Pub Date : 2022-03-28DOI: 10.46272/2587-8476-2022-13-1-110-123
N. V. Burlinova
The paper examines Russia’s and the EU’s approaches to non-governmental organizations (NGOs) as instruments of public diplomacy (PD). As the EU and Russia increasingly instrumentalize NGOs in their foreign policy, which seems to erode trust in their already burdened relations, the topic presents an opportunity to compare the mechanisms of government–NGO interaction in Russia and EU. The specifi c forms, roots, and aims of this phenomenon have often been overlooked in academic research. To these ends, the author looks into diff erent views and practices of Brussels and Moscow in terms of supporting and fi nancing NGOs in the sphere of public diplomacy. The study demonstrates that the EU’s approach is characterized by signifi cant funding of NGOs abroad as part of governmental public diplomacy eff orts. On the other hand, the Russian approach is mostly characterized by funding of national NGOs, which then implement public diplomacy projects aligned with government policies abroad.
{"title":"The Role of NGOs in International Relations and Public Diplomacy","authors":"N. V. Burlinova","doi":"10.46272/2587-8476-2022-13-1-110-123","DOIUrl":"https://doi.org/10.46272/2587-8476-2022-13-1-110-123","url":null,"abstract":"The paper examines Russia’s and the EU’s approaches to non-governmental organizations (NGOs) as instruments of public diplomacy (PD). As the EU and Russia increasingly instrumentalize NGOs in their foreign policy, which seems to erode trust in their already burdened relations, the topic presents an opportunity to compare the mechanisms of government–NGO interaction in Russia and EU. The specifi c forms, roots, and aims of this phenomenon have often been overlooked in academic research. To these ends, the author looks into diff erent views and practices of Brussels and Moscow in terms of supporting and fi nancing NGOs in the sphere of public diplomacy. The study demonstrates that the EU’s approach is characterized by signifi cant funding of NGOs abroad as part of governmental public diplomacy eff orts. On the other hand, the Russian approach is mostly characterized by funding of national NGOs, which then implement public diplomacy projects aligned with government policies abroad.","PeriodicalId":42590,"journal":{"name":"International Journal of Business Analytics","volume":null,"pages":null},"PeriodicalIF":1.1,"publicationDate":"2022-03-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"83981320","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2022-03-28DOI: 10.46272/2587-8476-2022-13-1-83-93
E. Kovtun
The format of international cooperation of the Conference of the Countries Participating in the UN Convention against Corruption, on the one hand, continues the traditions of international intergovernmental organizations, and on the other hand, represents a new format of interaction between states in the fi eld of anti-corruption activities, which has distinctive features. The Conference has a pivotal role in international cooperation on the prevention and combating of corruption due to the wide area of activities and the number of participants. The purpose of this paper is to analyze the features of the functioning of the Conference of the Countries Participating in the UN Convention against Corruption and the results of its activities since 2006. Using the analysis of documents and scientifi c publications, the author concludes that despite the importance of the Conference as a platform for multilateral dialogue, the countries participating in the United Nations Convention against Corruption failed to achieve signifi cant progress in the declared areas of activity. The author highlights the main diffi culties faced by states in implementing anti-corruption measures based on the norms of international law.
