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Journal Articles

Identifying High-Potential Work Areas in Engineering for Global Development: Linking Industry Sectors to the Human Development Index

Daniel O. Smith, Christopher A. Mattson, Eric C. Dahlin
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. June 2021, 143(6): 061404.
Paper No: MD-20-1395
https://doi.org/10.1115/1.4048746
Published Online: December 14, 2020
View Article titled, Identifying High-Potential Work Areas in Engineering for Global Development: Linking Industry Sectors to the Human Development Index
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Topics: Developing nations, Education, Feature selection, Manufacturing, Public utilities, Transportation systems, Regression models, Mining, Natural resources, Filters
Journal Articles

Organizing Tagged Knowledge: Similarity Measures and Semantic Fluency in Structure Mining

Thurston Sexton, Mark Fuge
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. March 2020, 142(3): 031111.
Paper No: MD-19-1432
https://doi.org/10.1115/1.4045686
Published Online: January 13, 2020
View Article titled, Organizing Tagged Knowledge: Similarity Measures and Semantic Fluency in Structure Mining
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Topics: Design, Maintenance, Mining, Modeling, Probability, Trenching machinery
Journal Articles

Mining and Representing the Concept Space of Existing Ideas for Directed Ideation

Yuejun He, Bradley Camburn, Haowen Liu, Jianxi Luo, Maria Yang, Kristin Wood
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. December 2019, 141(12): 121101.
Paper No: MD-19-1172
https://doi.org/10.1115/1.4044399
Published Online: September 27, 2019
View Article titled, Mining and Representing the Concept Space of Existing Ideas for Directed Ideation
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Topics: Computers, Design, Natural language processing, Transportation systems, Creativity, Mining
Journal Articles

Mining Changes in User Expectation Over Time From Online Reviews

Tianjun Hou, Bernard Yannou, Yann Leroy, Emilie Poirson
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research-Article
J. Mech. Des. September 2019, 141(9): 091102.
Paper No: MD-18-1734
https://doi.org/10.1115/1.4042793
Published Online: April 18, 2019
View Article titled, Mining Changes in User Expectation Over Time From Online Reviews
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Topics: Design, Flow (Dynamics), Mining, Natural language processing, Preferences, Product design, Arches
Journal Articles

Learning From the Past: Uncovering Design Process Models Using an Enriched Process Mining

Lijun Lan, Ying Liu, Wen Feng Lu
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research-Article
J. Mech. Des. April 2018, 140(4): 041403.
Paper No: MD-17-1245
https://doi.org/10.1115/1.4039200
Published Online: February 27, 2018
View Article titled, Learning From the Past: Uncovering Design Process Models Using an Enriched Process Mining
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Topics: Design, Mining, Workflow
Journal Articles

Predicting Future Importance of Product Features Based on Online Customer Reviews

Huimin Jiang, C. K. Kwong, K. L. Yung
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research-Article
J. Mech. Des. November 2017, 139(11): 111413.
Paper No: MD-17-1173
https://doi.org/10.1115/1.4037348
Published Online: October 2, 2017
View Article titled, Predicting Future Importance of Product Features Based on Online Customer Reviews
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Topics: Time series, Mining, Weight (Mass)
Journal Articles

Mining Process Heuristics From Designer Action Data via Hidden Markov Models

Christopher McComb, Jonathan Cagan, Kenneth Kotovsky
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research-Article
J. Mech. Des. November 2017, 139(11): 111412.
Paper No: MD-17-1161
https://doi.org/10.1115/1.4037308
Published Online: October 2, 2017
View Article titled, Mining Process Heuristics From Designer Action Data via Hidden Markov Models
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Topics: Cooling systems, Design, Topology, Trusses (Building), Emissions, Mining
Journal Articles

A Bayesian Sampling Method for Product Feature Extraction From Large-Scale Textual Data

