• Title/Summary/Keyword: Cluster pruning

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Pruning the Boosting Ensemble of Decision Trees

  • Yoon, Young-Joo;Song, Moon-Sup
    • Communications for Statistical Applications and Methods
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    • v.13 no.2
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    • pp.449-466
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    • 2006
  • We propose to use variable selection methods based on penalized regression for pruning decision tree ensembles. Pruning methods based on LASSO and SCAD are compared with the cluster pruning method. Comparative studies are performed on some artificial datasets and real datasets. According to the results of comparative studies, the proposed methods based on penalized regression reduce the size of boosting ensembles without decreasing accuracy significantly and have better performance than the cluster pruning method. In terms of classification noise, the proposed pruning methods can mitigate the weakness of AdaBoost to some degree.

Effects of pruning intensity and diameter of bearing mother branches on the growth and berry quality in 'Kyoho' grapevines ('거봉' 포도의 전정강도와 결과모지 굵기가 생육 및 과실품질에 미치는 영향)

  • Song, Gi-Cheol
    • Journal of Agricultural Extension & Community Development
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    • v.7 no.1
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    • pp.167-173
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    • 2000
  • This study was carried out to investigate suitable pruning methods to avoid poor berry setting of 'Kyoho' grapevine in Suwon and Anseong areas. Light pruning increased percentage of bud bursts and number of shoots per bearing mother branches(BMB), cluster weight and percentage of berry sating but it decreased shoot length, number of leaves and, leaf area and leaf weight. There was little difference in soluble solids, titratable acidity, and anthocyanin contents of berries by the treatment of either light or heavy pruning. Shoot length became longer as diameter of BMB thickened, leaf area and chlorophyll content also became larger and diameter of BMB. Total carbohydrate and N, P, K, Ca, and Mg contents showed significantly little difference, but total carbohydrate and Ca contents showed a tendency of continuous increase as diameter of BMB thinned. Number of seeded berries per cluster became fewer as BMB thinned but percentage of berry setting showed an increasing tendency. Cluster weight, berry weight, berry number per cluster, soluble solids, anthocyanin content were higher in case of around 1cm of diameters of BMB.

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Berry Production Using Secondary Shoots in 'Campbell Early' Grapevines (포도 캠벨얼리 품종의 2차지를 이용한 과실생산)

  • Choi, In-Myung;Park, Hee-Seung;Cho, Myong-Dong;Lee, Chang-Hoo
    • Horticultural Science & Technology
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    • v.18 no.3
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    • pp.378-382
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    • 2000
  • For the production of second crop in 'Campbell Early' grape, the primary shoots were pruned at 3rd, 6th or 9th nodes from the shoot bases on 13 days, 23 days and 33 days after full bloom date on 7th June. Secondary shoots were sprouted 7~8 days after the pruning, and it took 19~25 days for the flowering on the secondary shoots. The flower cluster number on secondary shoots were 2.8 for 13 days after full bloom, and 3.2 for 23 days and 33 days after full bloom, meaning little effect by pruning time. The 3rd node pruning produced 2~2.4 flower clusters with flower cluster length of 9.3~10.4 cm, while the 6th or 9th node pruning produced 3.1~3.8 flower clusters with flower cluster length of 12~14.9 cm, showing superior flower cluster length for the 6th or 9th node pruning. The secondary shoots developed from the buds pruned 13 days after full bloom with pruning bud positions of 6th nodes demonstrated superior fruits with higher soluble solids and lower acidity than the rest of the pruning times and positions.

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Effects of Local Cooling and Root Pruning on Budding and Local Heating on Heating Energy Consumption in Forcing Cultivation of Strawberry (딸기 촉성재배 시 국소 냉방 및 단근처리와 국소난방이 화방출뢰와 난방에너지소비에 미치는 영향)

