• Title/Summary/Keyword: pitchers

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Batting index prediction model 2017 (2017년 한국프로야구 타자력 예측모형 개발)

  • Hong, Chong Sun;Shin, Dong Sik
    • Journal of the Korean Data and Information Science Society
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    • v.28 no.3
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    • pp.635-645
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    • 2017
  • In this paper, we propose batting index prediction models of 2017. Due to the insufficiency of KBO pitchers data, batting index prediction models of 2016 has been developed based on elected eight batting index collecting the past three years data of MLB and KBO. It has been found that this prediction model fits well to both MLB and KBO, and the KBO model fits better than MLB in some cases. Using these prediction models, we analyzed and compared 2016's estimated values for the batting index of MLB and KBO. With the relation results between batting index prediction and batter's age for MLB and KBO, it can be determined that there is no relationship between the significant batting index and ages.

Comparative Analysis of Upper Extremities Muscle Activity during Baseball Pitching in Middle and High School Baseball Players (중, 고등학교 투수의 투구 시 상지의 근활성도 비교분석)

  • Chan-hee Park
    • The Journal of Korean Academy of Orthopedic Manual Physical Therapy
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    • v.29 no.2
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    • pp.39-48
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    • 2023
  • Background: The position of pitcher requires a lot of repetitive motion, and because of this, it is known that not only professional baseball players, but also middle and high school players are frequently exposed to injuries in baseball. The purpose of this study is to examine the differences in upper extremity muscle activity during repeated pitching and the activity of each muscle during repeated pitching by analyzing middle and high school pitchers, divided into groups by age. Methods: Twenty participants (10 middle school male students and 10 high school male students) were recruited for this research. The outcome measures included neuromuscular motor control, including the upper trapezius (UT), triceps brachii (TB), deltoid (DT), latissimus dorsi (LD), biceps brachii (BB), pectoralis major(PM), extensor carpi radialis(ER), and flexor carpi radialis (FR). Results: The two-way analysis of varaince (ANOVA) was used to compare the muscle activity variables between the middle school and high school students. The one-way ANOVA was used to compare the muscle activity variables within time differences each groups. Conclusion: Our results provided promising clinical evidence that guide for upper extremity muscles to increase pitching efficiency in middle and high school base ball players.

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Fielding indices for explaining runs lost combining adjusted WHIP and the number of home runs allowed in Korean professional baseball (한국 프로야구에서 수정된 WHIP와 피홈런 수를 결합한 실점 설명 수비지표들)

  • Kim, Hyuk Joo
    • The Korean Journal of Applied Statistics
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    • v.29 no.7
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    • pp.1283-1294
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    • 2016
  • We studied fielding indices to explain runs lost for Korean professional baseball teams, successively motivated by OPS and weighted OPS obtained by combining on-base percentage and slugging average that can adequately explain the run productivity of teams. We considered several combined indices made by combining fielding indices highly correlated with the runs lost of teams. Data analysis from all games in the regular seasons of 1982-2015 shows that weighted adjusted WPH 2 (defined as weighted average of adjusted WHIP and number of home runs allowed per inning) best explains runs lost. Weighted adjusted WPH 2 consisting of adjusted WHIP (with weight 34%) and number of home runs allowed per inning (with weight 66%) was found to be optimal weighted adjusted WPH 2 having correlation coefficient 0.95362 with average runs lost per game. This result is an improvement of the result of the index obtained in Kim and Kim (2015a). Analysis by chronological periods provides results that are not much different. Also we made a list of top 10 pitchers for each of the recent three years, based on the obtained index.

Value Evaluation Model for Korean Professional Baseball Players (한국프로야구선수의 가치평가모형)

  • Oh, Taeyeon;Lee, Young Hoon
    • Journal of Labour Economics
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    • v.39 no.2
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    • pp.113-139
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    • 2016
  • The purpose of this study is to establish evaluation model that can explain marginal effects of baseball players of Korean Baseball Organization (KBO) on their team winnings in terms of productivity. We proposed econometric model with using variables that are provided from official homepage of KBO to overcome the complexity of mainly used productivity index: wins above replacement (WAR). Also, compare to the previous studies such as Scully(1974) or Krautmann(1999) that using limited indices of baseball stats, this study included 61 indices that are provided from official homepage of KBO. We estimated regression based WAR(RBWAR) by conducting panel regression with each team's statistics data of 2002 to 2014. As a results, RBWAR shows 0.869 correlation coefficient for batters and 0.882 for pitchers with WAR in 2014 that can be concluded that two indices shows similar results. From the results of estimation, we analyze the relationship between productivity and actual contract of free agent players in 2015 and it showed that teams have contracted reasonably.

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A Multivariate Analysis of Korean Professional Players Salary (한국 프로스포츠 선수들의 연봉에 대한 다변량적 분석)

  • Song, Jong-Woo
    • The Korean Journal of Applied Statistics
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    • v.21 no.3
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    • pp.441-453
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    • 2008
  • We analyzed Korean professional basketball and baseball players salary under the assumption that it depends on the personal records and contribution to the team in the previous year. We extensively used data visualization tools to check the relationship among the variables, to find outliers and to do model diagnostics. We used multiple linear regression and regression tree to fit the model and used cross-validation to find an optimal model. We check the relationship between variables carefully and chose a set of variables for the stepwise regression instead of using all variables. We found that points per game, number of assists, number of free throw successes, career are important variables for the basketball players. For the baseball pitchers, career, number of strike-outs per 9 innings, ERA, number of homeruns are important variables. For the baseball hitters, career, number of hits, FA are important variables.