Sunghoon Lim, Conrad S. Tucker
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research-Article
J. Mech. Des. June 2016, 138(6): 061403.
Paper No: MD-15-1456
https://doi.org/10.1115/1.4033238
Published Online: April 20, 2016
View Article titled, A Bayesian Sampling Method for Product Feature Extraction From Large-Scale Textual Data
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Topics: Algorithms, Errors, Feature extraction, Information retrieval, Probability, Sampling methods, Product design, Machinery, Machine learning, Mining
Journal Articles

Latent Customer Needs Elicitation by Use Case Analogical Reasoning From Sentiment Analysis of Online Product Reviews

Feng Zhou, Roger Jianxin Jiao, Julie S. Linsey
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research-Article
J. Mech. Des. July 2015, 137(7): 071401.
Paper No: MD-14-1525
https://doi.org/10.1115/1.4030159
Published Online: July 1, 2015
View Article titled, Latent Customer Needs Elicitation by Use Case Analogical Reasoning From Sentiment Analysis of Online Product Reviews
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Topics: Algorithms, Construction, Data collection, Databases, Design, Fire, Preferences, Support vector machines, Semantics, Redundancy (Engineering)
Journal Articles

A Data-Driven Network Analysis Approach to Predicting Customer Choice Sets for Choice Modeling in Engineering Design

Mingxian Wang, Wei Chen
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research-Article
J. Mech. Des. July 2015, 137(7): 071410.
Paper No: MD-14-1553
https://doi.org/10.1115/1.4030160
Published Online: July 1, 2015
View Article titled, A Data-Driven Network Analysis Approach to Predicting Customer Choice Sets for Choice Modeling in Engineering Design
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Topics: Engineering design, Modeling, Network analysis, Vehicles, Mining
Journal Articles

Automated Discovery of Lead Users and Latent Product Features by Mining Large Scale Social Media Networks

Suppawong Tuarob, Conrad S. Tucker
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research-Article
J. Mech. Des. July 2015, 137(7): 071402.
Paper No: MD-14-1611
https://doi.org/10.1115/1.4030049
Published Online: July 1, 2015
View Article titled, Automated Discovery of Lead Users and Latent Product Features by Mining Large Scale Social Media Networks
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Topics: Algorithms, Data collection, Feature extraction, Mining, Product development, Design, Preferences
Journal Articles

Continuous Preference Trend Mining for Optimal Product Design With Multiple Profit Cycles

Jungmok Ma, Harrison M. Kim
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research-Article
J. Mech. Des. June 2014, 136(6): 061002.
Paper No: MD-13-1226
https://doi.org/10.1115/1.4026937
Published Online: April 11, 2014
View Article titled, Continuous Preference Trend Mining for Optimal Product Design With Multiple Profit Cycles
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Topics: Algorithms, Cycles, Design, Mining, Preferences, Product design
Journal Articles

Formalizing and Exploring the Transferability of Inclusive Design Rules

Shraddha Sangelkar, Daniel A. McAdams
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research-Article
J. Mech. Des. September 2013, 135(9): 091004.
Paper No: MD-12-1491
https://doi.org/10.1115/1.4024725
Published Online: July 2, 2013
View Article titled, Formalizing and Exploring the Transferability of Inclusive Design Rules
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Topics: Design, Mining
Journal Articles

Adapting ADA Architectural Design Knowledge for Universal Product Design Using Association Rule Mining: A Function Based Approach

Shraddha Sangelkar, Daniel A. McAdams
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. July 2012, 134(7): 071003.
https://doi.org/10.1115/1.4006738
Published Online: June 8, 2012
View Article titled, Adapting ADA Architectural Design Knowledge for Universal Product Design Using Association Rule Mining: A Function Based Approach
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Topics: Design, Mining
Journal Articles

Trend Mining for Predictive Product Design

Conrad S. Tucker, Harrison M. Kim
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. November 2011, 133(11): 111008.
https://doi.org/10.1115/1.4004987
Published Online: November 11, 2011
View Article titled, Trend Mining for Predictive Product Design
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Topics: Mining, Modeling, Product design, Time series, Design, Data mining, Preferences