  • Kwon, Jin Kyung;Kang, Suk Won;Paek, Yee;Moon, Jong Pil;Jang, Jae Kyung;Oh, Sung Sik
    • Journal of Bio-Environment Control
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    • v.28 no.1
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    • pp.46-54
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    • 2019
  • Experiments of local cooling and heating on crown and root zone of forcing cultivation of strawberry 'Seolhyang' using heat pump and root pruning before planting were conducted. During the daytime, the crown surface temperature of the crown local cooling treatment was maintained at $18{\sim}22^{\circ}C$. This is suitable for flower differentiation, while those of control and root zone local cooling treatment were above $30^{\circ}C$. Budding rate of first flower clusters and initial yields were in the order of crown local cooling, root zone local cooling and control in root pruning plantlet and non pruning plantlet, except for purchase plantlet. Those of root pruning plantlet were higher than those of non pruning plantlet. These trends were evident in the yield of the first flower cluster until February 14, 2018, and the effect of local cooling and root pruning decreased from March 9, 2018. The budding rates of the second flower cluster according to the local cooling and root pruning treatments were not noticeable compared to first flower cluster but showed the same tendency as that of first flower cluster. In the heating experiment, root zone local heating(root zone $20^{\circ}C$+inside greenhouse $5^{\circ}C$) and crown local heating(crown $20^{\circ}C$+inside greenhouse $5^{\circ}C$) saved 59% and 65% of heating fuel, respectively, compared to control(inside greenhouse $9^{\circ}C$). Considering the electric power consumption according to the heat pump operation, the heating costs were reduced by 55% and 61%, respectively.

DSP Algorithm for Efficient Communication between Clusterheads in Cluster-based Ad hoc Networks (클러스터 기반의 Ad Hoc 네트워크에서 클러스터헤드간 효율적인 통신을 위한 DSP 알고리즘)

  • Yun, Seok-Yeol;Oh, Hoon
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.32 no.4A
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    • pp.351-357
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    • 2007
  • Numerous papers that study ad hoc networks have used a hierarchical network structure to enhance scalability. The hierarchical structure typically consists of a number of clusters, each of which has its own clusterhead that maintains information. Clusterheads often need to exchange information among themselves in order to maintain information, and for such cases, a mechanism is needed to efficiently deliver information from one clusterhead to another. Here, we proposed a new distributed algorithm in which every node independently makes the decision about whether or not it forwards a received message. We used a simulation to demonstrate that the algorithm developed for this study is a considerable improvement over the control overhead algorithm.

Hierarchical Ann Classification Model Combined with the Adaptive Searching Strategy (적응적 탐색 전략을 갖춘 계층적 ART2 분류 모델)

  • 김도현;차의영
    • Journal of KIISE:Software and Applications
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    • v.30 no.7_8
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    • pp.649-658
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    • 2003
  • We propose a hierarchical architecture of ART2 Network for performance improvement and fast pattern classification model using fitness selection. This hierarchical network creates coarse clusters as first ART2 network layer by unsupervised learning, then creates fine clusters of the each first layer as second network layer by supervised learning. First, it compares input pattern with each clusters of first layer and select candidate clusters by fitness measure. We design a optimized fitness function for pruning clusters by measuring relative distance ratio between a input pattern and clusters. This makes it possible to improve speed and accuracy. Next, it compares input pattern with each clusters connected with selected clusters and finds winner cluster. Finally it classifies the pattern by a label of the winner cluster. Results of our experiments show that the proposed method is more accurate and fast than other approaches.

Effect of Compost Application and Pruning method on Vine Growth, Fruit Quality and Vineyard Soil (퇴비시용과 전정 방법이 수체생육, 과실 품질 및 포도원 토양에 미치는 영향)

  • Lee, Jun-Bae;Ko, Kwang-Chool
    • Horticultural Science & Technology
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    • v.17 no.6
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    • pp.753-754
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    • 1999
  • Application of compost to vineyards reduced nitrogen absorption into vine roots, increased soil nitrogen content, soil pH, soil organic matter, and fine roots density. Long pruning reduced the growth of 'Campbell Early' of Wakeman's training system. Maintaining proper vine shape was very difficult because long pruning decreased the vine growth. In conclusion, the application of compost to 'Campbell Early', 'Kyoho', 'Sheridan' vineyard decreased vine growth, increased soil organic matter, soil pH and favored the rhizosphere condition and the growth of fine roots increased.

