• 제목/요약/키워드: Repetitive Recommendations

검색결과 14건 처리시간 0.024초

추천 수량과 재 추천을 고려한 사용자 기반 협업 필터링 추천 시스템 (A User based Collaborative Filtering Recommender System with Recommendation Quantity and Repetitive Recommendation Considerations)

  • 박지회;남기환
    • 경영정보학연구
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    • 제19권2호
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    • pp.71-94
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    • 2017
  • 추천 시스템은 정보 과부하를 줄여 선택의 질을 높이는 기술로 다양한 분야에서 활용되고 있다. 기존의 추천 시스템 연구는 주로 영화나 음악과 같은 단순한 콘텐츠 추천을 대상으로 했으며, 추천 수량과 기존에 경험했던 상품의 재 추천이 고려되지 않았다. 하지만 다양한 분야에서 추천 시스템의 수요가 증가함에 따라 추천 수량과 재 추천을 고려한 보다 범용적이고 확장된 추천 시스템 개발이 필요한 시점이다. 또 기존 추천 시스템은 온라인 상에서 개별 고객을 대상으로 하는 경우가 많았는데, 오프라인 상에서 개별 고객이 아닌 매장에도 추천 시스템을 적용할 수 있다. 본 연구에서는 추천 시스템 분야에서 많이 활용되는 사용자 기반 협업 필터링 알고리즘에서 추천 수량과 재 추천을 고려하는 방법을 제안하고, 이를 오프라인 의류 매장의 재고 관리 문제에 적용함으로써 다양한 분야에 추천 시스템을 활용할 수 있음을 보인다. 제안한 방법을 통해 각 매장에 수요가 높을 것으로 예측되는 상품과 예상 판매 수량을 예측하여, 해당 상품을 진열할 것을 추천하며, 이는 MAE, Precision, Recall, F1 measure 관점에서 기준 모델보다 추천 성능이 더 뛰어나다. 또 성능을 평가하기에 적합한, 추천 수량 부족과 초과에 따른 페널티를 고려하는 새로운 Quantity Precision, Quantity Recall, Quantity F1 measure 계산 방식을 제안한다. 마지막으로 참신성 관점에서 제안한 방법의 신규 매출 창출 효과를 평가한다. 본 연구는 추천 수량과 재 추천을 고려했다는 점, 온라인이 아닌 오프라인 데이터를 사용했다는 점, 개별 고객이 아닌 매장을 추천 대상으로 했다는 점에서 기존 추천 시스템 연구와는 차별되는 의의를 가진다. 나아가 본 연구에서 제안한 방법론은 재고 관리 이외에도 추천 수량과 재 추천을 고려하는 다양한 분야에 적용될 수 있는 범용성을 가진다.

PRESS OPERATOR AND REPETITIVE STRAIN INJURY

  • 김대식
    • 대한안전경영과학회지
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    • 제6권3호
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    • pp.53-64
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    • 2004
  • Repetition Strain Injury (RSI) is usually caused or aggravated by poor work processes and unsuitable working conditions - that involve repetitive or forceful movements or the maintenance of constrained or awkward postures. The condition is characterized by discomfort and persistent pain. There are three essential steps to eliminate or control hazards In workplace. Case and Demographic Characteristics for Work-related Injuries and illnesses Involving Days Away From Work, 2002. U.S' was examined. Causes of press operators' RSI were carpal tunnel syndrome(CTS), tendonitis, low back pain, and occupational stress. Recommendations for improvement of productivity are redesign of working conditions, exercise, prevent of RSI and avoiding stress.

A Study for Musculoskeletal Disorders of Assembly Line Workers

  • Kim, Dae-Sig
    • 산업융합연구
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    • 제3권2호
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    • pp.73-84
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    • 2005
  • Musculoskeletal Disorders are usually caused or aggravated by poor work processes and unsuitable working conditions - that involve repetitive or forceful movements or the maintenance of constrained or awkward postures. The condition is characterized by discomfort and persistent pain. Case and Demographic Characteristics for Work-related Injuries and Illnesses Involving Days Away From Work, 2003. U.S" was examined. Causes of musculoskeletal disorders for assembly line workers were carpal tunnel syndrome(CTS), tendonitis, low back pain, and occupational stress. Recommendations of improvement for productivity are redesign of working conditions, exercise, prevent of musculoskeletal disorders and avoiding stress.

