Proceedings of the 2019 International Conference on Management Science and Industrial Engineering - MSIE 2019最新文献_第4页

The Correlation Analysis between Logistics Performance and Financial Performance of Thai Industry 泰国工业物流绩效与财务绩效的相关性分析

Proceedings of the 2019 International Conference on Management Science and Industrial Engineering - MSIE 2019 Pub Date : 2019-05-24 DOI: 10.1145/3335550.3335576

Suphawadi Chakkham, K. Tippayawong

引用次数: 0

Development of a Deep Learning-LSTM Trend Prediction Model of Stock Prices 股票价格的深度学习- lstm趋势预测模型的建立

Proceedings of the 2019 International Conference on Management Science and Industrial Engineering - MSIE 2019 Pub Date : 2019-05-24 DOI: 10.1145/3335550.3335585

E. M. Torralba

{"title":"Development of a Deep Learning-LSTM Trend Prediction Model of Stock Prices","authors":"E. M. Torralba","doi":"10.1145/3335550.3335585","DOIUrl":"https://doi.org/10.1145/3335550.3335585","url":null,"abstract":"Stocks prices follow the Brownian motion process that moves in a random and erratic state making it impossible to determine the future price based on the historical performance of the stock. However, the availability of the historical data of stock prices can't be ignored as it might hold hidden patterns that manifest the behavior of investors as well as the market sentiments and political conditions. Thus, investors have adapted mathematical models of regression and neural network analysis to process the stock's historical data along with the traditional fundamental analysis in forecasting the trend of stock prices. Neural network models have changed the landscape of formulating informed decisions on how investors can minimize their risks on their investments. However, deep learning models are dependent on the different hyper-parameters such as epochs, number of nodes in hidden layers, and number of hidden layers in order to produce the best trend prediction model as applied in stock investments. Unfortunately, the available literature and empirical studies are limited specifically on the number of hidden layers of deep learning models. This study attempts to explore the appropriate number of hidden layers to optimize the accuracy of a trend prediction model in stock trading.","PeriodicalId":312704,"journal":{"name":"Proceedings of the 2019 International Conference on Management Science and Industrial Engineering - MSIE 2019","volume":"29 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-05-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126088321","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}

引用次数: 1

Applied Fuzzy Multi-Objective with α-Cut Analysis for Optimizing Supply Chain Master Planning Problem 应用模糊多目标α-切割分析优化供应链总体规划问题

Proceedings of the 2019 International Conference on Management Science and Industrial Engineering - MSIE 2019 Pub Date : 2019-05-24 DOI: 10.1145/3335550.3335571

Noppasorn Sutthibutr, N. Chiadamrong

引用次数: 3

The Effect of Knowledge Management and Decision Making Levels of Supply Chain 知识管理对供应链决策水平的影响

Proceedings of the 2019 International Conference on Management Science and Industrial Engineering - MSIE 2019 Pub Date : 2019-05-24 DOI: 10.1145/3335550.3339899

Sawangwong Anurak, Chaopaisarn Poti

引用次数: 1

Regional Administrative Measures Promote Safe Development of Chemical Industrial Parks in Shandong Province of China 区域管理办法促进山东省化工园区安全发展

Proceedings of the 2019 International Conference on Management Science and Industrial Engineering - MSIE 2019 Pub Date : 2019-05-24 DOI: 10.1145/3335550.3335559

Jian Sun, Tao Chen, Hongyong Yuan

{"title":"Regional Administrative Measures Promote Safe Development of Chemical Industrial Parks in Shandong Province of China","authors":"Jian Sun, Tao Chen, Hongyong Yuan","doi":"10.1145/3335550.3335559","DOIUrl":"https://doi.org/10.1145/3335550.3335559","url":null,"abstract":"This paper describes background and main points of a regional administrative measure that aims to mitigate integrated risks of chemical industrial park. In the fourth quarter of 2017, administrative measures for authorization of chemical industrial parks in Shandong province were issued officially. Administrative measures presented twelve compulsive requirements and quantitative optimal conditions of five categories, named planning layout, public infrastructure, work safety, environmental protection and economic development. Chemical industrial parks satisfied with all compulsive requirements and get over 60 scores on optimal conditions could apply for authorization. Contributions of administrative measures for development of chemical industrial parks are analyzed. Since implementation of administrative measures, the number of chemical industrial parks decreased from 199 to 85 in Shandong province. More importantly, inherent safety, environmental standard and comprehensive competitiveness of local chemical industrial parks have significant improvements.","PeriodicalId":312704,"journal":{"name":"Proceedings of the 2019 International Conference on Management Science and Industrial Engineering - MSIE 2019","volume":"35 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-05-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125519991","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}

引用次数: 0

An Efficient Algorithm Applied to Capacitated Vehicle Routing Problem with Consideration of Time Windows by Using Ranking-Based Concept and Dynamic Programming 基于排序和动态规划的考虑时间窗的有能力车辆路径问题的高效算法

