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Configuring products with natural language: a simple yet effective approach based on text embeddings and multilayer perceptron
16 references·7 citing·48 second hop
Configuring products with natural language: a simple yet effective approach based on text embeddings and multilayer perceptron (2021)Configuring products with natural languag…Needs-Based Product Configurator Design for Mass Customization Using Hierarchical Attention Network (2020)Needs-Based Product Configura…The main challenges for manufacturing companies in implementing and utilizing configurators (2018)The main challenges for manuf…Mapping customer needs to design parameters in the front end of product design by applying deep learning (2018)Mapping customer needs to des…Personalized product configuration framework in an adaptable open architecture product platform (2017)Personalized product configur…Optimisation of product configuration in consideration of customer satisfaction and low carbon (2016)Optimisation of product confi…Product configuration: a review of the state-of-the-art and future research (2014)Product configuration: a revi…Sales configurator capabilities to avoid the product variety paradox: Construct development and validation (2013)Sales configurator capabiliti…Product configurator impact on product quality (2011)Product configurator impact o…Mass customisation as a collaborative engineering effort (2009)Mass customisation as a colla…Cracking the Code of Mass Customization (2009)Cracking the Code of Mass Cus…Optimising product configurations with a data-mining approach (2008)Optimising product configurat…Research Note—User Design of Customized Products (2007)Research Note—User Design of …Customer-driven product configuration optimization for assemble-to-order manufacturing enterprises (2007)Customer-driven product confi…Product Information Management for Mass Customization: Connecting Customer, Front-office and Back-office for Fast and Efficient Customization (2006)Product Information Managemen…Modelling and solving engineering product configuration problems by constraint satisfaction (2005)Modelling and solving enginee…Applying case-based reasoning for product configuration in mass customization environments (2005)Applying case-based reasoning…ConfigRec: An efficient recommendatory configuration design method for customized products (2025)ConfigRec: An efficient recom…Overcoming the semantic gap in the customer-to-manufacturer (C2M) platform: A soft prompts-based approach with pretrained language models (2024)Overcoming the semantic gap i…Critical analysis of the impact of artificial intelligence integration with cutting-edge technologies for production systems (2023)Critical analysis of the impa…Perception of time in the online product customization process (2022)Perception of time in the onl…Developing separate or integrated configurators? A longitudinal case study (2022)Developing separate or integr…Configuring products using NSGA-II: warranty profits, performance–price, and environmental emissions from the contractor perspective (2022)Configuring products using NS…A factorisation-based recommendation model for customised products configuration design (2022)A factorisation-based recomme…Economics of Product Development by Users: The Impact of “Sticky” Local Information (1998)Mass customization: The new frontier in business competition (1999)Dynamic capabilities: what are they? (2000)Linking strategic flexibility and operational efficiency: The mediating role of ambidextrous operational capabilities (2014)Utilizing customer knowledge in innovation: antecedents and impact of customer involvement on new product performance (2015)Smart Product Design and Production Control for Effective Mass Customization in the Industry 4.0 Concept (2016)The Commitment-Trust Theory of Relationship Marketing (1994)The role of product architecture in the manufacturing firm (1995)An Examination of the Nature of Trust in Buyer-Seller Relationships (1997)Automated Marketing Research Using Online Customer Reviews (2011)Bolstering and restoring feelings of competence via the IKEA effect (2012)Customer participation in services: domain, scope, and boundaries (2017)Issues in environmentally conscious manufacturing and product recovery: a survey (1999)PERSPECTIVE: User toolkits for innovation (2001)The Limits of Mass Customization (2001)A data-driven cyber-physical approach for personalised smart, connected product co-development in a cloud-based environment (2018)Big size highly customised product manufacturing systems: a literature review and future research agenda (2019)Generic bill-of-material: a new product model (1991)Generic Bill-of-Materials-and-Operations for High-Variety Production Management (2000)Towards high value-added products and services: mass customization and beyond (2002)Application of a hybrid intelligent decision support model in logistics outsourcing (2006)Development of a product configuration system with an ontology-based approach (2008)Quality Is Free: The Art of Making Quality Certain (1979)Absorptive capacity and mass customization capability (2015)PRODUCT DESIGN AND DEVELOPMENT (2018)Product complexity and operational performance: A systematic literature review (2019)Managing Broader Product Lines through Delayed Differentiation Using Vanilla Boxes (1998)Product modularity: Definitions and benefits (2003)Data Mining Techniques: For Marketing, Sales, and Customer Relationship Management (2004)Incorporating customer satisfaction into the decision-making process of product configuration: a fuzzy Kano perspective (2013)Combining fuzzy AHP and fuzzy Kano to optimize product varieties for smart cameras: A zero-one integer programming perspective (2014)Data-driven innovation to capture user-experience product design: An empirical study for notebook visual aesthetics design (2016)Mass customization: The new frontier in business competition (1993)Variety for sale: Mass customization or mass confusion? (1998)A novel data-driven graph-based requirement elicitation framework in the smart product-service system context (2019)A Knowledge Graph-Aided Concept–Knowledge Approach for Evolutionary Smart Product–Service System Development (2020)Product configuration frameworks-a survey (1998)Axiomatic Design: Advances And Applications (2001)Data Science in Economics: Comprehensive Review of Advanced Machine Learning and Deep Learning Methods (2020)Product innovation concept generation based on deep learning and Kansei engineering (2021)Machine learning in business and finance: a literature review and research opportunities (2024)Humans and Automation: Use, Misuse, Disuse, Abuse (1997)Towards a Methodology for Developing Evidence‐Informed Management Knowledge by Means of Systematic Review (2003)Social media? Get serious! Understanding the functional building blocks of social media (2011)The potential of open innovation platforms: driving sustainable development goals through digital collaboration (2024)Opportunities and Challenges in the Metaverse and NFTs for Business Model Innovation: A Managerial Point of View (2025)Identification of the optimal product configuration and parameters based on individual customer requirements on performance and costs in one-of-a-kind production (2008)Increasing the consumer-perceived benefits of a mass-customization experience through sales-configurator capabilities (2014)
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References