{"title":"Conference of the States Parties to the United Nations Convention against Corruption: Opportunities for International Cooperation and Results of Activities","authors":"E. Kovtun","doi":"10.46272/2587-8476-2022-13-1-83-93","DOIUrl":"https://doi.org/10.46272/2587-8476-2022-13-1-83-93","url":null,"abstract":"The format of international cooperation of the Conference of the Countries Participating in the UN Convention against Corruption, on the one hand, continues the traditions of international intergovernmental organizations, and on the other hand, represents a new format of interaction between states in the fi eld of anti-corruption activities, which has distinctive features. The Conference has a pivotal role in international cooperation on the prevention and combating of corruption due to the wide area of activities and the number of participants. The purpose of this paper is to analyze the features of the functioning of the Conference of the Countries Participating in the UN Convention against Corruption and the results of its activities since 2006. Using the analysis of documents and scientifi c publications, the author concludes that despite the importance of the Conference as a platform for multilateral dialogue, the countries participating in the United Nations Convention against Corruption failed to achieve signifi cant progress in the declared areas of activity. The author highlights the main diffi culties faced by states in implementing anti-corruption measures based on the norms of international law.","PeriodicalId":42590,"journal":{"name":"International Journal of Business Analytics","volume":null,"pages":null},"PeriodicalIF":1.1,"publicationDate":"2022-03-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"91013197","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2022-03-28DOI: 10.46272/2587-8476-2022-13-1-12-23
J. Klabbers
Jan Klabbers is a Dutch Professor at the University of Helsinki. He is a Member of the Finnish Academy of Sciences and Letters, a member of the editorial board of the European Journal of International Law. Klabbers is the author of The Concept of Treaty in International Law (1996), An Introduction to International Institutional Law (2002, 3rd edition 2015), co-editor of Towards Responsible Global Governance (2018). Professor Klabbers has also published around 200 book chapters and articles (in the European Journal of International Law, International Organizations Law Review etc.) He is famous for delivering lectures during visiting positions at NYU Law School (2009-10), the Graduate Institute for International and Development Studies (2008, 2013, 2015), and the University of Paris-II and Paris-I (2011, 2017).
Jan Klabbers是赫尔辛基大学的荷兰教授。他是芬兰科学与文学院的成员，也是《欧洲国际法杂志》的编委会成员。克拉伯斯著有《国际法中的条约概念》(1996年)、《国际机构法概论》(2002年，2015年第3版)、《走向负责任的全球治理》(2018年)等著作。他在纽约大学法学院(2009-10年)、国际与发展研究所(2008年、2013年、2015年)、巴黎第二大学和巴黎第一大学(2011年、2017年)担任访问学者期间发表了约200篇书籍章节和文章。
{"title":"International Organizations are Here to Stay","authors":"J. Klabbers","doi":"10.46272/2587-8476-2022-13-1-12-23","DOIUrl":"https://doi.org/10.46272/2587-8476-2022-13-1-12-23","url":null,"abstract":"Jan Klabbers is a Dutch Professor at the University of Helsinki. He is a Member of the Finnish Academy of Sciences and Letters, a member of the editorial board of the European Journal of International Law. Klabbers is the author of The Concept of Treaty in International Law (1996), An Introduction to International Institutional Law (2002, 3rd edition 2015), co-editor of Towards Responsible Global Governance (2018). Professor Klabbers has also published around 200 book chapters and articles (in the European Journal of International Law, International Organizations Law Review etc.) He is famous for delivering lectures during visiting positions at NYU Law School (2009-10), the Graduate Institute for International and Development Studies (2008, 2013, 2015), and the University of Paris-II and Paris-I (2011, 2017).","PeriodicalId":42590,"journal":{"name":"International Journal of Business Analytics","volume":null,"pages":null},"PeriodicalIF":1.1,"publicationDate":"2022-03-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"72738618","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2022-03-28DOI: 10.46272/2587-8476-2022-13-1-94-109
A. Boyashov
Having evolved since the 1990s into a political and ideological concept, global governance has become one of the priorities of the program documents of EU states and institutions, today formulated as “rules-based order”. A distinctive feature of this concept is the “blurring” of interstate interaction on the world stage in favor of non-state and supranational interaction. Under global governance, there is allegedly no hierarchy between state actors and nonstate or supra-state actors. This article critically examines this thesis with the help of the sociological theory of diff erentiation. According to diff erentiation theory, the state does not remain on the sidelines of global governance but takes the lead in the hierarchy of levels of world politics. The fi nal part of the article deals with the principles of EU coordination in the UN system. To promote ideas of global governance, the EU aims at major reform of the UN through intertwining intergovernmental interaction with nongovernmental interaction. This model is used especially often when non-core issues (e.g., human rights or climate in the Security Council) are considered in a UN body, allowing for broader participation in negotiations and, from a strategic perspective, a revision of the UN Charter. The main conclusion of the article is that the EU’s actions in the UN system refute the position of global governance that there is no hierarchy between the interstate and supranational levels of world politics. Despite the active promotion of global governance by the EU states, the EU itself is based on interstate coordination and a rigid hierarchy among states, as well as between states and nongovernmental actors.