Proceedings of the 2019 International Conference on Management Science and Industrial Engineering - MSIE 2019 Pub Date : 2019-05-24 DOI: 10.1145/3335550.3335588

Cheng Heng Uy, Nattanee Charoenlarpkul, T. Sarttra, S. Rajsiri

{"title":"An Efficient Algorithm Applied to Capacitated Vehicle Routing Problem with Consideration of Time Windows by Using Ranking-Based Concept and Dynamic Programming","authors":"Cheng Heng Uy, Nattanee Charoenlarpkul, T. Sarttra, S. Rajsiri","doi":"10.1145/3335550.3335588","DOIUrl":"https://doi.org/10.1145/3335550.3335588","url":null,"abstract":"Capacitated Vehicle Routing Problem and Time-Windows (CVRPTW) is one of the most well-known variations of Vehicle routing problems (VRP), which is a combinatorial optimization and can be classified as NP-hard problem. A considerable number of solving techniques have been proposed not only exact and heuristic, but also metaheuristic methods. Although the optimal solution can be guaranteed applying the exact algorithms, computational time is the most concern when the problem size is increased. Heuristic methods normally provide solutions with a very fast speed but most of them are local optima. Metaheuristic methods are also other approaches to solve this problem providing much larger search space. However, most of them are on the basis of experiments requiring an extensive number of parameter settings. In this research, a novel efficient approach to solve CVRPTW is proposed using the several concepts of graph traversal with breadth-first search and ranking-based algorithm during the initial route construction, and Dynamic programming is then used for solution improvement with regarding to capacity constraints and time windows. The performance of the proposed method compared to the state-of-the-art algorithms will be very competent in terms of both solution quality and computational time with no effort on parameter settings as a major advantage.","PeriodicalId":312704,"journal":{"name":"Proceedings of the 2019 International Conference on Management Science and Industrial Engineering - MSIE 2019","volume":"3 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-05-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125527757","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}

引用次数: 2

Positioning Appropriate Knowledge in Knowledge-based Systems 在知识系统中定位适当的知识

Proceedings of the 2019 International Conference on Management Science and Industrial Engineering - MSIE 2019 Pub Date : 2019-05-24 DOI: 10.1145/3335550.3335554

Zhao Liu, Yixin Chen

引用次数: 1

Minimize Idle Time in Two Sided Assembly Line Balancing Using Exact Search Approach 采用精确搜索方法最小化双面装配线平衡的空闲时间

Proceedings of the 2019 International Conference on Management Science and Industrial Engineering - MSIE 2019 Pub Date : 2019-05-24 DOI: 10.1145/3335550.3335591

A. Yadav, S. Agrawal

引用次数: 4

Product Selection Strategy Analysis of Crowdsourcing Platform from the Full Cost Perspective 全成本视角下的众包平台产品选择策略分析

Proceedings of the 2019 International Conference on Management Science and Industrial Engineering - MSIE 2019 Pub Date : 2019-05-24 DOI: 10.1145/3335550.3335577

Ruixue Li, Can Peng, Huiliang Sun

引用次数: 0

Subjective Evaluation of Glovebox Gloves on Hand Tactility and Discomfort 手套箱手套手感和不适感的主观评价

Proceedings of the 2019 International Conference on Management Science and Industrial Engineering - MSIE 2019 Pub Date : 2019-05-24 DOI: 10.1145/3335550.3335567

P. Sung, Y. Chiu

{"title":"Subjective Evaluation of Glovebox Gloves on Hand Tactility and Discomfort","authors":"P. Sung, Y. Chiu","doi":"10.1145/3335550.3335567","DOIUrl":"https://doi.org/10.1145/3335550.3335567","url":null,"abstract":"This study evaluated the subjective effects of glovebox gloves on hand tactility and discomfort. Three commercially available glovebox gloves, namely butyl, hypalon, and neoprene in 0.015\" and 0.03\" thickness, were selected for evaluation. The subjects first performed the tip pinch exertions with 11 Newton force repeatedly (12 times/minute) for 15 minutes with bare hand or gloved hands. Then, the subjects were asked right at the end of the tip pinch task to give a numeric score of discomfort using the Borg CR-10 scale. In addition, a disk-criminator was used to perform the static two-point discrimination test (2PD test) on the volar pad of subject's dominant index finger right after the completion of the tip pinch task. The results indicate that all gloved hands increase the discomfort scores significantly than that of bare hand. The results also show that 0.03\" neoprene and hypalon gloves decreased the tactile performance significantly compared to that of bare hand. To maintain tactility and reduce discomfort during glovebox gloves usage, the results of this study indicate that butyl material could be selected since it could offer better performance for these subjective effects. In addition, thinner gloves could also be used to retain better tactility and comfort performances.","PeriodicalId":312704,"journal":{"name":"Proceedings of the 2019 International Conference on Management Science and Industrial Engineering - MSIE 2019","volume":"44 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-05-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129547032","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}

引用次数: 1