• 제목/요약/키워드: Domain Adaption

검색결과 11건 처리시간 0.028초

Domain Adaptation Image Classification Based on Multi-sparse Representation

  • Zhang, Xu;Wang, Xiaofeng;Du, Yue;Qin, Xiaoyan
    • KSII Transactions on Internet and Information Systems (TIIS)
    • /
    • 제11권5호
    • /
    • pp.2590-2606
    • /
    • 2017
  • Generally, research of classical image classification algorithms assume that training data and testing data are derived from the same domain with the same distribution. Unfortunately, in practical applications, this assumption is rarely met. Aiming at the problem, a domain adaption image classification approach based on multi-sparse representation is proposed in this paper. The existences of intermediate domains are hypothesized between the source and target domains. And each intermediate subspace is modeled through online dictionary learning with target data updating. On the one hand, the reconstruction error of the target data is guaranteed, on the other, the transition from the source domain to the target domain is as smooth as possible. An augmented feature representation produced by invariant sparse codes across the source, intermediate and target domain dictionaries is employed for across domain recognition. Experimental results verify the effectiveness of the proposed algorithm.

Environment for Translation Domain Adaptation and Continuous Improvement of English-Korean Machine Translation System

  • Kim, Sung-Dong;Kim, Namyun
    • International Journal of Internet, Broadcasting and Communication
    • /
    • 제12권2호
    • /
    • pp.127-136
    • /
    • 2020
  • This paper presents an environment for rule-based English-Korean machine translation system, which supports the translation domain adaptation and the continuous translation quality improvement. For the purposes, corpus is essential, from which necessary information for translation will be acquired. The environment consists of a corpus construction part and a translation knowledge extraction part. The corpus construction part crawls news articles from some newspaper sites. The extraction part builds the translation knowledge such as newly-created words, compound words, collocation information, distributional word representations, and so on. For the translation domain adaption, the corpus for the domain should be built and the translation knowledge should be constructed from the corpus. For the continuous improvement, corpus needs to be continuously expanded and the translation knowledge should be enhanced from the expanded corpus. The proposed web-based environment is expected to facilitate the tasks of domain adaptation and translation system improvement.

Fast Quadtree Based Normalized Cross Correlation Method for Fractal Video Compression using FFT

  • Chaudhari, R.E.;Dhok, S.B.
    • Journal of Electrical Engineering and Technology
    • /
    • 제11권2호
    • /
    • pp.519-528
    • /
    • 2016
  • In order to achieve fast computational speed with good visual quality of output video, we propose a frequency domain based new fractal video compression scheme. Normalized cross correlation is used to find the structural self similar domain block for the input range block. To increase the searching speed, cross correlation is implemented in the frequency domain using FFT with one computational operation for all the domain blocks instead of individual block wise calculations. The encoding time is further minimized by applying rotation and reflection DFT properties to the IFFT of zero padded range blocks. The energy of overlap small size domain blocks is pre-computed for the entire reference frame and retaining the energies of the overlapped search window portion of previous adjacent block. Quadtree decompositions are obtained by using domain block motion compensated prediction error as a threshold to control the further partitions of the block. It provides a better level of adaption to the scene contents than fixed block size approach. The result shows that, on average, the proposed method can raise the encoding speed by 48.8 % and 90 % higher than NHEXS and CPM/NCIM algorithms respectively. The compression ratio and PSNR of the proposed method is increased by 15.41 and 0.89 dB higher than that of NHEXS on average. For low bit rate videos, the proposed algorithm achieve the high compression ratio above 120 with more than 31 dB PSNR.

