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WoS SCOPUS Document Type Document Title Abstract Authors Affiliation ResearcherID (WoS) AuthorsID (SCOPUS) Author Email(s) Journal Name JCR Abbreviation ISSN eISSN Volume Issue WoS Edition WoS Category JCR Year IF JCR (%) FWCI FWCI Update Date WoS Citation SCOPUS Citation Keywords (WoS) KeywordsPlus (WoS) Keywords (SCOPUS) KeywordsPlus (SCOPUS) Language Publication Stage Publication Year Publication Date DOI JCR Link DOI Link WOS Link SCOPUS Link
Article Distance-Regular Graphs with Valency k , Diameter D > 3 and at Most Dk . Let Gamma be a distance-regular graph with valency k and diameter D > 3. It has been shown that for a fixed real number alpha > 2, if Gamma has at most alpha k vertices, then there are only finitely many such graphs, except for the cases where (D = 3 and Gamma is imprimitive) and (D = 4 and Gamma is antipodal and bipartite). And there is a classification for alpha 3. Let beta > 3 be an integer, and let Gamma be a distance-regular graph with valency k, diameter D > 3 and at most beta k + 1 vertices. Note that if D > beta + 1, then Gamma must have at least beta k + 2 vertices. Thus, the assumption that Gamma has at most beta k + 1 vertices implies that D < beta. We focus on the case where D = beta and provide a classification of distance-regular graphs having at most Dk + 1 vertices. Park, Jongyook Kyungpook Natl Univ, Dept Math, Daegu 41566, South Korea 36091826300 jongyook@knu.ac.kr; KYUNGPOOK MATHEMATICAL JOURNAL KYUNGPOOK MATH J 1225-6951 0454-8124 64 3 ESCI MATHEMATICS 2024 0.2 95.5 0 2025-05-07 0 0 distance-regular graphs; diameter; bipartite; antipodal. NUMBER antipodal; bipartite; diameter; distance-regular graphs English 2024 2024-09 10.5666/kmj.2024.64.3.499 바로가기 바로가기 바로가기 바로가기
Article Distribution of Runs and Patterns in Four State Trials From the mathematical and statistical point of view, a segment of a DNA strand can be viewed as a sequence of four-state (A, C, G, T) trials. Herein, we consider the distributions of runs and patterns related to the run lengths of multi-state sequences, especially for four states (A, B, C, D). Let X-1, X-2, ... be a sequence of four state independent and identically distributed trials taking values in the set S = {A, B, C, D}. In this study, we obtain exact formulas for the probability distribution function for the discrete distribution of runs of B's of order k. We obtain longest run statistics, shortest run statistics, and determine the distributions of waiting times and run lengths. Oh, Jungtaek Kyungpook Natl Univ, Sch Med, Dept Biomed Sci, Daegue 41566, South Korea; Kyungpook Natl Univ, Clin Om Ctr, Sch Med, Daegue 41566, South Korea; Changwon Natl Univ, Inst Ind Technol, Chang Won 51140, South Korea Oh, Jungtaek/GWP-5136-2022 57788549600 jungtaekoh0191@gmail.com; KYUNGPOOK MATHEMATICAL JOURNAL KYUNGPOOK MATH J 1225-6951 0454-8124 64 2 ESCI MATHEMATICS 2024 0.2 95.5 0 2025-05-07 0 0 runs and patterns; multi-state trials; discrete distribution of order k; waiting time distribution; distribution of run length; longest run; shortest run; DNA sequence WAITING TIME PROBLEMS; OUT-OF-N; SEQUENCE; SOONER; RELIABILITY; SUCCESS discrete distribution of order k; distribution of run length; DNA sequence; longest run; multi-state trials; runs and patterns; shortest run; waiting time distribution English 2024 2024-06 10.5666/kmj.2024.64.2.287 바로가기 바로가기 바로가기 바로가기