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산업용 펌프 조립공정에서의 근골격계 질환 유해요인 조사 (An Investigation on the Risk Factors of Musculoskeletal Disorders in the Assembly Line for industrial Pump)

  • 김대식
    • 산업융합연구
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    • 제6권1호
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    • pp.3-16
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    • 2008
  • Musculoskeletal Disorders are usually caused or aggravated by poor work processes and unsuitable working conditions - that involve repetitive or forceful movements or the maintenance of constrained or awkward postures. The condition is characterized by discomfort and persistent pain. An investigation on the risk factors of musculoskeletal should have done one time per three years. Cause of musculoskeletal disorders for assembly line worker was a low back pain(LBP). Recommendations of improvement for productivity are redesign of working conditions, exercise, prevent of musculoskeletal disorders and avoiding stress.

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프레스 공정에서의 근골격계 질환에 대한 유해요인 조사 (An Investigation on the Risk Factors of Musculoskeletal Disorders for Press Process)

  • 김대식;김세환
    • 산업융합연구
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    • 제4권1호
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    • pp.3-15
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    • 2006
  • Musculoskeletal Disorders are usually caused or aggravated by poor work processes and unsuitable working conditions - that involve or repetitive or forceful movements or the maintenance of constrained or awkward postures. The condition is characterized by discomfort and persistent pain. Case and Demographic Characteristics for Work-related Injuries and Illnesses Involving Days Away From Work, 2004. U.S" was examined. Causes of musculoskeletal disorders for assembly line workers were carpal tunnel syndrome(CTS), tendonitis, low back pain, and occupational stress. Recommendations of improvement for productivity are redesign of working conditions, exercise, prevent of musculoskeletal disorders and avoiding stress.

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Proliferation of Health and Safety Documentation in Construction?

  • Smallwood, John;Bester, Deon
    • 국제학술발표논문집
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    • The 8th International Conference on Construction Engineering and Project Management
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    • pp.243-248
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    • 2020
  • In addition to a range of H&S documentation, a range of actions, beliefs, interventions, practices, and states are important in terms of achieving optimum construction H&S. Conclusions include that H&S documentation facilitates and assists planning, organising, leading, controlling, and coordinating H&S. Furthermore, current H&S documentation: is inappropriate in that it can be complex, generic, lengthy, onerous, repetitive (duplicative), and vague; engenders dubious practices; generally, 'does not add the potential value'; shifts the focus from the physical process, and could be improved. Recommendations include: industry associations should review their 'audit system' to interrogate the allocation of points; H&S documents must reflect the intention of the requirement; the synergy between H&S documentation, and actions, interventions, and practices should be investigated, digested, and focused upon, and 'audits', or rather inspections, should focus more on the physical process, actions, interventions, and practices, than documentation.

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Self-checking Type, Repetitive, Education Efficacy for Temporomandibular Disorder Patients

  • Ok, Soo-Min;Kim, Kyung-Hee;Heo, Jun-Young;Ahn, Yong-Woo;Jeong, Sung-Hee
    • Journal of Oral Medicine and Pain
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    • 제40권2호
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    • pp.72-78
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    • 2015
  • Purpose: The purpose of this research was twofold: to compare the short-term efficacy of once-off education versus repetitive education (RE) of patients suffering from temporomandibular disorders (TMDs) and to determine whether there was any correlation amongst patient demographics, recommendation adherence degree and pain levels. Methods: A total of 848 patients with TMDs were enrolled. The control group consisted of patients who received a standard conservative treatment (STD) over at least 6 visits with education provided only during the first visit. The experimental group consisted of patients who received STD but had also been given RE (STD+RE). The RE was delivered through a standardized self-assessment questionnaire (SAQ) that was completed by the patient during each visit. Pain, which included maximum comfortable opening (MCO) of the mouth and limitation of mouth opening (LOM), was compared between the two groups. Behavior pattern and reported pain level changes in the group who used the SAQ were also analyzed. Results: The LOM was significantly improved in all of the experimental group patients (especially in females under 30 years of age, p<0.05). The MCO was significantly higher in females (p=0.029). All of the patients displayed improvements in their habits following RE, which resulted in a strong correlation with pain reduction. Adhering to the recommendations regarding questions 14 and 15 of the SAQ appeared to have the greatest effect on pain reduction. Conclusions: These results clearly demonstrate that RE is more effective than once-off education for TMD patients who are female or under 30 years of age.

