종합 평점과 다기준 평점을 선택적으로 활용하는 협업필터링 기반 하이브리드 추천 시스템

구민정(Min Jung Ku),안현철(Hyunchul Ahn) 한국지능정보시스템학회 2018 지능정보연구 Vol.24 No.2

추천시스템은 사용자의 과거 구매행동을 통해 향후 구매할 것이라고 예상되는 제품을 자동으로 검색하여 추천해준다. 특히 전자상거래 기업의 상품추천시스템은 일대일 마케팅의 대표적 실현수단으로 가치가 있다. 하지만, 전통적인 추천시스템, 특히 학계 및 산업계에서 가장 널리 사용되고 있는 전통적인 협업필터링 기법은 단일차원의 ‘종합 평점’만을 고려하여 추천결과를 생성하도록 설계되어 있어, 사용자들의 정확한 니즈를 이해하고 대응하는데 근본적인 한계가 있다. 최근에는 전자 상거래 기업들도 고객들로부터 보다 다각화된, 다기준 방식으로 피드백을 받고 있다. 특히 다기준 평점은 정량적으로 입력되는 정보이므로 상대적으로 분석 및 처리가 용이하다는 장점이 있다. 그러나 다기준 평점 역시 사전에 정해진 기준에 대해서만 사용자의 피드백이 이루어지기 때문에, 보다 상세하게 사용자의 의견을 이해하여 추천에 반영하는 데에는 한계가 있다. 이에 본 연구는 다기준 평점 정보와 선택적 협업필터링의 서로 다른 접근방법을 통해 도출된 추천결과를 종합하여, 최종적으로 추천 대상리스트를 산출할 수 있는 하이브리드 기술을 제안한다. 본 연구에서 제안한 연구모형의 유용성을 검증하기 위해, 식음료점(식당, 카페 등)에 대한 실제 이용자를 대상으로 온라인 설문을 통해 종합 평점과 다기준평점을 수집하였으며, 데이터를 학습용과 검증용으로 구분하여 학습시키고 성과를 평가하였다. 이 기법은 결합함수 기반 접근법과 사용자마다 구매의사결정의 체계가 다르다는 전제하에, 사용자들을 유형화하고, 유형에 따라 정보원을 선택적으로 활용하는 협업필터링 알고리즘을 활용했다. 실험결과, 제안 알고리즘을 통한 추천 방법이 단일 차원을 고려하는 전통적인 협업필터링과 비교해 더 우수한 예측정확도를 나타냄을 확인했다. 아울러, 본 연구가 제안하는 다기준 평점과 선택적 협업필터링 알고리즘을 종합하여 추천하는 방법이, 단순히 다기준 평점을 고려했을 때 보다 통계적으로 유의한 수준의 정확도의 개선이 이루어짐을 확인할 수 있었다. Recommender system recommends the items expected to be purchased by a customer in the future according to his or her previous purchase behaviors. It has been served as a tool for realizing one-to-one personalization for an e-commerce service company. Traditional recommender systems, especially the recommender systems based on collaborative filtering (CF), which is the most popular recommendation algorithm in both academy and industry, are designed to generate the items list for recommendation by using ‘overall rating’ – a single criterion. However, it has critical limitations in understanding the customers’ preferences in detail. Recently, to mitigate these limitations, some leading e-commerce companies have begun to get feedback from their customers in a form of ‘multicritera ratings’. Multicriteria ratings enable the companies to understand their customers’ preferences from the multidimensional viewpoints. Moreover, it is easy to handle and analyze the multidimensional ratings because they are quantitative. But, the recommendation using multicritera ratings also has limitation that it may omit detail information on a user’s preference because it only considers three-to-five predetermined criteria in most cases. Under this background, this study proposes a novel hybrid recommendation system, which selectively uses the results from ‘traditional CF’ and ‘CF using multicriteria ratings’. Our proposed system is based on the premise that some people have holistic preference scheme, whereas others have composite preference scheme. Thus, our system is designed to use traditional CF using overall rating for the users with holistic preference, and to use CF using multicriteria ratings for the users with composite preference. To validate the usefulness of the proposed system, we applied it to a real-world dataset regarding the recommendation for POI (point-of-interests). Providing personalized POI recommendation is getting more attentions as the popularity of the location-based services such as Yelp and Foursquare increases. The dataset was collected from university students via a Web-based online survey system. Using the survey system, we collected the overall ratings as well as the ratings for each criterion for 48 POIs that are located near K university in Seoul, South Korea. The criteria include ‘food or taste’, ‘price’ and ‘service or mood’. As a result, we obtain 2,878 valid ratings from 112 users. Among 48 items, 38 items (80%) are used as training dataset, and the remaining 10 items (20%) are used as validation dataset. To examine the effectiveness of the proposed system (i.e. hybrid selective model), we compared its performance to the performances of two comparison models – the traditional CF and the CF with multicriteria ratings. The performances of recommender systems were evaluated by using two metrics - average MAE(mean absolute error) and precision-in-top-N. Precision-in-top-N represents the percentage of truly high overall ratings among those that the model predicted would be the N most relevant items for each user. The experimental system was developed using Microsoft Visual Basic for Applications (VBA). The experimental results showed that our proposed system (avg. MAE = 0.584) outperformed traditional CF (avg. MAE = 0.591) as well as multicriteria CF (avg. AVE = 0.608). We also found that multicriteria CF showed worse performance compared to traditional CF in our data set, which is contradictory to the results in the most previous studies. This result supports the premise of our study that people have two different types of preference schemes – holistic and composite. Besides MAE, the proposed system outperformed all the comparison models in precision-in-top-3, precision-in-top-5, and precision-in-top-7. The results from the paired samples t-test presented that our proposed system outperformed traditional CF with 10% statistical significance level, and multicriteria CF with 1% statistical significance l