{"title":"European Union in Promotion of Global Governance in the UN System","authors":"A. Boyashov","doi":"10.46272/2587-8476-2022-13-1-94-109","DOIUrl":"https://doi.org/10.46272/2587-8476-2022-13-1-94-109","url":null,"abstract":"Having evolved since the 1990s into a political and ideological concept, global governance has become one of the priorities of the program documents of EU states and institutions, today formulated as “rules-based order”. A distinctive feature of this concept is the “blurring” of interstate interaction on the world stage in favor of non-state and supranational interaction. Under global governance, there is allegedly no hierarchy between state actors and nonstate or supra-state actors. This article critically examines this thesis with the help of the sociological theory of diff erentiation. According to diff erentiation theory, the state does not remain on the sidelines of global governance but takes the lead in the hierarchy of levels of world politics. The fi nal part of the article deals with the principles of EU coordination in the UN system. To promote ideas of global governance, the EU aims at major reform of the UN through intertwining intergovernmental interaction with nongovernmental interaction. This model is used especially often when non-core issues (e.g., human rights or climate in the Security Council) are considered in a UN body, allowing for broader participation in negotiations and, from a strategic perspective, a revision of the UN Charter. The main conclusion of the article is that the EU’s actions in the UN system refute the position of global governance that there is no hierarchy between the interstate and supranational levels of world politics. Despite the active promotion of global governance by the EU states, the EU itself is based on interstate coordination and a rigid hierarchy among states, as well as between states and nongovernmental actors.","PeriodicalId":42590,"journal":{"name":"International Journal of Business Analytics","volume":null,"pages":null},"PeriodicalIF":1.1,"publicationDate":"2022-03-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"90060844","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Being experiential commodities, it becomes difficult to make any judgment about hotels or attractions before their utilization. This is where the reviews provided by guests/tourists play an influential role. Therefore, it becomes imperative to study in-depth characteristics of reviewers through which such valuable information is diffused, and also classifying them into various categories based on it. This study adopts a two-stage methodology to segment reviewers based on the reviewer as well as review characteristics. In the first stage, factors that help in evaluating a reviewer are formulated using factor analysis. Later on, cluster analysis is performed for the segmentation of reviewers. Finally, the obtained reviewers' segments are validated using external validation methods. The study comes up with various implications that could be profitable for business managers in selecting the reviewer community.
{"title":"Segmenting Reviewers Based on Reviewer and Review Characteristics","authors":"H. Sharma, A. Aggarwal","doi":"10.4018/ijban.303115","DOIUrl":"https://doi.org/10.4018/ijban.303115","url":null,"abstract":"Being experiential commodities, it becomes difficult to make any judgment about hotels or attractions before their utilization. This is where the reviews provided by guests/tourists play an influential role. Therefore, it becomes imperative to study in-depth characteristics of reviewers through which such valuable information is diffused, and also classifying them into various categories based on it. This study adopts a two-stage methodology to segment reviewers based on the reviewer as well as review characteristics. In the first stage, factors that help in evaluating a reviewer are formulated using factor analysis. Later on, cluster analysis is performed for the segmentation of reviewers. Finally, the obtained reviewers' segments are validated using external validation methods. The study comes up with various implications that could be profitable for business managers in selecting the reviewer community.","PeriodicalId":42590,"journal":{"name":"International Journal of Business Analytics","volume":null,"pages":null},"PeriodicalIF":1.1,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41776034","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
We propose two analytical models to characterize the relationship between technological upgrading and innovation in the oil & gas industry. The first one is an “optimization model” which focuses on the trade-offs between profit maximization and environmental compliance cost. The other has been developed based on “predator-prey” model which captures the dynamics of biological systems. Our study contributes to the strategic planning process for sustainable development by providing the insight that optimal allocation process is determined by multiple operational factors, including a firm’s competitive ranking among its industrial competitors, industrial consent on the concurrent rate of return on capital investment, the projected demand of oil & gas in future, and a change in environmental compliance cost. Further, we add to the robustness of the optimal allocation process by providing binding conditions of the set of solutions.