Analytical Design Methodology for Recommending VDT Workstation Settings and Computer Accessories Layout

  • Rurkhamet, Busagarin;Nanthavanij, Suebsak
    • Industrial Engineering and Management Systems
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    • 제3권2호
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    • pp.140-150
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    • 2004
  • Repetitive stress injury at the wrist has been reported as a common injury among visual display terminal (VDT) users (i.e., computer users). Adjusting a VDT workstation (computer table and chair) to maintain a correct seated posture while operating a keyboard is perhaps the most frequently recommended preventive solution. This paper proposes an analytical design methodology based on ergonomic design principles for recommending appropriate VDT workstation settings and layout of individual computer accessories on the computer table. The proposed design methodology consists of two interrelated phases: (1) determination of VDT workstation settings, and (2) design of computer accessories layout. Based on the information about the VDT user, dominant task to be performed, typing skill, and degrees of physical and visual interactions between the user and computer accessories, adjustment and layout solutions are recommended to allow having a correct seated posture while minimizing both physical and visual movements. The results from an experiment show that when adjusting the workstation and locating the computer accessories according to the recommendations given by the proposed design methodology, the user's hand movements can be significantly reduced.

Numerical and analytical study on initial stiffness of corrugated steel plate shear walls in modular construction

  • Deng, En-Feng;Zong, Liang;Ding, Yang
    • Steel and Composite Structures
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    • 제32권3호
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    • pp.347-359
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    • 2019
  • Modular construction has been increasingly used for mid-to-high rise buildings attributable to the high construction speed, improved quality and low environmental pollution. The individual and repetitive room-sized module unit is usually fully finished in the factory and installed on-site to constitute an integrated construction. However, there is a lack of design guidance on modular structures. This paper mainly focuses on the evaluation of the initial stiffness of corrugated steel plate shears walls (CSPSWs) in container-like modular construction. A finite element model was firstly developed and verified against the existing cyclic tests. The theoretical formulas predicting the initial stiffness of CSPSWs were then derived. The accuracy of the theoretical formulas was verified by the related numerical and test results. Furthermore, parametric analysis was conducted and the influence of the geometrical parameters on the initial stiffness of CSPSWs was discussed and evaluated in detail. The present study provides practical design formulas and recommendations for CSPSWs in modular construction, which are useful to broaden the application of modular construction in high-rise buildings and seismic area.

동적 시간지원 특성을 지원하는 망관리 객체의 정형적 모델링 (A Formal Modeling of Managed Object Behaviour with Dynamic Temporal Properties)

  • 최은복;이형효;노봉남
    • 한국정보처리학회논문지
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    • 제7권1호
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    • pp.166-180
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    • 2000
  • ITU-T, ISO 등에 의해 제정된 표준권고안은 통신망 구성요소들간의 단순한 통신규칙을 정의하는 것 외에 통신망 관리에 필요한 자원들의 속성과 동적 특성에 대한 추상화된 표현, 그리고 통신망 구성요소들에 대한 관리기능을 포괄적으로 규정하고 있다. 그러나 표준통신망 구성요소중 관리객체에 동작에 영향을 미치는 능동적 요인들과 동작절차 및 그에 따른 통지 발생 등의 과정들이 ‘BEHAVIOUR" 템플릿내에 자연어를 이용하여 매우 포괄적이며 간략히 기술되어 있어, 관리객체의 동작 조건이나, 결과 등이 명확히 표현되지 못하는 문제점을 가지고 있다. 또한 관리객체의 동적 특성은 능동적 특성외에 시간지원 특성에 따라 동작 절차가 달라질 수 있다. 반복적이고 주기적인 정적인 시간 기념 뿐만 아니라 다른 관리자의 속성에 따라 사용권한이 결정되거나 특정기간 동안에만 권한이 부여되는 동적인 시간개념이 첨가된다면 관리객체의 능동적 특성이 더욱 강화될 수 있다. 본 논문에서는 정적인 시간관리객체의 활동을 제어하는 표준권고안의 스케줄링 관리객체에 동적인 특성을 추가하였으며 관리객체 기술의 표준인 GDMO 표현법에 의해 동적특성을 지원하는 스케줄링 관리객체를 기술하였다. 또한 관리객체의 동적 특성 기술을 위해 새롭게 정의한, 동적 시간지원 기능이 추가된 BDL을 이용하여 동작절차를 기술하였다. 그리고 동적 시간지원 특성을 지원하는 관리객체를 대리자 관리 기능 모델에 적용하여 체계적이고 정형적인 기술방법임을 제시한다.

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