Understanding product returns: A systematic literature review using machine learning and bibliometric analysis

Duong, Quang; Zhou, Li; Meng, Meng; Nguyen, Truong Van; Ieromonachou, Petros; Nguyen, Duy Tiep

doi:10.1016/j.ijpe.2021.108340

Cited by 38 publications

(34 citation statements)

References 218 publications

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“…It has become pertinent to recognize and review existing literature about different SCs. A chosen methodology framework for conducting a systematic literature review consists of collaboration and progress, as described by Mayring (2004) and Duong et al. (2022).…”

Section: Review Methodologymentioning

confidence: 99%

A contemplative overview of smart communities: a hybrid analytical approach

Sakshi,

Srivastava,

Mangla

et al. 2023

JEIM

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PurposeThis study aims to uncover and develop explicit knowledge of existing smart communities (SCs) to guide services and business solutions for enterprises and serve community users in a well-thought-out manner. These sagacious frameworks will assist in analyzing trends and reaching out to pre-existing setups with different degrees of expertise.Design/methodology/approachA systematic overview is provided in this paper to unify insights and competencies toward building SCs; a hybrid analytical approach is used consisting of machine learning and bibliometric analysis. Scopus and Web of Science (WoS) are the primary databases for this purpose.FindingsSCs implement cutting-edge technologies to enhance mobility, elevating information and communication technology (ICT) skills and data awareness while improving business processes and efficiency. This system of SC is an evolution of the conventional method. It provides a foundation for intelligent community services based on individual users and technologies such as the Internet of Things (IoT), artificial intelligence, cloud computing and big data. Manufacturing-based, service-based, retail-based, resource management and infrastructure-based SCs exist in the literature.Originality/valueThe paper summarizes a conceptual framework of SCs based on existing works around SCs. To the best of the authors’ knowledge, this is the first systematic literature review that uses a hybrid approach of topic modeling and bibliometric analysis to understand SCs better.

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Section: Review Methodologymentioning

confidence: 99%

A contemplative overview of smart communities: a hybrid analytical approach

Sakshi,

Srivastava,

Mangla

et al. 2023

JEIM

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“…Nevertheless, in the last years, several studies have explored automated classification techniques to assess the relevancy of the literature on specific‐oriented topics. For instance, literature research revealed automated classification focused on medical (Cohen et al., 2006; Timsina et al., 2016) and biomedical (Wallace et al., 2010) sectors, cloud manufacturing (Ellwein et al., 2020; Lolli et al., 2022; Sgarbossa et al., 2021), food safety (van den Bulk et al., 2022), and product returns (Duong et al., 2022). Recently, several authors presented different methodologies (Jaspers et al., 2018; Peron et al., 2020; Weißer et al., 2020), optimization techniques (Adinugroho et al., 2017; Peron et al., 2020), and frameworks (Peron et al., 2022; Simonetto et al., 2022; Tauchert et al., 2020) aiming at contributing to performing an objective, transparent, and reproducible documents‐based search approach and enhancing the quality of the literature review.…”

Section: Methodsmentioning

confidence: 99%

Risk assessment for handling hazardous substances within the European industry: Available methodologies and research streams

et al. 2022

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After the Seveso disaster occurred more than 40 years ago, there has been an increasing awareness of the potential impacts that similar accident events can occur in a wide range of process establishments, where the handling and production of hazardous substances pose a real threat to society and the environment. In these industrial sites denominated "Seveso sites," the urgent need for an effective strategy emerged markedly to handle hazardous activities and to ensure safe conditions. Since then, the main challenging research issues have focused on how to prevent such accident events and how to mitigate their consequences leading to the development of many risk assessment methodologies. In recent years, researchers and practitioners have tried to provide useful overviews of the existing risk assessment methodologies proposing several reviews. However, these reviews are not exhaustive because they are either dated or focus only on one specific topic (e.g., liquefied natural gas, domino effect, etc.). This work aims to overcome the limitations of the current reviews by providing an up-to-date and comprehensive overview of the risk assessment methodologies for handling hazardous substances within the European industry. In particular, we have focused on the current techniques for hazards and accident scenarios identification, as well as probability and consequence analyses for both onshore and offshore installations. Thus, we have identified the research streams that have characterized the activities of researchers and practitioners over the years, and we have then presented and discussed the different risk assessment methodologies available concerning the research stream that they belong to.

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“…We do not focus on a specific issue in a specific area of interest-we focus on a comprehensive overview of AHP in all areas. Such approaches to literature reviews are currently beginning to be applied to a number of rapidly evolving topics [98,99].…”

Section: Plos Onementioning

confidence: 99%

State-of-the-art on analytic hierarchy process in the last 40 years: Literature review based on Latent Dirichlet Allocation topic modelling

Madzík

Falát

2022

PLoS ONE

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Although there are several articles that have carried out a systematic literature review of the analytical hierarchy process (AHP), many of them work with a limited number of analyzed documents. This article presents a computer-aided systematic literature review of articles related to AHP. The objectives are: (i) to identify AHP usage and research impact in different subject areas; (ii) to identify trends in the popularity of the AHP from the first introduction of the method in 1980 to the present; (iii) to identify the most common topics related to AHP and topic development over time. We process 35,430 documents related to AHP, published between 1980 and 2021, retrieved from the Scopus database. We provide detailed statistics about research interest, research impact in particular subject areas over the analyzed time period. We use Latent Dirichlet Allocation (LDA) using Gibbs sampling to perform topic modeling based on the corpus of abstracts. We identify nine topics related to AHP: Ecology & Ecosystems; Multi-criteria decision-making; Production and performance management; Sustainable development; Computer network, optimization and algorithms; Service quality; Fuzzy logic; Systematic evaluation; Risk assessment. We also present the individual topics trends over time and point out the possible future direction of AHP.

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Understanding product returns: A systematic literature review using machine learning and bibliometric analysis

Cited by 38 publications

References 218 publications

A contemplative overview of smart communities: a hybrid analytical approach

A contemplative overview of smart communities: a hybrid analytical approach

Risk assessment for handling hazardous substances within the European industry: Available methodologies and research streams

State-of-the-art on analytic hierarchy process in the last 40 years: Literature review based on Latent Dirichlet Allocation topic modelling

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