{"title":"Analytical Models to Characterize Trade-Offs Between Technological Upgrading and Innovation","authors":"C. Liu, Young Chan","doi":"10.4018/ijban.288515","DOIUrl":"https://doi.org/10.4018/ijban.288515","url":null,"abstract":"We propose two analytical models to characterize the relationship between technological upgrading and innovation in the oil & gas industry. The first one is an “optimization model” which focuses on the trade-offs between profit maximization and environmental compliance cost. The other has been developed based on “predator-prey” model which captures the dynamics of biological systems. Our study contributes to the strategic planning process for sustainable development by providing the insight that optimal allocation process is determined by multiple operational factors, including a firm’s competitive ranking among its industrial competitors, industrial consent on the concurrent rate of return on capital investment, the projected demand of oil & gas in future, and a change in environmental compliance cost. Further, we add to the robustness of the optimal allocation process by providing binding conditions of the set of solutions.","PeriodicalId":42590,"journal":{"name":"International Journal of Business Analytics","volume":null,"pages":null},"PeriodicalIF":1.1,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48409145","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Studies concerning Big Data patents have been published; however, research investigating Big Data projects is scarce. Therefore, the objective of this study was to conduct an exploratory analysis of a patent database to collect information about the characteristics of registered patents related to Big Data projects. We searched for patents related to Big Data projects in the Espacenet database on January 10, 2021, and identified 109 records.. The textual analysis detected three word classes interpreted as (i) a direction to cloud computing, (ii) optimization of solutions, and (iii) storage and data sharing structures. Our results also revealed emerging technologies such as Blockchain and the Internet of Things, which are utilized in Big Data project solutions. This observation demonstrates the importance that has been given to solutions that facilitate decision-making in an increasingly data-driven context. As a contribution, we understand that this study endorses a group of researchers that has been dedicated to academic research on patent documents.
{"title":"A Patent Analysis on Big Data Projects","authors":"G. Grander, L. F. Silva, E. D. Gonzalez","doi":"10.4018/ijban.288516","DOIUrl":"https://doi.org/10.4018/ijban.288516","url":null,"abstract":"Studies concerning Big Data patents have been published; however, research investigating Big Data projects is scarce. Therefore, the objective of this study was to conduct an exploratory analysis of a patent database to collect information about the characteristics of registered patents related to Big Data projects. We searched for patents related to Big Data projects in the Espacenet database on January 10, 2021, and identified 109 records.. The textual analysis detected three word classes interpreted as (i) a direction to cloud computing, (ii) optimization of solutions, and (iii) storage and data sharing structures. Our results also revealed emerging technologies such as Blockchain and the Internet of Things, which are utilized in Big Data project solutions. This observation demonstrates the importance that has been given to solutions that facilitate decision-making in an increasingly data-driven context. As a contribution, we understand that this study endorses a group of researchers that has been dedicated to academic research on patent documents.","PeriodicalId":42590,"journal":{"name":"International Journal of Business Analytics","volume":null,"pages":null},"PeriodicalIF":1.1,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"43484659","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
J. B. Awotunde, R. Ogundokun, E. Adeniyi, S. Misra, G. J. Ajamu
The COVID-19 epidemic has triggered unmatched impairment to businesses globally. There are unmeasurable financial influences in the short-term and long-term and have causes intangible destruction within businesses. This study investigates the adoption and utilization of e-business during COVID-19 by both organizations and the general populaces. The study used a questionnaire-based survey to collect data from top managers of business organizations and their clients. SPSS was used to analyze the adoption factors. The outcomes presented that embracing e-business can assist to reduce the spread of COVID-19 and can reduce the physical ways of doing business. The findings of this study will help strategy makers, companies, and officials in making better decisions on the implementation of e-business. This will reduce the rapid spread of community transmission since ordering goods and services can easily be done virtually without physical contact, which goes in line with the social distance policy and in return boost the country’s economy