Metagenome Analysis of Protein Domain Collocation within Cellulase Genes of Goat Rumen Microbes

  • Lim, SooYeon;Seo, Jaehyun;Choi, Hyunbong;Yoon, Duhak;Nam, Jungrye;Kim, Heebal;Cho, Seoae;Chang, Jongsoo
    • Asian-Australasian Journal of Animal Sciences
    • /
    • 제26권8호
    • /
    • pp.1144-1151
    • /
    • 2013
  • In this study, protein domains with cellulase activity in goat rumen microbes were investigated using metagenomic and bioinformatic analyses. After the complete genome of goat rumen microbes was obtained using a shotgun sequencing method, 217,892,109 pair reads were filtered, including only those with 70% identity, 100-bp matches, and thresholds below $E^{-10}$ using METAIDBA. These filtered contigs were assembled and annotated using blastN against the NCBI nucleotide database. As a result, a microbial community structure with 1431 species was analyzed, among which Prevotella ruminicola 23 bacteria and Butyrivibrio proteoclasticus B316 were the dominant groups. In parallel, 201 sequences related with cellulase activities (EC.3.2.1.4) were obtained through blast searches using the enzyme.dat file provided by the NCBI database. After translating the nucleotide sequence into a protein sequence using Interproscan, 28 protein domains with cellulase activity were identified using the HMMER package with threshold E values below $10^{-5}$. Cellulase activity protein domain profiling showed that the major protein domains such as lipase GDSL, cellulase, and Glyco hydro 10 were present in bacterial species with strong cellulase activities. Furthermore, correlation plots clearly displayed the strong positive correlation between some protein domain groups, which was indicative of microbial adaption in the goat rumen based on feeding habits. This is the first metagenomic analysis of cellulase activity protein domains using bioinformatics from the goat rumen.

건설 프로젝트 공정표 생성을 위한 사례기반 전문가시스템의 설계

  • 김현우;이경전;이재규
    • 한국경영과학회:학술대회논문집
    • /
    • 대한산업공학회/한국경영과학회 1996년도 춘계공동학술대회논문집; 공군사관학교, 청주; 26-27 Apr. 1996
    • /
    • pp.709-712
    • /
    • 1996
  • Generating a project network of a specific construction project is very time consuming and difficult task in the field. To effectiviely automate and support the planning process, we design a case-based project planning expert system inspired by the fact a human expert project planner uses previous cases for planning a new project. A construction project case consist of its specific characteristics and the corresponding project network (i.e. project plan). Using frame based representation. we represent the project features affecting the progress network and the entities composing the project plan such as the buildings, construction methods, WBS (work breakdown structure), activities, and resources. The project planning process runs through most similar case retrieval, case adaptation, and user requirement satisfaction. We represent the construction domain knowledge for each procedure using constraints and rules. We develop the methodology for constraint-based case adaption. Case adaptation process mainly consist of activity generation/deletion and predecence constraint satisfaction, for which we develop the dynamic constraint generation method and connect user-level requirement representation the system-level network modification knowledge. The methodology is being applied to the prototype for apartment construction project planning.

  • PDF

용접결함 패턴인식을 위한 신경망 알고리즘 적용 (Adaption of Neural Network Algorithm for Pattern Recognition of Weld Flaws)

  • 김창현;유홍연;홍성훈
    • 한국콘텐츠학회논문지
    • /
    • 제7권1호
    • /
    • pp.65-72
    • /
    • 2007
  • 본 연구에서는 초음파 검사를 기반으로 하는 비파괴검사 방법을 사용하였으며, 용접결함의 패턴인식 알고리즘으로서 역전파 신경망과 확률 신경망을 비교하였다. 이러한 목적을 위한 과정에서 두 가지 알고리즘에 동일한 변수를 적용하였으며, 여기서 사용된 특징변수는 용접결함으로부터 반사된 시간영역 상의 전체 결함신호로부터 결함부분만을 분리한 신호파형을 사용하였다. 이상의 절차를 통하여 두 가지 알고리즘의 적용방안을 확인하였으며, 두 가지 알고리즘에 대하여 각각의 장단점을 비교하였다.

