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Mining Implicit Correlations between Users with the Same Role for Trust-Aware Recommendation

  • Liu, Haifeng;Yang, Zhuo;Zhang, Jun;Bai, Xiaomei;Wang, Wei;Xia, Feng
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.9 no.12
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    • pp.4892-4911
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    • 2015
  • Trust as one of important social relations has attracted much attention from researchers in the field of social network-based recommender systems. In trust network-based recommender systems, there exist normally two roles for users, truster and trustee. Most of trust-based methods generally utilize explicit links between truster and trustee to find similar neighbors for recommendation. However, there possibly exist implicit correlations between users, especially for users with the same role (truster or trustee). In this paper, we propose a novel Collaborative Filtering method called CF-TC, which exploits Trust Context to discover implicit correlation between users with the same role for recommendation. In this method, each user is first represented by the same-role users who are co-occurring with the user. Then, similarities between users with the same role are measured based on obtained user representation. Finally, two variants of our method are proposed to fuse these computed similarities into traditional collaborative filtering for rating prediction. Using two publicly available real-world Epinions and Ciao datasets, we conduct comprehensive experiments to compare the performance of our proposed method with some existing benchmark methods. The results show that CF-TC outperforms other baseline methods in terms of RMSE, MAE, and recall.

Systematic Botanical Survey of Traditional Herbal Medicines Listed in the Official Drug Compendia(Pharmacopoeia and Natural Drug Standards) of Korea, China and Japan (한(韓) 중(中) 일(日)의 공정서(公定書)(약전(藥典) 및 규격집(規格集))에 수재(收載)된 전통천연약물(傳統天然藥物)의 품질(品質)에 관한 조사(調査) (I) -기원(起源)에 관한 분류학적(分類學的) 검토(檢討)-)

  • Park, Sang-Hi;Youm, Jeong-Rok;Chang, Il-Moo
    • Korean Journal of Pharmacognosy
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    • v.22 no.2
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    • pp.112-123
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    • 1991
  • Traditional drugs(herbal and animal drugs) of Korea, China and Japan have developed essentially from the same origin, since the traditional medicine of three countries has been originated from ancient China. Due to different geographical locations and discrepancy of plant resources of the traditional drugs, some divergency in terms of systematic botany in traditional drug materials has appeared in the three countries. Present report aims to survey traditional herbal drugs that have been called same traditional names in three countries, but they are actually different with respect to systematic botanical view-point. The official drug compendia(pharmacopoeia and natural drug standards) of three countries were subject to examination. Survey was conducted by the following categories. Traditional drugs were listed under same name, however, 1) they belong to different genus; 7 traditional herbal drugs were listed. 2) they belong to same genus, but different species; 24 traditional herbal drugs were found. 3) a variety of related species are used; 15 traditional drugs were listed. 4) actually same plant, but taxonomical name is differently called and/or different parts of plant are used; 10 traditional drugs were counted. 5) animal drugs belong to one of the above categories; 7 traditional animal drugs were found. Total 63 traditional drugs(herbal and animal) were found to comprise different taxonomical names when the official drug compendia of Korea, China and Japan were examined.

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Factors related to willingness of choosing the same hospital (입원환자의 재선택 의향과 결정요인)

  • Seol, Dong-Won;Yu, Seung-Hum;Park, Eun-Cheol;Kim, Eun-Suak
    • Korea Journal of Hospital Management
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    • v.2 no.1
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    • pp.65-79
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    • 1997
  • This study aims to measure in-patients' willingness to choose the same hospital, and to define the related factors. The willingness was measured by the fact whether in-patients would return to the same hospital for their future hospitalization and can be said as the essence of ascertaining patients' satisfaction. Data was collected from 236 patients hospitalized in two hospitals selected according to its superiority, one being superior in medical technique, the other being superior in facility and equipment. To enhance the comparability between the two hospitals, the department and the diagnosis were matched, and structured questionnaires were self-fill-up. The main findings are as follows. Hospitals were analyzed by their superiority : medical services, facility and equipment. In case of hospitals with superior medical services, the willingness was proportional to positive doctor-patient relationship, to satisfaction with the medical level, and to the acknowledgement of utility in cure. In case of hospitals with superior facility and equipment, the willingness was proportional to the satisfactory state of overall facility. Two types of hospitals were combined and analyzed. The willingness for choosing hospitals with superior medical services was stronger than that for choosing the other hospitals. The satisfaction with overall facility, satisfaction with medical level, acknowledgement of utility in cure, positive doctor-patient relationship, and better consultation produced higher willingness to choose the same hospital. The willingness for the option shows to what degree the hospital suffices patients' expectation. Patients' understanding views were obviously influential. The satisfaction level for medical aspect was more influential than the level for non-medical aspect.