{"title":"The Adoption and Utilization of Electronic Business in Response to the Global Economy During COVID-19","authors":"J. B. Awotunde, R. Ogundokun, E. Adeniyi, S. Misra, G. J. Ajamu","doi":"10.4018/ijban.288518","DOIUrl":"https://doi.org/10.4018/ijban.288518","url":null,"abstract":"The COVID-19 epidemic has triggered unmatched impairment to businesses globally. There are unmeasurable financial influences in the short-term and long-term and have causes intangible destruction within businesses. This study investigates the adoption and utilization of e-business during COVID-19 by both organizations and the general populaces. The study used a questionnaire-based survey to collect data from top managers of business organizations and their clients. SPSS was used to analyze the adoption factors. The outcomes presented that embracing e-business can assist to reduce the spread of COVID-19 and can reduce the physical ways of doing business. The findings of this study will help strategy makers, companies, and officials in making better decisions on the implementation of e-business. This will reduce the rapid spread of community transmission since ordering goods and services can easily be done virtually without physical contact, which goes in line with the social distance policy and in return boost the country’s economy","PeriodicalId":42590,"journal":{"name":"International Journal of Business Analytics","volume":null,"pages":null},"PeriodicalIF":1.1,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"46574279","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
This article investigates the impact of data-complexity and team-specific characteristics on machine learning competition scores. Data from five real-world binary classification competitions hosted on Kaggle.com were analyzed. The data-complexity characteristics were measured in four aspects including standard measures, sparsity measures, class imbalance measures, and feature-based measures. The results showed that the higher the level of the data-complexity characteristics was, the lower the predictive ability of the machine learning model was as well. Our empirical evidence revealed that the imbalance ratio of the target variable was the most important factor and exhibited a nonlinear relationship with the model’s predictive abilities. The imbalance ratio adversely affected the predictive performance when it reached a certain level. However, mixed results were found for the impact of team-specific characteristics measured by team size, team expertise, and the number of submissions on team performance. For high-performing teams, these factors had no impact on team score.
{"title":"The Impact of Data-Complexity and Team Characteristics on Performance in the Classification Model","authors":"V. Pungpapong, Prasert Kanawattanachai","doi":"10.4018/ijban.288517","DOIUrl":"https://doi.org/10.4018/ijban.288517","url":null,"abstract":"This article investigates the impact of data-complexity and team-specific characteristics on machine learning competition scores. Data from five real-world binary classification competitions hosted on Kaggle.com were analyzed. The data-complexity characteristics were measured in four aspects including standard measures, sparsity measures, class imbalance measures, and feature-based measures. The results showed that the higher the level of the data-complexity characteristics was, the lower the predictive ability of the machine learning model was as well. Our empirical evidence revealed that the imbalance ratio of the target variable was the most important factor and exhibited a nonlinear relationship with the model’s predictive abilities. The imbalance ratio adversely affected the predictive performance when it reached a certain level. However, mixed results were found for the impact of team-specific characteristics measured by team size, team expertise, and the number of submissions on team performance. For high-performing teams, these factors had no impact on team score.","PeriodicalId":42590,"journal":{"name":"International Journal of Business Analytics","volume":null,"pages":null},"PeriodicalIF":1.1,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45194085","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Container ships transport a large number of valuable cargoes, and there is a demand for less expensive and faster transportation options. Weather, vessel type, and the nature and amount of the goods are all external elements that might impact container handling times, which are directly related to overall port stay time. In this scope, container terminal operations could be optimised with the help of historical data which provides access to classification and prediction of the cargo handling operations. In this study, the real-time data of a container terminal operation is analysed with different machine learning techniques along with the Fuzzy C-Means clustering method. The results show that Fuzzy C-Means clustering has a positive impact on the explanatory power of models in container terminal operations. The research revealed that an increase in wind speed influences cargo handling time for mobile cranes.
{"title":"Analysing the Effects of Weather Conditions on Container Terminal Operations Using Machine Learning","authors":"Üstün Atak, Tolga Kaya, Yasin Arslanoğlu","doi":"10.4018/ijban.298016","DOIUrl":"https://doi.org/10.4018/ijban.298016","url":null,"abstract":"Container ships transport a large number of valuable cargoes, and there is a demand for less expensive and faster transportation options. Weather, vessel type, and the nature and amount of the goods are all external elements that might impact container handling times, which are directly related to overall port stay time. In this scope, container terminal operations could be optimised with the help of historical data which provides access to classification and prediction of the cargo handling operations. In this study, the real-time data of a container terminal operation is analysed with different machine learning techniques along with the Fuzzy C-Means clustering method. The results show that Fuzzy C-Means clustering has a positive impact on the explanatory power of models in container terminal operations. The research revealed that an increase in wind speed influences cargo handling time for mobile cranes.","PeriodicalId":42590,"journal":{"name":"International Journal of Business Analytics","volume":null,"pages":null},"PeriodicalIF":1.1,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"47189247","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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