Procedia CIRP · 2019 · 22 citations · 15 references
ComputingInformation SystemsInformation TechnologyKnowledge RepresentationRecommender SystemsText AnalyticsIndustrial SymbiosisKnowledge-based RecommendationRecommendation SystemsSuggestion SystemsText MiningIndustrial Symbiosis ImplementationKnowledge-based Recommendation SystemsReasoning-based RecommendationRecommendation EnginesText-based RecommendationTransactionsWaste-to-resource ConversionWaste-to-resource Systems
Industrial Symbiosis (IS) adopts a collaborative approach, which aims to re-channel resources – traditionally considered spent and non-productive – towards alternative value-adding pathways. Empirically, the concept of IS has been rapidly implemented in practice through a facilitated approach, whereby businesses are engaged and “match-made” via a facilitating body. While recommending alternative pathways for companies to establish IS-based transactions is a long-standing practice, recent technological advancement has shifted the nature of this task from one that is based purely on human intellect and reasoning, towards one which leverages intelligent recommendation algorithms to provide relevant suggestions. Traditionally, these recommendation engines rely on manually populated knowledge bases that are not only labor-intensive to build but also costly to maintain. This work presents the creation of a self-learning waste-to-resource database supporting an IS recommendation system by utilizing text analytics techniques. We further demonstrate its practical application to support IS facilitating bodies in their core activity.
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Distributed Representations of Words and Phrases and their Compositionality
Tomáš Mikolov, Ilya Sutskever, Kai Chen et al. · arXiv (Cornell University) · 2013 · 18.1K citations · Full text
Methods and metrics for cold-start recommendations
Andrew I. Schein, Alexandrin Popescul, Lyle Ungar et al. · 2002 · 1.7K citations · Full text
“Uncovering” Industrial Symbiosis
Marian Chertow · Journal of Industrial Ecology · 2007 · 1.1K citations
Management, Environmental Management, Strategic Management +14