[HTML][HTML] Natural language processing for innovation search–Reviewing an emerging non-human innovation intermediary

J Just - Technovation, 2024 - Elsevier
Applying artificial intelligence (AI), especially natural language processing (NLP), to harness
large amounts of information from patent databases, online communities, social media, or …

Stopwords in technical language processing

S Sarica, J Luo - Plos one, 2021 - journals.plos.org
There are increasing applications of natural language processing techniques for information
retrieval, indexing, topic modelling and text classification in engineering contexts. A standard …

Padgan: Learning to generate high-quality novel designs

W Chen, F Ahmed - Journal of Mechanical Design, 2021 - asmedigitalcollection.asme.org
Deep generative models are proven to be a useful tool for automatic design synthesis and
design space exploration. When applied in engineering design, existing generative models …

METASET: Exploring shape and property spaces for data-driven metamaterials design

YC Chan, F Ahmed, L Wang… - Journal of …, 2021 - asmedigitalcollection.asme.org
Data-driven design of mechanical metamaterials is an increasingly popular method to
combat costly physical simulations and immense, often intractable, geometrical design …

How diverse initial samples help and hurt Bayesian optimizers

E Kamrah, SF Ghoreishi… - Journal of …, 2023 - asmedigitalcollection.asme.org
Abstract Design researchers have struggled to produce quantitative predictions for exactly
why and when diversity might help or hinder design search efforts. This paper addresses …

Descriptor aided Bayesian optimization for many-level qualitative variables with materials design applications

A Iyer, S Yerramilli… - Journal of …, 2023 - asmedigitalcollection.asme.org
Engineering design often involves qualitative and quantitative design variables, which
requires systematic methods for the exploration of these mixed-variable design spaces …

Interpreting idea maps: Pairwise comparisons reveal what makes ideas novel

F Ahmed, SK Ramachandran… - Journal of …, 2019 - asmedigitalcollection.asme.org
Assessing similarity between design ideas is an inherent part of many design evaluations to
measure novelty. In such evaluation tasks, humans excel at making mental connections …

An algorithm for multi-attribute diverse matching

S Ahmadi, F Ahmed, JP Dickerson, M Fuge… - arXiv preprint arXiv …, 2019 - arxiv.org
Bipartite b-matching, where agents on one side of a market are matched to one or more
agents or items on the other, is a classical model that is used in myriad application areas …

Catching but a glimpse?—Navigating crowdsourced solution spaces with transformer‐based language models

J Just, K Hutter, J Füller - Creativity and Innovation …, 2024 - Wiley Online Library
Current approaches for identifying valuable content among the multitude of solutions in
crowdsourcing contests are resource‐intensive and constrained by human processing …

Hybrideval: a human-AI collaborative approach for evaluating design ideas at scale

S Mesbah, I Arous, J Yang, A Bozzon - Proceedings of the ACM Web …, 2023 - dl.acm.org
Evaluating design ideas is necessary to predict their success and assess their impact early
on in the process. Existing methods rely either on metrics computed by systems that are …