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The Study on the Relationship Between Sasang Constitutional Theory and Anti-Neo-Confucianism in Myung-Suen Lock (<명선록(明善錄)>의 반주자학적 논거의 이제마(李濟馬)의 사상인장이론(四象人臟理論)과의 관련성에 대하여)

  • Lee, Hang-Jae;Choi, Seung-Hoon
    • Korean Journal of Oriental Medicine
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    • v.2 no.1
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    • pp.289-306
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    • 1996
  • This study are performed to reveal the origin of the Sasang constitutional theory made by Lee-jae-ma(李濟馬), confucianist as well as famous oriental doctor, who succeeded to Han- suck-jie(韓錫地)'s Anti-Neo-Confucianism. Han wrote a book na mod Myung-Suen-Lock(明善錄) which criticized Neo-Confucianism formed at times of Song dynasty in China and proposed a new doctrine i.e Anti-Neo-Confucianism. He asserted that The Sacred and Ordinary Men are all the same in nature, and that The Acatul Mind of Universe and The Actual Mind of Human also are all the same ultimately These two assertions cleary contrasted with pre-existing Neo-confucianism led Lee-jae-ma to successively organize Sasang constitutional theoy. This study is aimed to illuminate this point : How under the effects of Han's new doctrine Lee-jae-ma could find four general constitutions due to the functional variation of the four organs. At first, Lee indicated four organs as the very general basement providing human nature for all men including The Sacred. In consequence, he justified one of the Han's assertions that The Sacred and Ordinary Men are all the same in nature. Secondly, Lee indicated the Mind as the actual center which bring forth the individual spontaneity. As far as this individual spontaneity is rightly aimed, which means harmonize his own's with the actual process of the Universe, all men could be The Sacred. So he come to justify the other of Han's assertions that The Actual Mind of Universe and The Actual Mind of Human also are all the same ultimately. Therefore, it is clearly verified that the Lee-jae-ma's Sasang doctrine is the successive achievement origined from Han-suck-jie(韓錫地)'s Anti-Neo-Confucianism abundantly represented in his own book, Myung-Suen-Lock.

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A study of Utilization behavior in patients receiving Korean Medicine and Western Medicine collaboration (의·한의 협진 의료이용 행태 분석 연구)

  • Kim, Hyun-Min;Kim, Nam-Kwen;Nam, Soon-Hoo;Lee, Hye-Yoon
    • Journal of Society of Preventive Korean Medicine
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    • v.22 no.2
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    • pp.25-32
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    • 2018
  • Objectives : This study was conducted to investigate the frequent diseases among the people who had been treated by collaborative treatment of Korean medicine and Western medicine, and to compare their medical use behaviors before and after the collaborative first-stage pilot project between Korean medicine and Western medicine. Methods : 4,467 patients were identified as the patients who are participated in the collaborative first-stage pilot project between Korean medicine and Western medicine during the period between July 15, 2016 and March 31 2017. We used 28,480 records of Korean national health insurance claim data from January 1 2016 to March 31 2017 to analyzed present condition of cooperative medical usage. Also we conducted a paired t test to compare the percentage of collaborative treatment days before and after the pilot project period. Results : We found that the most frequent diseases treated in the pilot project were the diseases of musculoskeletal and nervous system and then 10 major diseases such as H, K, J, C (D), N, L, E, A, H and F disease codes in order. Also it was confirmed that 14 major and 53 medium diseases are included from more than 90% of total patients. As a result of high frequency of medical treatment in Western medicine or Korean medicine is "administration of Korean medicine", which is same as before and within the pilot project. The ratio of utilizing both Western and Korean medical care for the same disease on the same day by both general patients and patients in KCD-7 disease code group C, G, I, M and S had been increased significantly. Conclusions : The pilot project might change the behavior of utilizing the medical care service by increasing the ratio of collaborative treatment of Western medicine and Korean medicine for the same disease on the same day.

