지원사업
학술연구/단체지원/교육 등 연구자 활동을 지속하도록 DBpia가 지원하고 있어요.
커뮤니티
연구자들이 자신의 연구와 전문성을 널리 알리고, 새로운 협력의 기회를 만들 수 있는 네트워킹 공간이에요.
논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 발행연도
- 2021.9
- 수록면
- 1,135 - 1,141 (7page)
- DOI
- 10.7465/jkdi.2021.32.5.1135
이용수
초록· 키워드
오류제보하기
A hidden Markov model (HMM) provides useful representations of dependent heterogeneous phenomena. So it becomes a popular method for modelling stochastic processes and time-dependent sequences, and is primarily applied in many different fields such as language, handwriting recognition, and molecular biology. Especially, in the sequence classification case, classification among known hidden Markov models is known to be accomplished with a classifier that minimizes the probability of error. In this paper, we first generate variables for the hidden state using the hidden markov model and then analyze the state using various classification methods. It differs from the existing analysis method by using the state variable and the mixture distribution based on the state rather than using the observed value directly in the analysis. In addition, it can be used to identify the relevance in the underlying process. As as illustration, we used the annual production of Matsutake mushroom data observed in five regions from 1997 to 2016.
목차
Abstract
1. Introduction
2. Hidden Markov models
3. Statistical analysis
4. Conclusion
References
참고문헌 (12)
참고문헌 신청
Baum, L. / 1966 / Statistical inference for probabilistic functions of nite state Markov chains / The Annals of Mathematical Statistics 37:1554~1563
Bicego, M. / 2004 / Similarity-based classi cation of sequences using hidden Markov models / Pattern Recognition 37:2281~2291
Campbell, M. / 1998 / Hidden Markov and other models for discrete-valued time series / Biometrics 54:394~395
Chib, S. / 1996 / Calculating posterior distributions and modal estimates in Markov mixture models / Journal of Econometrics 75:79~97
Jackson, J. C. / 2015 / A two-state mixed hidden Markov model for risky teenage driving behavior / Annals of Applied Statistics 9:849~865
Bicego, M. / 2004 / Similarity-based classi cation of sequences using hidden Markov models / Pattern Recognition 37:2281~2291
Campbell, M. / 1998 / Hidden Markov and other models for discrete-valued time series / Biometrics 54:394~395
Chib, S. / 1996 / Calculating posterior distributions and modal estimates in Markov mixture models / Journal of Econometrics 75:79~97
Jackson, J. C. / 2015 / A two-state mixed hidden Markov model for risky teenage driving behavior / Annals of Applied Statistics 9:849~865
함께 읽어보면 좋을 논문
논문 유사도에 따라 DBpia 가 추천하는 논문입니다. 함께 보면 좋을 연관 논문을 확인해보세요!
-
Pyrosequencing and Taxonomic Composition of the Fungal Community from Soil of Tricholoma matsutake in Gyeongju
Journal of Microbiology and Biotechnology
2021 .01
-
Deeper Integrative Neural Network Analysis for Multi-level Omics Data
Quantitative Bio-Science
2019 .11
-
Analysis of Bacterial Diversity and Communities Associated with Tricholoma matsutake Fruiting Bodies by Barcoded Pyrosequencing in Sichuan Province, Southwest China
Journal of Microbiology and Biotechnology
2016 .01
-
은닉 마르코프 모델을 이용한 국가별 주가지수 예측
응용통계연구
2021 .06
-
Mycosphere of Tricholoma matsutake (Pine Mushroom) : Its Impact and Role on the Microbial Community
한국미생물학회 학술대회논문집
2016 .04
-
Present status and prospect for development of mushrooms in Korea
한국균학회 학술대회
2018 .01
-
Biosynthesis of (R)-(-)-1-Octen-3-ol in Recombinant Saccharomyces cerevisiae with Lipoxygenase-1 and Hydroperoxide Lyase Genes from Tricholoma matsutake
Journal of Microbiology and Biotechnology
2020 .01
-
은닉 마르코프 모델을 이용한 적응형 학습경로 생성에 관한 연구
Journal of The Korean Data Analysis Society
2023 .04
-
분류 활동을 통한 직각삼각형 개념 지도에 관한 연구
East Asian Mathematical Journal
2018 .01
-
Applications of the Conway-Maxwell-Poisson Hidden Markov models for analyzing traffic accident
Journal of The Korean Data Analysis Society
2022 .10
-
Segmentation of binary sequence via minimizing least square error with total variation regularization
CSAM(Communications for Statistical Applications and Methods)
2024 .09
-
Korea Mushroom Resource Bank
한국미생물학회 학술대회논문집
2016 .04
-
A Comprehensive Review of Tropical Milky White Mushroom (Calocybe indica P&C)
Mycobiology
2015 .01
-
Human Action Recognition Using a Hybrid Method of a Generative Model and a Discriminative Model
Journal of The Korean Data Analysis Society
2016 .01
-
은닉 마르코프 모델(HMM)과 유전자 알고리즘(GA)를 이용한 자산배분전략 제안
한국데이터정보과학회지
2019 .01
-
Korea Mushroom Resource Bank
한국미생물학회 학술대회논문집
2017 .04
-
Korea Mushroom Resource Bank
한국미생물학회 학술대회논문집
2019 .04
-
Applications of Poisson Hidden Markov models to PM10 concentrations data
Journal of The Korean Data Analysis Society
2022 .08
-
Deconfinement and hidden phases of U(1) quantum spin liquids
한국자기학회 학술연구발표회 논문개요집
2021 .07
-
두꺼운 꼬리 분포와 레버리지효과를 포함하는 확률변동성모형에 대한 최우추정: HMM근사를 이용한 최우추정
응용통계연구
2022 .08
이 논문의 저자 정보
최근 본 자료
댓글(0)
0