Article FINDING EXPLICIT SOLUTIONS FOR LINEAR REGRESSION WITHOUT CORRESPONDENCES BASED ON REARRANGEMENT INEQUALITY A least squares problem without correspondences is expressed as the following optimization: min ∥Ax − Πy∥, Π∈Pm, x∈ℝn where A ∈ ℝm×n and y ∈ ℝm are given. In general, solving such an optimization problem is highly challenging. In this paper we use the rearrangement inequalities to find the closed form of solutions for certain cases. Moreover, despite the stringent constraints, we successfully tackle the nonlinear least squares problem without correspondences by leveraging rearrangement inequalities. © 2024 KSCAM. Kim, Mijin; Lee, Hyungu; Choi, Hayoung Department of Mathematics, Kyungpook National University, Daegu, 41566, South Korea; Department of Mathematics, Kyungpook National University, Daegu, 41566, South Korea; Department of Mathematics, Kyungpook National University, Daegu, 41566, South Korea 58871124000; 58870303900; 56942685000 hayoung.choi@knu.ac.kr; Journal of Applied Mathematics and Informatics J APPL MATH INFORM 2734-1194 2234-8417 42 1 ESCI MATHEMATICS, APPLIED 2024 0.3 95.5 0 2025-04-16 0 least squares; optimizatoin; Permuted linear model; rearrangement inequality; shuffled regression English Final 2024 10.14317/jami.2024.149 바로가기 바로가기 바로가기
Article IMPROVING NOROVIRUS OUTBREAK PREDICTION THROUGH FEATURE SELECTION USING MACHINE LEARNING METHODS Norovirus disease in the Republic of Korea consistently displays a seasonal pattern, especially prominent during the winter months. Although the timing of outbreak periods can change due to climate change, these outbreaks continue to occur regularly. It is crucial to analyze these seasonal patterns to predict the occurrence of the outbreak. Notably, no quantitative criteria have been established to determine the onset of norovirus outbreaks. In this study, we aim to establish criteria for predicting the occurrence of norovirus outbreaks using various machine learning classification methods, including Support Vector Machines (SVM), Random Forest (RF), eXtreme Gradient Boosting (XGBoost), and a Long Short-Term Memory (LSTM). By utilizing meteorological data, past incidence data, and other variables, we predict norovirus outbreak periods based on the criteria suggested in the present study. The training period spans from 2016 to 2022, while the 2023 data is used for testing. We compare the prediction accuracy of outbreak periods based on the selected variables. Our results indicate that among the machine learning methods tested, SVM and RF achieved the highest F1-scores in classifying outbreak periods. Additionally, the models accurately predicted the first thirteen weeks of 2023 as an outbreak period. By accurately predicting the occurrence of norovirus outbreaks, our approach enables the early detection of an increase in the number of norovirus cases, allowing for proactive measures and prevention strategies to mitigate the impact of these outbreaks. Cho, Giphil; Seo, Jeonghwa; Lee, Hyojung Kangwon Nat Univ, Dept Artificial Intelligence & Software, Kangwon, South Korea; Kyungpook Natl Univ, Dept Stat, Kyungpook, South Korea giphil@kangwon.ac.kr;jeonghwa_seo@knu.ac.kr;hjlee@knu.ac.kr; JOURNAL OF THE KOREAN SOCIETY FOR INDUSTRIAL AND APPLIED MATHEMATICS J KOREAN SOC IND APP 1226-9433 1229-0645 28 4 ESCI MATHEMATICS, APPLIED 2024 0.3 95.5 1 Accepted Norovirus; Outbreak; Machine learning; Feature selection English 2024 2024 10.12941/jksiam.2024.28.210 바로가기 바로가기 바로가기