적응형 코스웨어를 위한 요구 분석 (Requirements Analysis for an Adaptive Courseware)

  • 이재무
    • 정보교육학회논문지
    • /
    • 제16권2호
    • /
    • pp.173-180
    • /
    • 2012
  • 본 연구는 적응형 학습시스템을 위한 요구 사항을 도출하여 효율적인 적응형 코스웨어를 개발하기 위한 기반을 제공하는 것이다. 이러닝 활성화와 더불어 적응형 코스웨어에 대한 연구가 활발히 진행되고 있다. 그러나 대부분의 적응형 코스웨어 개발시 학습자들의 요구 사항을 충분히 반영하지 못하고 있다. 학습자들의 요구 사항을 제대로 반영한다면 더욱 유용하게 활용될 수 있을 것이다. 따라서 본 연구는 적응형 코스웨어 활용이 높은 교육대학 컴퓨터 교육 전공 학생들을 대상으로 적응형 코스웨어에 대한 요구를 분석하고 도출한다. 연구 방법은 설문을 통한 요인분석과 빈도 분석을 하였다. 연구 결과 적응형 코스웨어의 중요한 요소로 학습자들의 개인차에 따른 학습 스타일에 대한 적응성 뿐만 아니라 교과 내용에 따른 교수 모형의 적응성 제공도 중요함을 알 수 있었다. 적응형 코스웨어에서 적응성을 지원하기에 우선순위는 학습자 수준 및 학습 목표, 학습 스타일 순으로 비슷하게 나타났다. 따라서 대부분 적응형 코스웨어들이 학습 스타일의 적응성을 제공하고 있는데, 추후 적응형 코스웨어 개발시 교수 목표 및 교수 모형에 대한 적응성도 반영할 필요가 있음이 나타났다.

  • PDF

OCT4B Isoform Promotes Anchorage-Independent Growth of Glioblastoma Cells

  • Choi, Sang-Hun;Kim, Jun-Kyum;Jeon, Hee-Young;Eun, Kiyoung;Kim, Hyunggee
    • Molecules and Cells
    • /
    • 제42권2호
    • /
    • pp.135-142
    • /
    • 2019
  • OCT4, also known as POU5F1 (POU domain class 5 transcription factor 1), is a transcription factor that acts as a master regulator of pluripotency in embryonic stem cells and is one of the reprogramming factors required for generating induced pluripotent stem cells. The human OCT4 encodes three isoforms, OCT4A, OCT4B, and OCT4B1, which are generated by alternative splicing. Currently, the functions and expression patterns of OCT4B remain largely unknown in malignancies, especially in human glioblastomas. Here, we demonstrated the function of OCT4B in human glioblastomas. Among the isoform of OCT4B, OCT4B-190 ($OCT4B^{19kDa}$) was highly expressed in human glioblastoma stem cells and glioblastoma cells and was mainly detected in the cytoplasm rather than the nucleus. Overexpression of $OCT4B^{19kDa}$ promoted colony formation of glioblastoma cells when grown in soft agar culture conditions. Clinical data analysis revealed that patients with gliomas that expressed OCT4B at high levels had a poorer prognosis than patients with gliomas that expressed OCT4B at low levels. Thus, $OCT4B^{19kDa}$ may play a crucial role in regulating cancer cell survival and adaption in a rigid environment.

전문성 이식을 통한 딥러닝 기반 전문 이미지 해석 방법론 (Deep Learning-based Professional Image Interpretation Using Expertise Transplant)

