• Title/Summary/Keyword: Recent Reviews

Search Result 609, Processing Time 0.027 seconds

Deep Learning-based Text Summarization Model for Explainable Personalized Movie Recommendation Service (설명 가능한 개인화 영화 추천 서비스를 위한 딥러닝 기반 텍스트 요약 모델)

  • Chen, Biyao;Kang, KyungMo;Kim, JaeKyeong
    • Journal of Information Technology Services
    • /
    • v.21 no.2
    • /
    • pp.109-126
    • /
    • 2022
  • The number and variety of products and services offered by companies have increased dramatically, providing customers with more choices to meet their needs. As a solution to this information overload problem, the provision of tailored services to individuals has become increasingly important, and the personalized recommender systems have been widely studied and used in both academia and industry. Existing recommender systems face important problems in practical applications. The most important problem is that it cannot clearly explain why it recommends these products. In recent years, some researchers have found that the explanation of recommender systems may be very useful. As a result, users are generally increasing conversion rates, satisfaction, and trust in the recommender system if it is explained why those particular items are recommended. Therefore, this study presents a methodology of providing an explanatory function of a recommender system using a review text left by a user. The basic idea is not to use all of the user's reviews, but to provide them in a summarized form using only reviews left by similar users or neighbors involved in recommending the item as an explanation when providing the recommended item to the user. To achieve this research goal, this study aims to provide a product recommendation list using user-based collaborative filtering techniques, combine reviews left by neighboring users with each product to build a model that combines text summary methods among deep learning-based natural language processing methods. Using the IMDb movie database, text reviews of all target user neighbors' movies are collected and summarized to present descriptions of recommended movies. There are several text summary methods, but this study aims to evaluate whether the review summary is well performed by training the Sequence-to-sequence+attention model, which is a representative generation summary method, and the BertSum model, which is an extraction summary model.

Trend of recent research and applications on Nanoimprint Lithography (나노임프린트 리소그래피 기술의 연구 및 응용 동향)

  • Nah, D.B.;Park, J.S.
    • Proceedings of the Korean Society for Technology of Plasticity Conference
    • /
    • 2008.10a
    • /
    • pp.325-328
    • /
    • 2008
  • With intensive research and development to mass particular nanostructure of 10nm, Nanoimprint lithography will soon be put to practical use. This paper reviews latest research and application trend and also covers technical articles about Nanoimprint lithography technology Published since 1998, including statistical analysis of collected data(Web of Science DB) and related technical trend.

  • PDF

Porous Coordination Polymers of Zinc(II)-dicarboxylate-diamine and Their Gas Sorption Properties

  • Chun, Hyung-Phil
    • Korean Journal of Crystallography
    • /
    • v.16 no.2
    • /
    • pp.61-65
    • /
    • 2005
  • Despite a short history, the research on porous coordination polymers is gaining importance in inorganic chemistry thanks to facile synthesis, unambiguous characterization by X-ray diffraction and potentials as high-surface-area materials. Recently, gas sorption properties of various porous materials are under active investigations in order to know whether it is possible to store industrially important gases through physisorption, and porous coordination polymers are one of the most promising candidates for such a purpose. This article reviews two recent papers reporting a series of isomorphous frameworks based on Zn(II), dicarboxylate and diamine ligands and their gas sorption properties.

Molecular Application to Psychiatry (분자생물학의 정신과적 적용)

  • Lee, Min-Soo
    • Korean Journal of Biological Psychiatry
    • /
    • v.1 no.1
    • /
    • pp.60-66
    • /
    • 1994
  • Advances in molecular biology have renewed hope for the discovery of disease relevant gene. The basic strategy is gene mapping and likely to have on important role in psychiatric research and practice. Recent linkage studies of chromosomal loci to psychiatric diseases shed light on the potential for new genetics in psychiatric science. This article reviews molecular application to psychiatrymethodological issues in genetic linkage, study of gene expression by analysis of mRNA, and current linkage studies in psychiatric diseases.