Article MODIFIED GEOMETRIC DISTRIBUTION OF ORDER k AND ITS APPLICATIONS . We study the distributions of waiting times in variations of the geometric distribution of order k. Variation imposes length on the runs of successes and failures. We study two types of waiting time random variables. First, we consider the waiting time for a run of k consecutive successes the first time no sequence of consecutive k failures occurs prior, denoted by T(k). Next, we consider the waiting time for a run of k consecutive failures the first time no sequence of k consecutive successes occurred prior, denoted by J(k). In addition, we study the distribution of the weighted average. The exact formulae of the probability mass function, mean, and variance of distributions are also obtained. Oh, Jungtaek; Lee, Kyeong Eun Kyungpook Natl Univ, Clin Omics Ctr, Sch Med, Dept Biomed Sci, Daegue 41566, South Korea; Changwon Natl Univ, Inst Ind Technol, Chang Won, South Korea; Kyungpook Natl Univ, Dept Stat, Daegue 41566, South Korea Oh, Jungtaek/GWP-5136-2022 57788549600; 56041259000 jungtaekoh0191@gmail.com;artlee@knu.ac.kr; JOURNAL OF APPLIED MATHEMATICS & INFORMATICS J APPL MATH INFORM 2734-1194 2234-8417 42 3 ESCI MATHEMATICS, APPLIED 2024 0.3 95.5 0 2025-04-16 0 0 Geometric distribution of order k; modified geometric distribution of order k; runs and patterns statistics; weighted average RUNS Geometric distribution of order k; modified geometric distribution of order k; runs and patterns statistics; weighted average English 2024 2024 10.14317/jami.2024.709 바로가기 바로가기 바로가기 바로가기
Article PATHWISE ROBUSTNESS IN THE INSTABILITY OF THE INCOHERENT STATE TO THE KURAMOTO-FOKKER-PLANCK EQUATION WITH RANDOM INPUTS We present the pathwise robustness of an instability phenomenon for the incoherent state to the kinetic Kuramoto-Fokker-Planck equation with random inputs in a large coupling regime. For the case in which coupling strength and initial fluctuation are deterministic, it is well known that the incoherent state is nonlinearly unstable by constructing an exponentially growing mode. In contrast, when uncertainties are present in the coupling strength and initial data, we show that the nonlinear fluctuations around the incoherent state exist globally and grow exponentially fast along the sample path as well. Thus, the instability phenomenon of the incoherent state is robust with respect to random inputs as long as the supports of natural frequency distribution are confined in a sufficiently small symmetric interval around zero. Ha, Seung-yeal; Shim, Woojoo; Xiao, Qinghua; Zhang, Yinglong Seoul Natl Univ, Inst Math, Dept Math Sci & Res, Seoul 08826, South Korea; Kyungpook Natl Univ, Dept Math Educ, Daegu 41566, South Korea; Chinese Acad Sci, Innovat Acad Precis Measurement Sci & Technol, Wuhan 430071, Peoples R China; Shandong Univ, Sch Math, Jinan 250100, Peoples R China syha@snu.ac.kr;wjshim@knu.ac.kr;xiaoqh@apm.ac.cn;yinglongzhang@sdu.edu.cn; JOURNAL OF THE KOREAN SOCIETY FOR INDUSTRIAL AND APPLIED MATHEMATICS J KOREAN SOC IND APP 1226-9433 1229-0645 28 4 ESCI MATHEMATICS, APPLIED 2024 0.3 95.5 0 Incoherent solution; instability; Kuramoto-Fokker-Planck equation; local sensitivity analysis LOCAL SENSITIVITY-ANALYSIS; NONLINEAR INSTABILITY; SYNCHRONIZATION; MODEL; OSCILLATORS; POPULATIONS; STABILITY English 2024 2024 10.12941/jksiam.2024.28.140 바로가기 바로가기 바로가기
Article Real Hypersurfaces in the Complex Projective Space with Pseudo Ricci-Bourguignon Solitions First, we give a complete classification of pseudo Ricci-Bourguignon soliton on real hypersurfaces in the complex projective space CPn = SUn+1/S(U-1 U-n). Next, as an application, we give a complete classification of gradient pseudo Ricci-Bourguignon soliton on real hypersurfaces in the complex projective space CPn. Hwang, Doo Hyun; Suh, Young Jin Kyungpook Natl Univ, Res Inst Real & Complex Manifolds, Daegu 41566, South Korea; Kyungpook Natl Univ, Dept Math, Daegu 41566, South Korea; Kyungpook Natl Univ, RIRCM, Daegu 41566, South Korea 56677222700; 57205268556 engus0322@naver.com;yjsuh@knu.ac.kr; KYUNGPOOK MATHEMATICAL JOURNAL KYUNGPOOK MATH J 1225-6951 0454-8124 64 3 ESCI MATHEMATICS 2024 0.2 95.5 0 2025-05-07 0 0 pseudo Ricci-Bourguignon soliton; gradient pseudo Ricci- Bourguignon soliton; pseudo-anti commuting; pseudo-Einstein; complex projective space EINSTEIN HYPERSURFACES complex projective space; gradient pseudo Ricci-Bourguignon soliton; pseudo Ricci-Bourguignon soliton; pseudo-anti commuting; pseudo-Einstein English 2024 2024-09 10.5666/kmj.2024.64.3.435 바로가기 바로가기 바로가기 바로가기