'Look at the Alcohol If You Want to Know the Country': Drinking Vessels as a Cultural Marker of Medieval Korea

  • KIM HAN, IN-SUNG
    • Acta Via Serica
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    • v.4 no.2
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    • pp.29-59
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    • 2019
  • As 'a total social fact,' drinks and drinking may serve as a lens through which we can view a distant society. Although not frequently discussed, drinking vessels serve the same function for accessing a past world hidden or forgotten behind written records. The present article is an art history attempt to seek a cultural link between liquor vessels used in medieval Korea and the political and social change of the period. The Goryeo period (918-1392) saw an unprecedented abundance of drinking vessels in various forms and decorations. Goryeo artisans and craftsmen produced ewers, pitchers, flasks, bottles, and others in addition to the pre-existing shapes of vessels mainly consisting of jars and bowls. I argue that this sudden burst of creativity during the Goryeo period was closely related to Goryeo's constant and diverse contacts with foreign powers. Their zone of international connections was not confined to the Chinese world, as we have commonly presumed. Even before the Mongol intervention, Goryeo was in contact with regions beyond East Asia through the northern nomadic states. Khitan Liao was recorded as having worked as a kind of international intermediary to link the Chinese and Islamic worlds. This medieval global culture became a norm in Goryeo society when it became an important part of the Mongol Empire. These nomadic powers brought global trends to Goryeo, and foreign drinks were among them; kumis, araq, and grape wines are just three cases of them discussed in this article. The change of alcoholic drinks led to, or was accompanied by, a new range of drinking vessels. Three types of ewers, familiar to East Asian consumers but foreign in their origin, are discussed in the main text to highlight such social change. Three more cases of drinking cups are also presented. The article shows that medieval Korean society was far more open to international art and culture than our usual understanding, and in their drinking vessels, Goryeo culture embraced global trends reaching China, the Islamic world and Europe.

The Impact of Color on the Glove Pitcher Hitting a Batter Concentration (투수의 글러브 색상이 타자의 타격 집중도에 미치는 영향)

  • Kim, HyunBin;Kim, ByoungJun
    • Journal of Digital Convergence
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    • v.15 no.3
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    • pp.405-411
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    • 2017
  • The purpose of this study was to identify the color that you want the pitcher glove hit impact on the intensity of the other. The color of the glove pitcher was set to black, orange, beige three kinds analyzed the concentration of the batter accordingly. Subjects of this study were 15 people targeting high school baseball players in Daejeon, through a pre- test and vision test color blind players were selected with no visual problems. After the blow of the experiment was used to color the glove Nideffer is modified to fit and complement the six subscales B-TAIS. As a result, when wearing a colored glove that contrasts with the color of the ball, the batter's concentration was increased. Hopefully, research will take place using the ball skill and equipment of various pitchers.

A Study on the Timing of Starting Pitcher Replacement Using Machine Learning (머신러닝을 활용한 선발 투수 교체시기에 관한 연구)

  • Noh, Seongjin;Noh, Mijin;Han, Mumoungcho;Um, Sunhyun;Kim, Yangsok
    • Smart Media Journal
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    • v.11 no.2
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    • pp.9-17
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    • 2022
  • The purpose of this study is to implement a predictive model to support decision-making to replace a starting pitcher before a crisis situation in a baseball game. To this end, using the Major League Statcast data provided by Baseball Savant, we implement a predictive model that preemptively replaces starting pitchers before a crisis situation. To this end, first, the crisis situation that the starting pitcher faces in the game was derived through data exploration. Second, if the starting pitcher was replaced before the end of the inning, learning was carried out by composing a label with a replacement in the previous inning. As a result of comparing the trained models, the model based on the ensemble method showed the highest predictive performance with an F1-Score of 65%. The practical significance of this study is that the proposed model can contribute to increasing the team's winning probability by replacing the starting pitcher before a crisis situation, and the coach will be able to receive data-based strategic decision-making support during the game.

Eco-friendly Design of Horticultural Complex through Application of Saemanguem Areas (시설원예 단지의 친환경적 조성 계획의 새만금지역 적용 연구)

  • Son, Jinkwan;Kang, Taegyoung;Kang, Donghyeon;Lim, Ryugab;Kim, Changhyun;PARK, Minjung;KONG, Minjae
    • Journal of Wetlands Research
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    • v.22 no.4
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    • pp.225-238
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    • 2020
  • The agricultural landscape is considered an important space to provide service functions, but the reality is that environmental and ecological problems are being reported in the creation of a facility horticulture complex. Therefore, this study was conducted to contribute to sustainable agriculture by creating a more eco-friendly facility horticultural complex. The elements of planning for eco-friendly development of the facility horticultural complex were derived from literature and expert surveys. The master plan and the bird's-eye view were then applied to the Saemangeum area by applying the planning elements. After analyzing the method of selecting and deploying input elements for improving functions, it was suggested that low-flow areas, wetlands, artificial storage facilities, green spaces, and waterways should be placed in harmony with the landscape and that the building-to-land ratio should be applied at 55%. The final design was prepared by applying the ecological service function improvement plan proposed by experts. The final bird's-eye view also reflected water purification facilities, connection of wetlands to waterways, packing of pitchers, and connection of green areas. The results of the research are expected to be used as basic data for policy and budget allocation for the eco-friendly creation of horticulture facilities and contribute to sustainable agriculture by contributing to national biodiversity and environmental preservation.