  • PDF

Current Trend of Management of the Rotator Cuff Injury (회전근개 손상의 최신 치료)

  • Ha Kwon-Ick
    • Clinics in Shoulder and Elbow
    • /
    • v.1 no.1
    • /
    • pp.1-5
    • /
    • 1998
  • Rotator cuff disease is the most common cause of shoulder pain. Recent understanding of structure and mechanics enables scientific approach to the treatment of the cuff teat. It is an integral component in the normal movement and function of the shoulder. This article addresses current knowledge of the structure and biomechanics of the rotator cuff, and reviews various kind of operative treatment.

  • PDF

Clinical Year in Review of Pulmonary Vascular Disease (호흡기내과 의사를 위한 폐혈관 질환 리뷰)

  • Lim, Seong-Yong
    • Tuberculosis and Respiratory Diseases
    • /
    • v.69 no.4
    • /
    • pp.237-242
    • /
    • 2010
  • Pulmonary vascular disease is a category of disorders, including pulmonary hypertension, pulmonary embolism or chronic thromboembolic pulmonary hypertension, pulmonary vasculitis, pulmonary vascular disease secondary to chronic respiratory disease, and pulmonary vascular tumor and malformations. This article reviews the recent advances in this wide spectrum of pulmonary vascular diseases.

HIGH POWER, HIGH BRIGHTNESS PROTON ACCELERATORS

  • Lee, Yong-Yung
    • Nuclear Engineering and Technology
    • /
    • v.37 no.5
    • /
    • pp.433-446
    • /
    • 2005
  • The development of accelerator science and technology has been accommodating ever increasing demand from scientific community of the beam energy and intensity of proton beams. The use of high-powered proton beams has extended from the traditional application of nuclear and high-energy physics to other applications, including spallation neutron source replacing nuclear reactor, nuclear actinide transmutation, energy amplification reactors. This article attempts to review development of proton accelerator, both linear and circular, and issues related to the proton beam energy, intensity as well as its output power. For related accelerator physics and technical review, one should refer to the recent article in the Reviews of Modem Physics [1]

Genetics and Molecular Biology in Aquaculture - Review -

  • Lakra, W.S.
    • Asian-Australasian Journal of Animal Sciences
    • /
    • v.14 no.6
    • /
    • pp.894-898
    • /
    • 2001
  • Genetics has played a pivotal role in increasing the world food production through revolutions in plant and animal sciences. Though the attention on fisheries has been inadequate but the growing importance of modern genetic manipulations and biotechnological innovations to aquaculture has been realized. Recent advances in fish genetics and molecular biology have provided a suite of useful techniques, which have several applications in aquaculture. This paper reviews the advancement in the applications of selection, hybridization, chromosome engineering, sex control, gene transfer and molecular technologies for enhanced aquaculture productivity.

A Review of Fluorescent Lamp Modeling Technology (최근의 형광등 광원의 모델링 기술 고찰)

  • Han, Soo-Bin;Park, Suck-In;Jung, Bong-Man;Jeoung, Hak-Guen;Song, Eu-GIne;You, Seng-Won
    • Proceedings of the Korean Institute of IIIuminating and Electrical Installation Engineers Conference
    • /
    • 2007.05a
    • /
    • pp.54-56
    • /
    • 2007
  • In recent, modeling methods for fluorescent lamp are developed well in both static and dynamic state. The models help reliable ballast to be developed in more fast time. This paper reviews the concept and method for well developed models, especially, circuit oriented models using PSpice.

  • PDF

Toward the Efficient Integration of Travel Demand Analysis with Transportation Network Design Models (교통수요예칙과 가로망설계의 효율화)

  • 이인원
    • Journal of Korean Society of Transportation
    • /
    • v.1 no.1
    • /
    • pp.28-42
    • /
    • 1983
  • In recent years, significant advances have been made enabling travel demand analysis and network design methods to be used as increasingly realistic evaluation tools. What has been lacking is the integration of travel demand analysis with network design models. This paper reviews some of advanced (integrated) modeling approaches and presents future research directions of integrated modeling system. To design urban transportation networks, it is argued that the travelers' free choice of mode, destination and route should be introduced into transportation network design procedure instead of assuming that trips from a zone to a workplace are fixed or deriving them in a normative procedure to achieve hypothetical system optima.

  • PDF