Article Sequencing of the complete plastome of the thermal adder's-tongue fern, Ophioglossum thermale Kom. (Ophioglossaceae) The Ophioglossaceae family, one of the oldest orders of extant ferns, exhibits diverse morphological and chromosomal characteristics. This study presents the first complete plastome sequence of thermal adder's-tongue fern (Ophioglossum thermale), a species renowned for its antioxidant properties in traditional Chinese medicine. Our analyses revealed 27 simple sequence repeats (SSRs) in the plastome, with variations in SSR frequencies compared to related genera. Our phylogenetic analyses placed O. thermale within the Ophioglossum s.s. clade, supporting previous studies and suggesting polyphyly within the genus Ophioglossum based on the sensu PPG I system. The enlarged noncoding regions in fern organelles (ENRFOs) resulting from foreign DNA insertions in O. thermale were identified in the ycf2-trnH and trnT-trnfM regions, similar to other Ophioglossum species. ENRFOs were found at the LSC and SSC, but not in IRs in Ophioglossaceae. Consequently, foreign DNA insertions and lineage-specific SSRs shed light on plastome evolution in the Ophioglossaceae family. Kim, Hyoung Tae Kyungpook Natl Univ, Dept Crop Sci, Sangju, Kyungpook, South Korea 56181017100 htkim0922@knu.ac.kr; MITOCHONDRIAL DNA PART B-RESOURCES MITOCHONDRIAL DNA B 2380-2359 9 8 SCIE GENETICS & HEREDITY 2024 0.7 95.5 0 2025-05-07 0 0 Foreign DNA insertions; Ophioglossum thermale; plastome; simple sequence repeat EVOLUTION Foreign DNA insertions; Ophioglossum thermale; plastome; simple sequence repeat English 2024 2024-08-02 10.1080/23802359.2024.2387255 바로가기 바로가기 바로가기 바로가기
Article Synchronization Estimate of the Discrete Kuramoto Model with Multiplicative Random Noise We study the onset of synchronization in the time-discretization of the Kuramoto model with multiplicative noise. Specifically, we present a sufficient condition that ensures that, starting from generic initial data, identical oscillators in the discrete-time Kuramoto model with multiplicative noise will be asymptotically synchronized almost surely. Shim, Woojoo Kyungpook Natl Univ, Dept Math Educ, Daegu 41566, South Korea 57204943631 wjshim@knu.ac.kr; KYUNGPOOK MATHEMATICAL JOURNAL KYUNGPOOK MATH J 1225-6951 0454-8124 64 4 ESCI MATHEMATICS 2024 0.2 95.5 0 2025-05-07 0 0 Kuramoto model; order parameter; synchronization; Euler- Maruyama method PHASE-LOCKED STATES; POPULATIONS; BEHAVIOR; OSCILLATORS; ENTRAINMENT; EXISTENCE; STABILITY; NETWORKS; LOCKING Euler-Maruyama method; Kuramoto model; order parameter; synchronization English 2024 2024-12 10.5666/kmj.2024.64.4.559 바로가기 바로가기 바로가기 바로가기