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Efficient Pruning Cluster Graph Strategy for MPEG Immersive Video Compression (프루닝 클러스터 그래프 구성 전략에 따른 몰입형 비디오 압축 성능 분석)

  • Lee, Soonbin;Jeong, Jong-Beom;Ryu, Eun-Seok
    • Proceedings of the Korean Society of Broadcast Engineers Conference
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    • 2022.06a
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    • pp.101-104
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    • 2022
  • MPEG Immersive Video (MIV) 표준화 기술은 다시점 영상 부호화 시 비디오 코덱의 부담을 최소화하기 위해 각 시점 영상의 차분 정보만을 표현하는 처리 기술을 바탕으로 하고 있다. 본 논문에서는 시점 간 중복성 제거를 진행하는 과정인 프루닝(pruning) 과정에서 복잡도 절감을 위해 병렬처리에 용이하도록 구성되는 프루닝 클러스터 그래프에 대해 서술하고, 각 클러스터 그래프 별 구성 전략에 따른 성능 분석을 진행한다. 클러스터 그래프 내에서 중복성 제거를 진행하지 않고 완전한 정보를 보존하는 바탕 시점(basic view)의 개수가 적게 포함될수록 처리할 전체 픽셀 화소율(pixel rate)은 감소하지만, 복원 화질 역시 감소하며 프루닝 복잡도는 증가하는 경향을 보인다. 실험 결과를 통해 프루닝 클러스터 그래프 구성에 따른 트레이드오프를 탐색하고, 최적화된 그래프 구성 전략에 따라 몰입형 비디오의 효율적인 전송이 가능함을 보인다.

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Optimum Management of Tomato Side Stems Pruning in Summer Cultivation (고온기 토마토 재배시 적정 측지관리방법 구명)

  • Kim, Sung Eun;Kim, Young Shik
    • Journal of Bio-Environment Control
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    • v.23 no.3
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    • pp.167-173
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    • 2014
  • This research was conducted to establish appropriate methods to prune tomato side stems during summer. Cherry tomatoes "Unicorn" (Monsanto Korea, Korea) were grown in the coir based growing medium, and irrigation was controlled time based system. There were three pruning treatments: 1) removing all side stems (ACUT), 2) remaining two leaves on the side stems right below any cluster (PCUT), and 3) remaining two leaves on all side stems (LEFT). Experimental results showed that the occurrence of swollen stems, a symptom of nutrient excess, was influenced by side stem pruning due to blocking of consumption of photosynthetic products. The photosynthetic rate was not different between leaves on main stem and those on side shoots. Therefore the differences in the total amounts of photosynthetic products seemed to come out from the differences in leaf areas on each treatments, influencing on fruit yield difference. The yields and harvesting rates were better in ACUT treatment when tomato plants were harvested until $5^{th}$ cluster, however tomato yield was higher in LEFT treatment when more then $5^{th}$ clusters were harvested.

Effect of Planting dates, Root Pruning before and Uprooting After Transplanting of Plantlets on Growth, Budding and Yield of Strawberry 'Seolhyang' (딸기 '설향'의 정식일, 정식전 단근 및 정식 후 굴취처리가 생육, 화방 출뢰 및 수량에 미치는 영향)

  • Choi, Young Jun;Eum, Sun Jung;Jun, Ha Joon
    • Journal of Bio-Environment Control
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    • v.26 no.2
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    • pp.49-55
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    • 2017
  • The objective of this research was to investigate the effects of planting date, root pruning and uprooting on growth, yield and budding ratio of 'Seolhyang' strawberry (Fragaria${\times}$ananassa Duch.). Planting dates of plantlets with 60 ~ 70 days old were September 7th, September 14th and September 21th. Root pruning rates were controlled to 25% (RP 25) or 50% (RP 50) before transplanting. In the uprooting treatments, the plantlets were pulled out on root media and were replanted into same bed at 10 days (UR 10) and 20 days (UR 20) after transplanting. The delayed planting dates of plantlet resulted in the suppressed growth of plant, reduced yield, and slight earlier appearance of flower buds. The RP 50 treatment showed the lowest value among root pruning treatments in growth and yield, but appearance of flower buds slightly fall behinds. The UR 20 treatment only made flower budding earlier by 6 days than non-treatment. All of root stress treatment was appeared to decrease vegetative growth and yield except the RP 25 treatment. Above results imply that strong root stress was required to emerge second flower bud earlier but which reduced overall growth and yield in 'Seolhyang' strawberry.