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Journal Articles

Finding Social Networks Among Online Reviewers for Customer Segmentation

Seyoung Park, Harrison M. Kim
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. December 2022, 144(12): 121703.
Paper No: MD-22-1222
https://doi.org/10.1115/1.4055624
Published Online: October 10, 2022
View Article titled, Finding Social Networks Among Online Reviewers for Customer Segmentation
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Topics: Image segmentation, Design, Construction
Journal Articles

Phrase Embedding and Clustering for Sub-Feature Extraction From Online Data

Seyoung Park, Harrison M. Kim
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Technical Briefs
J. Mech. Des. May 2022, 144(5): 054501.
Paper No: MD-21-1257
https://doi.org/10.1115/1.4052904
Published Online: December 6, 2021
View Article titled, Phrase Embedding and Clustering for Sub-Feature Extraction From Online Data
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Topics: Batteries, Design, Feature extraction, Fingerprints, Noise (Sound), Preferences, Product design, Security, Storage, Natural language processing
Proceedings Papers

Investigate the Influence of Online Ratings and Reviews in Purchase Behavior Using Customer Choice Sets

Kangcheng Lin, Harrison M. Kim
Proc. ASME. IDETC-CIE2021, Volume 3A: 47th Design Automation Conference (DAC), V03AT03A017, August 17–19, 2021
Publisher: American Society of Mechanical Engineers
Paper No: DETC2021-70806
https://doi.org/10.1115/DETC2021-70806
View Paper titled, Investigate the Influence of Online Ratings and Reviews in Purchase Behavior Using Customer Choice Sets
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Topics: Feedback, Laptop computers, Preferences, Probability, Product design
Proceedings Papers

Optimal Modular Remanufactured Product Configuration and Harvesting Planning for End-of-Life Products

Jinju Kim, Seyoung Park, Harrison M. Kim
Proc. ASME. IDETC-CIE2021, Volume 5: 26th Design for Manufacturing and the Life Cycle Conference (DFMLC), V005T05A021, August 17–19, 2021
Publisher: American Society of Mechanical Engineers
Paper No: DETC2021-69964
https://doi.org/10.1115/DETC2021-69964
View Paper titled, Optimal Modular Remanufactured Product Configuration and Harvesting Planning for End-of-Life Products
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Topics: Design, Manufacturing, Product design
Proceedings Papers

Data-Driven Customer Segmentation Based On Online Review Analysis and Customer Network Construction

Seyoung Park, Harrison M. Kim
Proc. ASME. IDETC-CIE2021, Volume 3A: 47th Design Automation Conference (DAC), V03AT03A015, August 17–19, 2021
Publisher: American Society of Mechanical Engineers
Paper No: DETC2021-70036
https://doi.org/10.1115/DETC2021-70036
View Paper titled, Data-Driven Customer Segmentation Based On Online Review Analysis and Customer Network Construction
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Topics: Construction, Image segmentation, Preferences, Design, Product design
Journal Articles

Optimal Modular Remanufactured Product Configuration and Harvesting Planning for End-of-Life Products

Jinju Kim, Seyoung Park, Harrison M. Kim
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. April 2022, 144(4): 042001.
Paper No: MD-21-1352
https://doi.org/10.1115/1.4052389
Published Online: November 9, 2021
View Article titled, Optimal Modular Remanufactured Product Configuration and Harvesting Planning for End-of-Life Products
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Topics: Design, Product design, Manufacturing, Optimization
Journal Articles

Analysis of Dynamic Changes in Customer Sentiment on Product Features After the Outbreak of COVID-19 Based on Online Reviews

Jinju Kim, Seyoung Park, Harrison M. Kim
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Technical Briefs
J. Mech. Des. February 2022, 144(2): 024501.
Paper No: MD-21-1175
https://doi.org/10.1115/1.4052789
Published Online: November 9, 2021
View Article titled, Analysis of Dynamic Changes in Customer Sentiment on Product Features After the Outbreak of COVID-19 Based on Online Reviews
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Topics: Batteries, Data collection, Design, Feature extraction, Preferences, Profitability, Product design
Journal Articles

Designing an Optimal Modular-Based Product Family Under Intellectual Property and Sustainability Considerations

Jinju Kim, Michael Saidani, Harrison M. Kim
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. November 2021, 143(11): 112002.
Paper No: MD-20-1439
https://doi.org/10.1115/1.4050747
Published Online: May 24, 2021
View Article titled, Designing an Optimal Modular-Based Product Family Under Intellectual Property and Sustainability Considerations
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Topics: Design, Security, Sustainability, Product architecture
Journal Articles

Approach for Importance–Performance Analysis of Product Attributes From Online Reviews

Junegak Joung, Harrison M. Kim
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. August 2021, 143(8): 081705.
Paper No: MD-20-1538
https://doi.org/10.1115/1.4049865
Published Online: February 11, 2021
View Article titled, Approach for Importance–Performance Analysis of Product Attributes From Online Reviews
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Topics: Artificial neural networks, Product design, Design
Journal Articles

Automated Keyword Filtering in Latent Dirichlet Allocation for Identifying Product Attributes From Online Reviews

Junegak Joung, Harrison M. Kim
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Technical Briefs
J. Mech. Des. August 2021, 143(8): 084501.
Paper No: MD-20-1445
https://doi.org/10.1115/1.4048960
Published Online: February 9, 2021
View Article titled, Automated Keyword Filtering in Latent Dirichlet Allocation for Identifying Product Attributes From Online Reviews
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Topics: Filtration, Noise (Sound)
Proceedings Papers

Optimal Product Family Architecture Design and Commonality Decision for Sustainability and Intellectual Property Protection