Article The complete chloroplast genome of the neo-allotetraploid fern, Asplenium pseudocapillipes SHPark et al. (Aspleniaceae) This study analyzed the complete plastome sequence of the neo-allotetraploid Asplenium pseudocapillipes S.H.Park et al. Asplenium pseudocapillipes has a typical circular plastome that comprises 157,242 bp with a large single copy (84,105 bp), a small single copy (21,503 bp), and two inverted repeats (IRs; 25,817 bp). The complete sequence comprises 127 genes, including 87 protein-coding genes (CDSs), eight ribosomal RNAs (rRNAs), 31 transfer RNAs (tRNAs), and one pseudogene. Among these genes, five CDSs, four rRNAs, and five tRNAs are duplicated in IRs. The guanine-cytosine content of the genome was 41.5%. The enlarged noncoding regions by Mobile Open Reading Frames in Fern Organelles were found once in other Asplenium species and twice in A. pseudocapillipes. Phylogenetic analysis based on 83 coding gene sequences revealed that A. pseudocapillipes is embedded in the A. varians subclade along with its progenitors. Kim, Hyoung Tae Kyungpook Natl Univ, Dept Crop Sci, Sangju, Kyungpook, South Korea 56181017100 htkim0922@knu.ac.kr; MITOCHONDRIAL DNA PART B-RESOURCES MITOCHONDRIAL DNA B 2380-2359 9 1 SCIE GENETICS & HEREDITY 2024 0.7 95.5 0 2025-04-16 0 0 Asplenium pseudocapillipes; Aspleniaceae; chloroplast genome; neo-allotetraploid fern SPECIES-DIVERSITY Aspleniaceae; Asplenium pseudocapillipes; chloroplast genome; neo-allotetraploid fern English 2024 2024-01-02 10.1080/23802359.2024.2306205 바로가기 바로가기 바로가기 바로가기
Article The complete mitochondrial genome of a ground beetle Synuchus nitidus (Carabidae: Harpalinae: Sphodrini) from South Korea The ground beetle Synuchus nitidus (Motschulsky, 1861) (Carabidae: Harpalinae: Sphodrini) is one of the most common species in the forests of South Korea, which has the potential to be utilized as an environmental indicator. Here, we characterized the complete mitochondrial genome (mitogenome) of S. nitidus, which is the first in the harpaline tribe Sphodrini. Its genome is 16,392 bp in length and composed of 13 protein-coding genes (PCGs), 22 tRNA genes, two rRNA genes, and an A + T rich region. In addition, we reconstructed a maximum likelihood tree to elucidate the phylogenetic position of Sphodrini among the seven harpaline tribes using nucleotide sequences of the 13 PCGs. The ML tree supported a monophyletic clade of the subfamily Harpalinae and showed a close relationship between Sphodrini and Lebinii with a low bootstrap value. The complete mitogenome of S. nitidus could be helpful for molecular species identification and exploring phylogenetic relationships among carabids. Kim, Dooyoung; Kim, Gyeongmin; Shin, Cho Rong; Park, Bia; Choi, Eun Hwa; Hwang, Ui Wook Kyungpook Natl Univ, Sch Ind Technol Adv, Dept Biomed Convergence Sci & Technol, Daegu, South Korea; Kyungpook Natl Univ, Sch Life Sci, Grad Sch, Daegu, South Korea; Kyungpook Natl Univ, Teachers Coll, Dept Biol Educ, Daegu, South Korea; Kyungpook Natl Univ, Inst Phylogen & Evolut, Daegu, South Korea; Phylomics Inc, Daegu, South Korea; Kyungpook Natl Univ, Inst Korean Herb Bioconvergence Promot, Daegu, South Korea 57759300300; 57211378109; 57222521654; 57191834404; 57203556599; 35074015800 uwhwang@knu.ac.kr; MITOCHONDRIAL DNA PART B-RESOURCES MITOCHONDRIAL DNA B 2380-2359 9 6 SCIE GENETICS & HEREDITY 2024 0.7 95.5 0 2025-04-16 0 0 Synuchus nitidus; Sphodrini; ground beetle; mitochondrial genome; phylogeny MITOGENOME PHYLOGENY; COLEOPTERA; SEQUENCE; ARTHROPODA; SELECTION; INSECTA ground beetle; mitochondrial genome; phylogeny; Sphodrini; Synuchus nitidus English 2024 2024-06-02 10.1080/23802359.2024.2361689 바로가기 바로가기 바로가기 바로가기