예술 교육을 통한 민주시민성 함양 사례

구민정(Ku Min Jung) 한국예술종합학교 한국예술연구소 2013 한국예술연구 Vol.- No.8

< 연극 >교과의 정립을 위한 교육과정편성 원리의 지향점 고찰

구민정 ( Ku Min Jung ) 한국연극교육학회 2016 연극교육연구 Vol.28 No.-

This study explores the purpose and principle of drama/theatre national curriculum formation which is newly included into national curriculum. The revised 2015 national curriculum is different from the past one in terms of competency-based curriculum. The competency-based curriculum emphasizes creative integration among subjects, aesthetic sensitivity and sensibility to resolve the challenge and problems. Therefore, the purpose of theatre/drama national curriculum is not to raise drama/theatre professionals but to improve students`` key competency which is provided in the entire national curriculum. And, the 2015 revised national curriculum pursued "a creative and integrated leader" who owns aesthetic sensibility and communicative sill as the key competency. However, the subject, drama/theatre which is included into 2015 revised national curriculum for the first time has little study upon curriculum theory and drama/theatre as a subject. Thus, the newly devised drama/theatre curriculum is not systematic. The theatre curriculum is divided into "expression, experience, appreciation, cultural life" and suggest process-centered curriculum and assessment pitfalls to complement professional-centered curriculum. Yet, the current theatre/drama curriculum is likely to bring about confusion due to its incompatible aims. Specifically, the terms used in target standard of drama/theatre subject are not conceptually agreed so that they will result in confusion. Besides, another confusion, whether theatre curriculum deals with education in theatre/drama or education through theatre also needs to be discussed. Nevertheless, the drama/theatre curriculum should reflect ``competencybased curriculum`` purpose because the subject ``theatre`` is dealt with not as a selective curriculum for professionals but as a comprehensive one. It should be based upon how to raise ``a creative and integrated leader``. Under this purpose, the theatre/drama should be organically integrated into curriculum. Furthermore, target standard and contents of the subject should be embodied according to this ``key competency``. In order to respond to the rapid change of national curriculum, theatre/drama curriculum and theatre/drama as a subject should be studied. To establish drama/theatre as a subject in the national curriculum, the characteristics, purpose, content, target standard and the meaning of enactment should be explained. In addition, the agreed concepts and terms should be determined. It is not yet mature for the current drama/theatre curriculum to meet the entire national curriculum which requires the cultivation of ``creative and integrated leaders``. More researches and studies are required on this matter.