The Influence of Chinese Falling-Rising Tone on the Pitch of Sino-Korean Words Pronounced by Chinese Learners: Focusing on the Partly-Different-Form-Same-Meaning Words (중국어 상성이 중국인의 한자어 발음에 미치는 영향 연구: 부분이형동의어를 중심으로)

  • Liu, Si Yang;Kim, Young-Joo
    • Phonetics and Speech Sciences
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    • v.4 no.2
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    • pp.21-31
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    • 2012
  • The purpose of this study is to find the influence of Chinese falling-rising tone on the pitch pattern of corresponding partly-different-form-same-meaning Sino-Korean words delivered by Chinese learners of Korean and to examine how the falling-rising tone of corresponding Chinese words affects the pitch patterns of Sino-Korean words. The scope of this research is limited to Chinese learners of Korean, especially on two groups of Sino-Korean words - AB:CB type and AB:AC type that the are second-most frequently occuring different-form-same-meaning Sino-Korean words. In this study, Chinese learners pronounced both Chinese words and corresponding Sino-Korean words. Learners' pitch patterns were recorded and analyzed using software and compared with the tone of corresponding Chinese words. Experimental results showed that AB:CB type Sino-Korean words were not affected by Chinese 'falling-rising tone - high and level tone'. As well as AB:CB type, experimental results showed there were no significant influence on the pitch pattern of AB:AC type Sino-Korean words by Chinese falling-rising tone. But it was clear that Chinese learners' made pitch errors on both AB:CB type and AB:AC type Sino-Korean words. In conclusion, the Chinese learners' pitch patterns of partly-different-form-same-meaning Sino-Korean words are different from Korean native speakers', but their pitch errors cannot be attributed to Chinese falling-rising tone.

A study on Improvement of Groupwise IC using the power based sorting method (그룹형 간섭제거기의 정렬기법 개선을 통한 성능 향상에 관한 연구)

  • 박재원;염순진;박용완
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.27 no.7B
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    • pp.686-694
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    • 2002
  • In this paper, we introduce an improved sorting method of the IGIC(Improved initial stage Grouping Interference Canceller) system for advanced BER(Bit Error Rate) performance in DS-CDMA. Among non liner Interference Cancellers, the PIC(Parallel IC) with advanced initial stage by sorting method has the name of the IGIC(Improved initial stage Grouping Interference Canceller) system. In this system, All group are shared with the same number of users. But, if each group are divided the same users, so that difference of the signals strength appeared greatly in the same group. Up to this time, the weak signals have more effect of the MAI (Multiple Access Interference) from the strong signals in the same group. The proposed IC (Interference Canceller) to solve those problems has a better performance by using improved sorting method from IGIC system. A new sorting method is the technique that the strength of signals would be liked in the same group. So, the MAI is reduced as difference of signal strength minimize. Analysis of performance assayed to make comparison with other non liner interference canceller when power controlled and not one.

A Study of the Term 'Dermatology' in Oriental Medicine (동서의 피부 질환 명칭에 대한 소고)