Article The complete mitochondrial genome of the pulmonate snail Melampus sincaporensis (Gastropoda: ellobiidae) from South Korea The pulmonate snail Melampus sincaporensis L. Pfeiffer, 1855 (Gastropoda: Ellobiidae) lives in extreme environments such as salt marshes with limited oxygen. Here, we characterized the complete mitochondrial genome of M. sincaporensis from South Korea. It is 14,962 bp in length and includes 13 protein-coding genes (PCGs), two genes, 21 tRNA genes lacking one tRNA-Ser, and two A + T rich regions. Among these 36 genes, 24 were encoded on the heavy strand and 12 on the light strand. A maximum likelihood tree constructed using nucleotide sequences of the 13 PCGs did not support the monophyly of Ellobiidae. This study could provide useful information for exploring phylogenetic relationships among ellobiids and their related species. Yu, Hyejeong; Shin, Cho Rong; Kim, Gyeongmin; Park, Bia; Choi, Eun Hwa; Hwang, Ui Wook Kyungpook Natl Univ, Teachers Coll, Dept Biol Educ, Daegu, South Korea; Kyungpook Natl Univ, Inst Phylogen & Evolut, Daegu, South Korea; Kyungpook Natl Univ, Sch Ind Technol Adv, Dept Biomed Convergence Sci & Technol, Daegu, South Korea; Kyungpook Natl Univ, Sch Life Sci, Grad Sch, Daegu, South Korea; Phylomics Inc, Daegu, South Korea; Kyungpook Natl Univ, Inst Korean Herb Bio Convergence Promot, Daegu, South Korea Choi, Eun Hwa/HTN-1610-2023 59420510100; 57222521654; 57211378109; 57191834404; 57203556599; 35074015800 choice@knu.ac.kr;uwhwang@knu.ac.kr; MITOCHONDRIAL DNA PART B-RESOURCES MITOCHONDRIAL DNA B 2380-2359 9 11 SCIE GENETICS & HEREDITY 2024 0.7 95.5 0.43 2025-05-07 1 1 Melampus sincaporensis; mitochondrial genome; panpulmonata; Ellobiidae TRANSFER-RNA GENES; MOLECULAR PHYLOGENY; BIVALVIA; MOLLUSCA; PRIMERS Ellobiidae; Melampus sincaporensis; mitochondrial genome; panpulmonata English 2024 2024-11-01 10.1080/23802359.2024.2429645 바로가기 바로가기 바로가기 바로가기
Article The mitochondrial genome of a social wasp, Vespula rufa (Linnaeus, 1758) (Hymenoptera: Vespidae) For an ongoing systematic study of Korean Vespidae, we analyzed the complete mitochondrial genome of a social wasp, Vespula rufa (Linnaeus 1758), from the South Korea. The mitogenome is 17,521 bp in length, comprising 13 protein-coding genes (PCGs), 22 transfer RNA (tRNA) genes, and two ribosomal RNA (rRNA) genes. The nucleotide composition is 40.5% adenines, 43.0% thymines, 6.0% guanines, and 10.5% cytosines. The GC content is 16.5%. A maximum-likelihood analysis was conducted to understand phylogenetic relationships, based on 13 complete mitogenome sequences of Vespinae species. We recognized that V. rufa is being placed basal within the genus Vespula. The complete mitochondrial genome of V. rufa provides useful genetic information for further studies. Euo, Seung-Su; Choi, Jeong-Hwan; Choi, Moon Bo; Kim, Il-Kwon; Kim, Chang-Jun Korea Natl Arboretum, Div Forest Biodivers, Pochon, South Korea; Kyungpook Natl Univ, Inst Plant Med, Daegu, South Korea; Korea Natl Arboretum, Gardens & Educ Div, Pochon 11186, Gyeonggi, South Korea KIm, Changjun/GZM-7308-2022; Choi, Jeong/Q-5756-2019 57222466880; 57844023000; 51863232400; 55477687300; 55286588300 changjunkim@korea.kr; MITOCHONDRIAL DNA PART B-RESOURCES MITOCHONDRIAL DNA B 2380-2359 9 8 SCIE GENETICS & HEREDITY 2024 0.7 95.5 0 2025-05-07 0 0 Insecta; Vespidae; mitochondrial genome; Vespula rufa ORGANIZATION; FABRICIUS; VESPINAE Insecta; mitochondrial genome; Vespidae; Vespula rufa English 2024 2024-08-02 10.1080/23802359.2024.2381788 바로가기 바로가기 바로가기 바로가기
Article Improving the Performance of Machine Learning with Sequential Feature Selection and Grid Search Feature selection is an important step in developing accurate machine -learning models for classification tasks, including wine quality prediction. The accuracy of the machine learning model depends on the selection of relevant features that contribute to the predicted outcome. In this paper, we propose two commonly used optimization methods, forward sequential feature selection (SFS), and grid search, to identify the most relevant features for wine quality prediction using K -nearest neighbor (KNN). We used a dataset of 1598 samples with 11 wine -quality features and evaluated the performance of the KNN model trained on different subsets of features selected SFS. The result suggests that SFS and gird search are effective methods for wine quality prediction using KNN. The identified wine quality features help to predict the quality of wine more accurately, leading to better predictive outcomes. Thus, machine learning models can benefit greatly from the use of grid search and SFS. By fine-tuning the model in this way, it is possible to achieve better results in applications where accuracy and speed are important. As machine learning continues to be used in a wide range of industries, the use of these techniques will become increasingly important. Further research is needed to validate the model on larger datasets and to integrate it into practical classification or predictive analysis. Assegie, Tsehay Admassu; Murugan, Sangeetha; Govindarajan, Rajkumar; Napa, Komal Kumar; D, D. Kyungpook Natl Univ, Sch Elect & Elect Engn, Daegu, South Korea; Madanapalle Inst Technol & Sci, Dept Comp Sci & Engn, Madanapalle, Andhra Prades, India; Madanapalle Inst Technol & Sci, Dept Comp Sci & Engn Data Sci, Madanapalle, Andhra Prades, India; RMK Coll Engn & Technol, Gen Engn EEE, Dept Sci & Humanities, Thiruvallur, Tamil Nadu, India Assegie, Tsehay/GPF-4344-2022; Admassu, Tsehay/GPF-4344-2022; D, NAGESWARI/ABD-4369-2021; kumar, komal/AAE-3535-2020 57209398365; 59005990700; 59005449000; 57212324259; 57200161214 tsehayadmassu2006@gmail.com; PRZEGLAD ELEKTROTECHNICZNY PRZ ELEKTROTECHNICZN 0033-2097 2449-9544 100 7 ESCI ENGINEERING, ELECTRICAL & ELECTRONIC 2024 0.4 95.8 0 2025-05-07 0 0 K-Nearest Neighbors; parameter tuning; machine learning K-Nearest Neighbors; machine learning; parameter tuning English 2024 2024 10.15199/48.2024.07.29 바로가기 바로가기 바로가기 바로가기
Article A study on improving the performance of the machine-learning based automatic music transcription model by utilizing pitch number information In this paper, we study how to improve the performance of a machine learning -based automatic music transcription model by adding musical information to the input data. Where, the added musical information is information on the number of pitches that occur in each time frame, and which is obtained by counting the number of notes activated in the answer sheet. The obtained information on the number of pitches was used by concatenating it to the log mel-spectrogram, which is the input of the existing model. In this study, we use the automatic music transcription model included the four types of block predicting four types of musical information, we demonstrate that a simple method of adding pitch number information corresponding to the music information to be predicted by each block to the existing input was helpful in training the model. In order to evaluate the performance improvement proceed with an experiment using MIDI Aligned Piano Sounds (MAPS) data, as a result, when using all pitch number information, performance improvement was confirmed by 9.7 % in frame -based F1 score and 21.8 % in note -based F1 score offset. Lee, Daeho; Lee, Seokjin Kyungpook Natl Univ, Sch Elect Engn, 80 Daehak Ro, Daegu 41566, South Korea sjlee6@knu.ac.kr; JOURNAL OF THE ACOUSTICAL SOCIETY OF KOREA J ACOUST SOC KOREA 1225-4428 2287-3775 43 2 ESCI ACOUSTICS 2024 0.3 96.3 0 Automatic music transcription; Machine learning; Pitch number information; Polyphonic traanscription English 2024 2024 10.7776/ask.2024.43.2.207 바로가기 바로가기 바로가기
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Affiliation 저자들의 소속 기관 정보입니다. 대학, 연구소, 기업 등 저자가 소속된 기관명이 표시됩니다.