AI시대를 대비하는 교육연극 적용 PBL수업의 질성적 사고 통합 평가에 관한 실행연구 : 공립형 대안학교 사례를 중심으로

구민정(Ku Min Jung) 학습자중심교과교육학회 2022 학습자중심교과교육연구 Vol.22 No.5

목적 이 연구의 목적은 AI시대를 대비하는 교육적 방안으로 PBL과 교육연극을 결합한 질성적 사고 교육과정과 이를 통한 전인격적 평가의 가능성을 제시하는 것이다. 방법 이를 위해 경남 김해에 소재한 공립형 대안학교에서 실행연구를 실시하였다. 결과 교육연극을 적용한 PBL수업과 교육연극공연을 실시한 결과 학생들의 질성적 사고에 의한 앎의 확대와 전인격적 평가의 가능성을 확인하였다. 결론 AI시대에 대한 적극적 대응으로서 PBL과 교육연극 통합 모형의 종합적 평가 사례를 통해 질성적 사고 개념에 의한 전인격적 평가의 다양한 가능성을 확인하였다. Objectives The purpose of this study is to present a qualitative thinking curriculum that combines PBL and educational drama as an educational method to prepare for the AI era and the possibility of holistic evaluation through this. Methods To this end, an action research was conducted at a public alternative school located in Gimhae, Gyeongsangnam-do. Results As a result of conducting PBL classes applying educational drama and educational drama performances, it was confirmed that students could expand their knowledge and evaluate their whole personality due to qualitative thinking. Conclusions As an active response to the AI era, various possibilities of holistic evaluation based on qualitative thinking concepts were confirmed through comprehensive evaluation cases of the integrated PBL and educational drama models.

남은 음식물과 녹차 부산물이 산란계의 산란성적과 계란품질에 미치는 영향

우간바야르 담딘수렌(Uuganbayar Damdinsuren),구민정(Min jung Ku),배인휴(In Hyu Bae),양철주(Chul Ju Yang),선상수(Sang Soo Sun) 유기성자원학회 2006 유기물자원화 Vol.14 No.4

본 연구는 산란계에서 남은 음식물과 녹차 부산물이 산란계의 산란성적과 계란품질에 미치는 영향을 연구하였다. 공시동물은 50주령 Tetran Brown종 산란계 210수를 7처리 5반복 (반복당 6수)으로 임의 배치하였다. 시험설계는 대조구와 옥수수 곡류와 대두박을 대용한 건조된 남은음식물 10, 20, 30 및 40% 첨가구 (10% DLF, 20% DLF, 30% DLF 및 40% DLF)와 1.0%의 녹차 부산물 첨가구 (1.0% GTB)와 30% DLF와 1.0% GTB를 첨가한 혼합 첨가구를 두어 사양실험을 8주 동안 실시하였다. 산란율은 대조구에 비하여 10, 20 및 40% DLF 처리구에서 유의적으로 증가하였다 (P<0.05). 난중은 대조구에 비하여 10% DLF 처리구에서 유의적으로 감소하였다 (P<0.05). 사료 섭취량은 대조구보다 20% DLF 처리구와 30% DLF와 1.0% GTB의 혼합 첨가구에서 높게 나타났다 (P<0.05). 사료 요구율은 대조구에 비하여 10% DLF 처리구와 1.0% GTB 처리구에서 유의적으로 감소하였다 (P<0.05). 난황 콜레스테롤은 DLF 처리구와 대조구 사이에서 변화가 없었다 (P>0.05). 난황의 리놀렌산은 DLF 처리구와 1.0% GTB 첨가한 처리구에서 유의적으로 증가하였다. This study was designed to determinate the effects of dried leftover food and green tea by-product on laying hens performance and egg quality in hens. A total of 210 “Tetran Brown” layers 50-weeks of age were assigned to 7 treatments in a completely randomized design. Each treatment had five replicates per treatment with six layers per replication. Seven dietary treatments were a control diet (formula diet) and dried leftover food (DLF) mixed in 10, 20, 30 and 40% to the control diet substituting the corn grain and soybean meal, control diet containing 1.0% GTB without DLF supplementation and control diet containing 30% DLF plus 1.0% GTB supplementation. The trial period was for 8 weeks. The egg production rate of layers was significantly increased in 10, 20 and 40% DLF treatments compared to that of the control treatment (P<0.05). The egg weight was significantly decreased in 10% DLF treatment compared to that of the control (P<0.05). The feed intake of layers was higher in 20% DLF and 30% DLF plus 1.0% GTB treatment than that of the control (P<0.05). The feed conversion ratio significantly decreased in 10% DLF and control plus 1.0% GTB treatments compared to that of the control (P<0.05). The egg yolk cholesterol not varied among the DLF and control treatments (P>0.05). However, the linolenic acid content of egg yolk was significantly increased in DLF and control treatments both containing 1.0% GTB supplementation.