  • Choi, In-Hwa
    • The Journal of Korean Medicine Ophthalmology and Otolaryngology and Dermatology
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    • v.17 no.3
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    • pp.1-7
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    • 2004
  • Objectives: In order to establish a base for proper treatment and management of patients with dermal problems through correct diagnosis, I considered the naming rule for dermatology in Oriental Medicine, referring to the dermatology literature compared to western medicine. In addition, this paper examines the characteristic classification of dermatology. Methods: I examined the naming rule of dermatology in Oriental Medicine and then compared the disease names in Oriental and Western medicine and the characteristic classification of dermatology referred to the records. Results: The dermal diseases have been named according to their colors and morphologies, causes, progress of symptoms, recurrent sites, the character of distribution, recurrent seasons, ages, the character of patients' jobs and locations. Sometimes some have been named by referring to their main morphologies, sites, causes, colors and seasons synthetically. However it was found some names for dermal diseases, even though the same diseases, had been named differently according to for example: historical times, condition of locations and the quality of doctors whose process of naming developed and changed over time. The relationship between Oriental and Western medicine of each name for dermal diseases is basically divided into 5 types: same names - same diseases; same names but different diseases; same diseases but different names; one disease with multiple names; and one name with multiple diseases. Considering the methods of classification, these were generally achieved according to their places of origin. It is a method unique to Oriental medicine that we classified some dermal diseases into 疥, 癬, 瘡, 風, 丹, 疱, 疹, 癰, 痘, 疽 and so on and it is very easy to diagnose which part they belong to. This was classified by putting first the causes of diseases; for instance: viruses, bacteria, fungi. Sometimes, however there was a problem, connected to the classification of morphology. Conclusions: I suggest that we need to unify and refine dermatological terms in Oriental Medicine in order to establish a base for proper treatment and management of patients with dermal problems through correct diagnoses.

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Same music file recognition method by using similarity measurement among music feature data (음악 특징점간의 유사도 측정을 이용한 동일음원 인식 방법)

  • Sung, Bo-Kyung;Chung, Myoung-Beom;Ko, Il-Ju
    • Journal of the Korea Society of Computer and Information
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    • v.13 no.3
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    • pp.99-106
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    • 2008
  • Recently, digital music retrieval is using in many fields (Web portal. audio service site etc). In existing fields, Meta data of music are used for digital music retrieval. If Meta data are not right or do not exist, it is hard to get high accurate retrieval result. Contents based information retrieval that use music itself are researched for solving upper problem. In this paper, we propose Same music recognition method using similarity measurement. Feature data of digital music are extracted from waveform of music using Simplified MFCC (Mel Frequency Cepstral Coefficient). Similarity between digital music files are measured using DTW (Dynamic time Warping) that are used in Vision and Speech recognition fields. We success all of 500 times experiment in randomly collected 1000 songs from same genre for preying of proposed same music recognition method. 500 digital music were made by mixing different compressing codec and bit-rate from 60 digital audios. We ploved that similarity measurement using DTW can recognize same music.

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A Study on the Inhibitory Function Among Foods and Herb Drugs (식물상반(食物相反)에 관한 연구)

  • Yoo, Jun-Sang;Kim, Sun-Hyoung;Yang, Sang-Mook;Kim, Dal-Rae;Kim, Dong-Jun
    • Journal of Sasang Constitutional Medicine
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    • v.13 no.2
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    • pp.124-137
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    • 2001
  • The purpose of this research was to investigate the inhibitory function among foods and herb drugs. I have gone over literatures of mainly ${\ll}$Eum-Sun-Jung-Yo(飮膳正要)${\gg}$ on the basis of ${\ll}$Dong-Eui-Bo-Gam (東醫寶鑑)${\gg}$ about the properties and flavors of foods and herb drugs. And then I came to get some conclusion as follows. 1. The foods mentioned above are meats, birds, fishes, spices and vegetables. 2. If the foods mentioned above were eaten for a long time, and then it can cause stirring Wind or Qi or Fire inside the body. 3. What it means in the context of the chapter ${\ulcorner}$Sik-Mul-Sang-Ban : Inhibitory Function Among Foods and Herb Drugs(食物相反)${\lrcorner}$ that 'Do not eat the paired foods or herb drugs at a same time' and 'Do not eat the paired foods or herb drugs together for a long time.' 4. The Cold natured foods were not eaten at a same time. 5. The Hot or Warm natured foods were not eaten at a same time. 6. The contrary natured foods were not eaten at a same time. Because they were eaten at a same time, it raise a Occurrence of Cold and Heat syndromes and a Qi disorder.

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