ResearcherID (WoS) Web of Science의 고유 연구자 식별번호입니다. 동명이인을 구분하고 연구자의 업적을 정확하게 추적할 수 있습니다.
AuthorsID (SCOPUS) SCOPUS의 고유 저자 식별번호입니다. 연구자의 모든 출판물을 추적하고 관리하는 데 사용됩니다.
Journal 논문이 게재된 학술지의 정식 명칭입니다.
JCR Abbreviation Journal Citation Reports에서 사용하는 저널의 공식 약어입니다. 저널을 간략하게 표기할 때 사용됩니다.
ISSN International Standard Serial Number. 국제표준연속간행물번호로, 인쇄본 저널에 부여되는 고유 식별번호입니다.
eISSN Electronic ISSN. 전자 버전 저널에 부여되는 고유 식별번호입니다.
Volume 저널의 권(Volume) 번호입니다. 보통 연도별로 하나의 권이 부여됩니다.
Issue 저널의 호(Issue) 번호입니다. 한 권 내에서 여러 호로 나누어 출판되는 경우가 많습니다.
WoS Edition Web of Science의 에디션입니다. SCIE(Science Citation Index Expanded), SSCI(Social Sciences Citation Index), AHCI(Arts & Humanities Citation Index) 등으로 구분됩니다.
WoS Category Web of Science의 주제 분류 카테고리입니다. 저널과 논문이 속한 학문 분야를 나타냅니다.
JCR Year 해당 저널의 JCR(Journal Citation Reports) 지표가 산출된 연도입니다.
IF (Impact Factor) 저널 영향력 지수. 최근 2년간 발표된 논문이 해당 연도에 평균적으로 인용된 횟수를 나타냅니다. 저널의 학술적 영향력을 나타내는 대표적인 지표입니다.
JCR (%) 해당 카테고리에서 저널이 위치하는 상위 백분율입니다. 값이 낮을수록 우수한 저널임을 의미합니다 (예: 5%는 상위 5%를 의미).
FWCI Field-Weighted Citation Impact. 분야별 가중 인용 영향력 지수입니다. 논문이 받은 인용을 동일 분야, 동일 연도, 동일 문헌 유형의 평균과 비교한 값입니다. 1.0이 평균이며, 1.0보다 높으면 평균 이상의 인용을 받았음을 의미합니다.
FWCI UpdateDate FWCI 값이 마지막으로 업데이트된 날짜입니다. FWCI는 인용이 누적됨에 따라 주기적으로 업데이트됩니다.
WOS Citation Web of Science에서 집계된 해당 논문의 총 인용 횟수입니다.
SCOPUS Citation SCOPUS에서 집계된 해당 논문의 총 인용 횟수입니다.
Keywords (WoS) 저자가 논문에서 직접 지정한 키워드입니다. Web of Science에 등록된 저자 키워드 목록입니다.
KeywordsPlus (WoS) Web of Science에서 자동으로 추출한 추가 키워드입니다. 논문의 참고문헌 제목에서 자주 등장하는 단어들로 생성됩니다.
Keywords (SCOPUS) 저자가 논문에서 직접 지정한 키워드입니다. SCOPUS에 등록된 저자 키워드 목록입니다.
KeywordsPlus (SCOPUS) SCOPUS에서 자동으로 추출하거나 추가한 색인 키워드입니다.
Language 논문이 작성된 언어입니다. 대부분 English이며, 그 외 다양한 언어로 작성된 논문이 포함될 수 있습니다.
Publication Year 논문이 출판된 연도입니다.
Publication Date 논문의 정확한 출판 날짜입니다 (년-월-일 형식).
DOI Digital Object Identifier. 디지털 객체 식별자로, 논문을 고유하게 식별하는 영구적인 식별번호입니다. 이를 통해 논문의 온라인 위치를 찾을 수 있습니다.