옥수수 첨가 TMR 사료 급여가 거세흑염소의 발육과 육질에 미치는 영향

김상욱,최영선,유대중,구민정,이기호,박상국,Kim, Sang-Uk,Choi, Young-Sun,Yoo, Dae-Joong,Ku, Min-Jung,Lee, Gi-Ho,Park, Sang-Guk 한국초지조사료학회 2016 한국초지조사료학회지 Vol.36 No.4

The objective of this study was to evaluate the effect of different dietary corn levels in Total Mixed Rations (TMR) on growth and meat quality of castrated Korean black goats. For feeding trials, thirty-two castrated Korean black goats with similar age (average of 3 months) and body weight (average of 15.9 kg) were divided into the following four treatment groups: commercial feed (control), TMR containing 15% of corn (T1), TMR containing 25% of corn (T2), and TMR containing 35% of corn (T3) in a randomized complete block design. Final body weight was the highest in T2 (58.9 kg), followed by that in control group (53.1 kg). Average daily gain (ADG) and total dry matter intake (TDMI) were also the highest in T2 (100.2 g and 1,346 g, respectively). However, feed conversion ratio (13.4) was the lowest in T2. Carcass weight and dressing percentage in T2 and T3 were higher than those in the control. For meat quality characteristics, crude fat content was the highest in T2 (6.54%). Cooking loss (15.2%) was the lowest in the control. However, the control had the highest flavor value (5.3%). Oleic acid (C18:l) and palmitic acid (C16:0) were the highest in T2 (48.6% and 22.4%, respectively). Stearic acid (C18:0) was the highest in T1 (14.5%). Unsaturated fatty acid was the highest in the control (58.8%), followed by that in T3 (58.2%), T2 (57.8%), and T1 (54.4%). These results indicate that TMR containing 25% of corn could improve the growth performance and meat quality of castrated Korean black goats. 본 연구는 TMR 사료내 옥수수 첨가비율이 비육 흑염소의 발육과 육질에 미치는 영향을 조사하기 위하여 실시하였다. 사양시험은 전라남도 농업기술원축산연구소에서 평균 3개월령 이유 거세흑염소 32두(평균체중 15.9 kg)를 대상으로 총 14개월간 수행하였다. 시험설계는 TMR 사료에 옥수수 15.0% 첨가 (T1), 옥수수 25.0% 첨가 (T2), 옥수수 35.0% 첨가 (T3), 대조구는 시판 배합사료를 급여하였으며 처리당 8두씩 시험축을 임의배치 하였다. 연구결과, 출하체중은 T2구에서 58.9 kg으로 가장 높았으며 대조구 53.1 kg 순이었다. 일당 증체량 및 사료섭취량은 T2구에서 각각 100.2 g, 1,346 g으로 가장 높았으나, 사료요구율은 T2구에서 오히려 13.4로 가장 낮았다. 도체중은 T2구에서 35.3 kg으로 가장 많았으며, 도체율은 T3구에서 61.5%로 가장 높았다. 육질특성 중 지방함량이 T2구에서 6.54%로 가장 높았으며, 가열감량은 대조구에서 15.2%로 가장 낮았으며 향미는 대조구에서 5.3으로 가장 높았다. 지방산 성분 중 oleic acid (C18:l)와 palmitic acid (C16:0)은 T2구에서 각각 48.6%, 22.4%로 가장 높았으며, stearic acid (C18:0)는 T1구에서 14.5%로 가장 높았다. 불포화지방산은 대조구에서 58.8%로 가장 높았으며 T3구 58.2%, T2구 57.8, T1구 54.4 순이었다. 이상의 결과를 종합하면 흑염소의 생산성 향상 및 육질개선을 위해서는 흑염소 TMR 사료에 옥수수를 25% 첨가하는 것이 가장 효과적인 것으로 판단된다.