1109/MIS.2018.033001421

Explaining Explanation, Part 4: A Deep Dive on Deep Nets

2018

Book Chapter

Social Planning for Trusted Autonomy

Miller, Tim, Pearce, Adrian R. and Sonenberg, Liz (2018). Social Planning for Trusted Autonomy. Foundations of Trusted Autonomy. (pp. 67-86) Cham, Switzerland: Springer. doi: 10.1007/978-3-319-64816-3_4

Social Planning for Trusted Autonomy

2017

Journal Article

A framework for automatically ensuring the conformance of agent designs

Abushark, Yoosef, Thangarajah, John, Harland, James and Miller, Tim (2017). A framework for automatically ensuring the conformance of agent designs. Journal of Systems and Software, 131, 266-310. doi: 10.1016/j.jss.2017.05.098

A framework for automatically ensuring the conformance of agent designs

2016

Journal Article

Requirements specification via activity diagrams for agent-based systems

Abushark, Yoosef, Miller, Tim, Thangarajah, John, Winikoff, Michael and Harland, James (2016). Requirements specification via activity diagrams for agent-based systems. Autonomous Agents and Multi-Agent Systems, 31 (3), 423-468. doi: 10.1007/s10458-016-9327-7

Requirements specification via activity diagrams for agent-based systems

2015

Conference Publication

Early Detection of Design Faults Relative to Requirement Specifications in Agent-Based Models

Abushark, Yoosef, Thangarajah, John, Miller, Tim, Harland, James and Winikoff, Michael (2015). Early Detection of Design Faults Relative to Requirement Specifications in Agent-Based Models. 14th International Conference on Autonomous Agents and Multiagent Systems (AAMAS), Istanbul Turkey, May 04-08, 2015. NEW YORK: ASSOC COMPUTING MACHINERY.

Early Detection of Design Faults Relative to Requirement Specifications in Agent-Based Models

2014

Journal Article

Requirements Elicitation and Specification Using the Agent Paradigm: The Case Study of an Aircraft Turnaround Simulator

Miller, Tim, Bin Lu, , Sterling, Leon, Beydoun, Ghassan and Taveter, Kuldar (2014). Requirements Elicitation and Specification Using the Agent Paradigm: The Case Study of an Aircraft Turnaround Simulator. IEEE Transactions on Software Engineering, 40 (10), 1007-1024. doi: 10.1109/tse.2014.2339827

Requirements Elicitation and Specification Using the Agent Paradigm: The Case Study of an Aircraft Turnaround Simulator

2014

Conference Publication

Checking Consistency of Agent Designs Against Interaction Protocols for Early-Phase Defect Location

Abushark, Yoosef, Thangarajah, John, Miller, Tim and Harland, James (2014). Checking Consistency of Agent Designs Against Interaction Protocols for Early-Phase Defect Location. International Conference on Autonomous Agents and Multiagent Systems (AAMAS), Paris France, May 05-09, 2014. NEW YORK: ASSOC COMPUTING MACHINERY.

Checking Consistency of Agent Designs Against Interaction Protocols for Early-Phase Defect Location

2013

Journal Article

Efficient storage and retrieval in agent protocol libraries using subsumption hierarchies

Miller, Tim and McBurney, Peter (2013). Efficient storage and retrieval in agent protocol libraries using subsumption hierarchies. Multiagent and Grid Systems, 9 (2), 101-134. doi: 10.3233/mgs-130202

Efficient storage and retrieval in agent protocol libraries using subsumption hierarchies

2013

Journal Article

Using Dependency Structures for Prioritization of Functional Test Suites

Haidry, Shifa-e-Zehra and Miller, Tim (2013). Using Dependency Structures for Prioritization of Functional Test Suites. IEEE Transactions on Software Engineering, 39 (2), 258-275. doi: 10.1109/tse.2012.26

Using Dependency Structures for Prioritization of Functional Test Suites

2012

Journal Article

Understanding socially oriented roles and goals through motivational modelling

Miller, Tim, Pedell, Sonja, Sterling, Leon, Vetere, Frank and Howard, Steve (2012). Understanding socially oriented roles and goals through motivational modelling. Journal of Systems and Software, 85 (9), 2160-2170. doi: 10.1016/j.jss.2012.04.049

Understanding socially oriented roles and goals through motivational modelling

2012

Journal Article

A case study in model-based testing of specifications and implementations

Miller, Tim and Strooper, Paul (2012). A case study in model-based testing of specifications and implementations. Software Testing, Verification and Reliability, 22 (1), 33-63. doi: 10.1002/stvr.431

A case study in model-based testing of specifications and implementations

2005

Other Outputs

Using specification animation to support specification testing and software testing

Miller, Timothy (2005). Using specification animation to support specification testing and software testing. PhD Thesis, School of Information Technology and Electrical Engineering, The University of Queensland. doi: 10.14264/275872

Using specification animation to support specification testing and software testing

2005

Conference Publication

CZT support for Z extensions

Miller, Tim, Freitas, Leo, Malik, Petra and Utting, Mark (2005). CZT support for Z extensions. IFM 2005: Integrated Formal Methods, Eindhoven, The Netherlands, 29 November - 2 December 2005. Berlin, Germany: Springer. doi: 10.1007/11589976_14

CZT support for Z extensions