Jinju Kim, Michael Saidani, Harrison M. Kim
Proc. ASME. IDETC-CIE2020, Volume 11B: 46th Design Automation Conference (DAC), V11BT11A034, August 17–19, 2020
Publisher: American Society of Mechanical Engineers
Paper No: DETC2020-22488
https://doi.org/10.1115/DETC2020-22488
View Paper titled, Optimal Product Family Architecture Design and Commonality Decision for Sustainability and Intellectual Property Protection
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Topics: Design, Intellectual property, Sustainability, Cost benefit analysis, Product design, Recycling, Security, Tradeoffs
Proceedings Papers

Importance-Performance Analysis of Product Attributes Using Explainable Deep Neural Network From Online Reviews

Junegak Joung, Harrison M. Kim
Proc. ASME. IDETC-CIE2020, Volume 11A: 46th Design Automation Conference (DAC), V11AT11A015, August 17–19, 2020
Publisher: American Society of Mechanical Engineers
Paper No: DETC2020-22382
https://doi.org/10.1115/DETC2020-22382
View Paper titled, Importance-Performance Analysis of Product Attributes Using Explainable Deep Neural Network From Online Reviews
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Topics: Artificial neural networks, Product design
Proceedings Papers

Improving the Accuracy and Diversity of Feature Extraction From Online Reviews Using Keyword Embedding and Two Clustering Methods

Seyoung Park, Harrison M. Kim
Proc. ASME. IDETC-CIE2020, Volume 11A: 46th Design Automation Conference (DAC), V11AT11A020, August 17–19, 2020
Publisher: American Society of Mechanical Engineers
Paper No: DETC2020-22642
https://doi.org/10.1115/DETC2020-22642
View Paper titled, Improving the Accuracy and Diversity of Feature Extraction From Online Reviews Using Keyword Embedding and Two Clustering Methods
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Topics: Feature extraction, Filters, Noise (Sound), Preferences, Product design, Product development
Journal Articles

Impact of Generational Commonality of Short Life Cycle Products in Manufacturing and Remanufacturing Processes

Jinju Kim, Harrison M. Kim
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. December 2020, 142(12): 122001.
Paper No: MD-19-1712
https://doi.org/10.1115/1.4047092
Published Online: July 24, 2020
View Article titled, Impact of Generational Commonality of Short Life Cycle Products in Manufacturing and Remanufacturing Processes
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Topics: Cycles, Manufacturing, Design
Journal Articles

A Data-Driven Approach to Product Usage Context Identification From Online Customer Reviews

Dedy Suryadi, Harrison M. Kim
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. December 2019, 141(12): 121104.
Paper No: MD-19-1173
https://doi.org/10.1115/1.4044523
Published Online: October 30, 2019
View Article titled, A Data-Driven Approach to Product Usage Context Identification From Online Customer Reviews
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Topics: Laptop computers, Product design
Journal Articles

A Data-Driven Methodology to Construct Customer Choice Sets Using Online Data and Customer Reviews

Dedy Suryadi, Harrison M. Kim
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. November 2019, 141(11): 111103.
Paper No: MD-18-1788
https://doi.org/10.1115/1.4044198
Published Online: September 25, 2019
View Article titled, A Data-Driven Methodology to Construct Customer Choice Sets Using Online Data and Customer Reviews
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Topics: Laptop computers, Performance evaluation, Probability, Preferences, Natural language processing, Engineering design, Disks
Journal Articles

A Mixed Integer Linear Programing Formulation for Unrestricted Wind Farm Layout Optimization

Ning Quan, Harrison M. Kim
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research-Article
J. Mech. Des. June 2016, 138(6): 061404.
Paper No: MD-15-1687
https://doi.org/10.1115/1.4033239
Published Online: April 20, 2016
View Article titled, A Mixed Integer Linear Programing Formulation for Unrestricted Wind Farm Layout Optimization
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Topics: Turbines, Wakes, Wind, Wind farms, Optimization
Journal Articles

Predictive Model Selection for Forecasting Product Returns

Jungmok Ma, Harrison M. Kim
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Technical Briefs
J. Mech. Des. May 2016, 138(5): 054501.
Paper No: MD-15-1664
https://doi.org/10.1115/1.4033086
Published Online: April 6, 2016
View Article titled, Predictive Model Selection for Forecasting Product Returns
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Topics: Algorithms, Sales, Selection algorithm, Modeling, Errors, Design
Proceedings Papers

Predictive Modeling of Product Returns for Remanufacturing

Jungmok Ma, Harrison M. Kim
Proc. ASME. IDETC-CIE2015, Volume 2A: 41st Design Automation Conference, V02AT03A010, August 2–5, 2015
Publisher: American Society of Mechanical Engineers
Paper No: DETC2015-46875
https://doi.org/10.1115/DETC2015-46875
View Paper titled, Predictive Modeling of Product Returns for Remanufacturing
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Topics: Algorithms, Modeling, Product design, Sales, Selection algorithm, Uncertainty
Proceedings Papers

Predictive Usage Mining for Sustainability of Complex Systems Design

Jungmok Ma, Harrison M. Kim
Proc. ASME. IDETC-CIE2014, Volume 4: 19th Design for Manufacturing and the Life Cycle Conference; 8th International Conference on Micro- and Nanosystems, V004T06A054, August 17–20, 2014
Publisher: American Society of Mechanical Engineers
Paper No: DETC2014-34755
https://doi.org/10.1115/DETC2014-34755
View Paper titled, Predictive Usage Mining for Sustainability of Complex Systems Design
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Topics: Complex systems, Design, Mining, Sustainability, Algorithms, Time series, Image segmentation, Agricultural machinery, Life cycle assessment, Sensors