  • 2009Cracking the Code of Mass Customization403 cited
  • 2007Research Note—User Design of Customized Products192 cited
  • 2005Applying case-based reasoning for product configuration in mass customization environments183 cited
  • 2014Product configuration: a review of the state-of-the-art and future research147 cited
  • 2011Product configurator impact on product quality122 cited
  • 2017Personalized product configuration framework in an adaptable open architecture product platform111 cited
  • 2008Optimising product configurations with a data-mining approach92 cited
  • 2005Modelling and solving engineering product configuration problems by constraint satisfaction82 cited
  • 2018Mapping customer needs to design parameters in the front end of product design by applying deep learning77 cited
  • 2007Customer-driven product configuration optimization for assemble-to-order manufacturing enterprises67 cited
  • 2006Product Information Management for Mass Customization: Connecting Customer, Front-office and Back-office for Fast and Efficient Customization65 cited
  • 2016Optimisation of product configuration in consideration of customer satisfaction and low carbon60 cited
  • 2018The main challenges for manufacturing companies in implementing and utilizing configurators53 cited
  • 2020Needs-Based Product Configurator Design for Mass Customization Using Hierarchical Attention Network

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53 cited
  • 2013Sales configurator capabilities to avoid the product variety paradox: Construct development and validation50 cited
  • 2009Mass customisation as a collaborative engineering effort48 cited
  • Cited by

    • 2023Critical analysis of the impact of artificial intelligence integration with cutting-edge technologies for production systems78 cited
    • 2022Perception of time in the online product customization process33 cited
    • 2024Overcoming the semantic gap in the customer-to-manufacturer (C2M) platform: A soft prompts-based approach with pretrained language models24 cited
    • 2025ConfigRec: An efficient recommendatory configuration design method for customized products11 cited
    • 2022Developing separate or integrated configurators? A longitudinal case study11 cited
    • 2022Configuring products using NSGA-II: warranty profits, performance–price, and environmental emissions from the contractor perspective11 cited
    • 2022A factorisation-based recommendation model for customised products configuration design10 cited