  • 김태진;김남규
    • 지능정보연구
    • /
    • 제26권2호
    • /
    • pp.79-104
    • /
    • 2020
  • 최근 텍스트와 이미지 딥러닝 기술의 괄목할만한 발전에 힘입어, 두 분야의 접점에 해당하는 이미지 캡셔닝에 대한 관심이 급증하고 있다. 이미지 캡셔닝은 주어진 이미지에 대한 캡션을 자동으로 생성하는 기술로, 이미지 이해와 텍스트 생성을 동시에 다룬다. 다양한 활용 가능성 덕분에 인공지능의 핵심 연구 분야 중 하나로 자리매김하고 있으며, 성능을 다양한 측면에서 향상시키고자 하는 시도가 꾸준히 이루어지고 있다. 하지만 이처럼 이미지 캡셔닝의 성능을 고도화하기 위한 최근의 많은 노력에도 불구하고, 이미지를 일반인이 아닌 분야별 전문가의 시각에서 해석하기 위한 연구는 찾아보기 어렵다. 동일한 이미지에 대해서도 이미지를 접한 사람의 전문 분야에 따라 관심을 갖고 주목하는 부분이 상이할 뿐 아니라, 전문성의 수준에 따라 이를 해석하고 표현하는 방식도 다르다. 이에 본 연구에서는 전문가의 전문성을 활용하여 이미지에 대해 해당 분야에 특화된 캡션을 생성하기 위한 방안을 제안한다. 구체적으로 제안 방법론은 방대한 양의 일반 데이터에 대해 사전 학습을 수행한 후, 소량의 전문 데이터에 대한 전이 학습을 통해 해당 분야의 전문성을 이식한다. 또한 본 연구에서는 이 과정에서 발생하게 되는 관찰간 간섭 문제를 해결하기 위해 '특성 독립 전이 학습' 방안을 제안한다. 제안 방법론의 실현 가능성을 파악하기 위해 MSCOCO의 이미지-캡션 데이터 셋을 활용하여 사전 학습을 수행하고, 미술 치료사의 자문을 토대로 생성한 '이미지-전문 캡션' 데이터를 활용하여 전문성을 이식하는 실험을 수행하였다. 실험 결과 일반 데이터에 대한 학습을 통해 생성된 캡션은 전문적 해석과 무관한 내용을 다수 포함하는 것과 달리, 제안 방법론에 따라 생성된 캡션은 이식된 전문성 관점에서의 캡션을 생성함을 확인하였다. 본 연구는 전문 이미지 해석이라는 새로운 연구 목표를 제안하였고, 이를 위해 전이 학습의 새로운 활용 방안과 특정 도메인에 특화된 캡션을 생성하는 방법을 제시하였다.

만성환아의 가족에 관한 국내 연구논문 분석 (An Analysis of Nursing Research on the Family with chronfcally ill children in Borea)

  • 정연;이군자;백승남;조결자
    • Child Health Nursing Research
    • /
    • 제2권1호
    • /
    • pp.69-92
    • /
    • 1996
  • The purpose of study was : 1) to analyze the trend of research on the family with chronically ill children in Korea, 2) to suggest direction for future study on the family with chronically ill children, and contributing to the use of intervention in family nursing practice. Research studies on the family with chronically ill children were selected from the Korean Nusre, the Korean Nurses' Academic Society Journal, and from dissertations, which were conducted between 1975 and 1995. The total numbers of the studies were 35. These studies were analyzed for 1)time of publication or presentation, 2)research design, 3)characteristics of subjects, 4) type of chronic disease, 5)main concepts, 6)measurement tool, 7) the sis for a degree or nondegree, 8) result of correlational studies. The findings of the analysis were as follows : 1) The numbers of studies on the family with chronically ill children have increas rapidly the early 1990's. In research design, the numbers of survey research studies were the highest. Especially, the most frequently research design was the correlational survey. There were 19 correlational studies(25.7%) during the early 1990's. 2) The subjects in 16 studies(45.7%) were mother of chronically ill children and, in 8 studies (22.9% ) were their parents. 3) In most types of chronic diseases, there were 14 hematooncologic disease(32.6%) and 14 hadicapped children (32.6% ). 4) Frequently used research concepts were stress, degree of coping or way of coping, social support, parents' support, family functioning, intensity of family and family adaptation. 5) Acceding to the results of correlational studies, the more family stress was higher the more degree of coping, family functioning, intensity of family and degree of family adaption was lower. The more degree of social support was higher the more stress was lower and degree of coping, family functioning and intensity of family was higher. The more family functioning was higher the more intensity of family and family adaptation was higher. 6) 24 researches on the family with chronically ill children were done for a thesis for a degree and 11 were nondegree research studies. The following suggestions are made based on the above findings : 1) The pattern of these studies related to the family with chronically ill children in domain of Nursing need to be compared with trend in other domains. 2) More replicated research on the family with chronically ill children is needed to develop family nursing intervention and prove the effect of that and more qualitative research on the family with chronically ill children is needed to comprehensive indepth the family with chronically ill children. 3) Further research on the family with chronically ill children is needed to verify subjects and type of chronic disease, develop applicable measurement tools in Korea and identify relation between other concepts. 4) Family nursing researchers should make an effort to apply research result in various clinical settings and community settings, and try to carry out not only team research with clinical nurse but also other multidisciplinary researcher related to the family.

  • PDF